Mapping sub-surface distribution of soil organic carbon stocks in South Africa's arid and semi-arid landscapes: Implications for land management and climate change mitigation
Soil organic carbon (SOC) stocks are critical for land management strategies and climate change mitigation. However, understanding SOC distribution in South Africa's arid and semi-arid regions remains a challenge due to data limitations, and the complex spatial and sub-surface variability in SO...
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| Published in | Geoderma Regional Vol. 37; p. e00817 |
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| Main Authors | , , , , , , , , |
| Format | Journal Article |
| Language | English |
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Netherlands
Elsevier B.V
01.06.2024
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| Abstract | Soil organic carbon (SOC) stocks are critical for land management strategies and climate change mitigation. However, understanding SOC distribution in South Africa's arid and semi-arid regions remains a challenge due to data limitations, and the complex spatial and sub-surface variability in SOC stocks driven by desertification and land degradation. Thus, to support soil and land-use management practices as well as advance climate change mitigation efforts, there is an urgent need to provide more precise SOC stock estimates within South Africa's arid and semi-arid regions. Hence, this study adopted remote-sensing approaches to determine the spatial sub-surface distribution of SOC stocks and the influence of environmental co-variates at four soil depths (i.e., 0-30 cm, 30-60 cm, 60-100 cm, and 100-200 cm). Using two regression-based algorithms, i.e., Extreme Gradient Boosting (XGBoost) and Random Forest (RF), the study found the former (RMSE values ranging from 7.12 t/ha to 29.55 t/ha) to be a superior predictor of SOC in comparison to the latter (RMSE values ranging from 7.36 t/ha to 31.10 t/ha). Nonetheless, both models achieved satisfactory accuracy (R2 ≥ 0.52) for regional-scale SOC predictions at the studied soil depths. Thereafter, using a variable importance analysis, the study demonstrated the influence of climatic variables like rainfall and temperature on SOC stocks at different depths. Furthermore, the study revealed significant spatial variability in SOC stocks, and an increase in SOC stocks with soil depth. Overall, these findings enhance the understanding of SOC dynamics in South Africa's arid and semi-arid landscapes and emphasizes the importance of considering site specific topo-climatic characteristics for sustainable land management and climate change mitigation. Furthermore, the study offers valuable insights into sub-surface SOC distribution, crucial for informing carbon sequestration strategies, guiding land management practices, and informing environmental policies within arid and semi-arid environments.
•SOC stocks increase with depth, peaking at 100–200 cm in arid and semi-arid regions.•Climatic variables, especially rainfall and temperature, consistently influenced SOC stocks.•Each depth had varying influential variables; hence the need for depth-specific modeling.•XGBoost outperformed the RF model in estimating SOC stocks across all depths. |
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| AbstractList | Soil organic carbon (SOC) stocks are critical for land management strategies and climate change mitigation. However, understanding SOC distribution in South Africa's arid and semi-arid regions remains a challenge due to data limitations, and the complex spatial and sub-surface variability in SOC stocks driven by desertification and land degradation. Thus, to support soil and land-use management practices as well as advance climate change mitigation efforts, there is an urgent need to provide more precise SOC stock estimates within South Africa's arid and semi-arid regions. Hence, this study adopted remote-sensing approaches to determine the spatial sub-surface distribution of SOC stocks and the influence of environmental co-variates at four soil depths (i.e., 0-30 cm, 30-60 cm, 60-100 cm, and 100-200 cm). Using two regression-based algorithms, i.e., Extreme Gradient Boosting (XGBoost) and Random Forest (RF), the study found the former (RMSE values ranging from 7.12 t/ha to 29.55 t/ha) to be a superior predictor of SOC in comparison to the latter (RMSE values ranging from 7.36 t/ha to 31.10 t/ha). Nonetheless, both models achieved satisfactory accuracy (R2 ≥ 0.52) for regional-scale SOC predictions at the studied soil depths. Thereafter, using a variable importance analysis, the study demonstrated the influence of climatic variables like rainfall and temperature on SOC stocks at different depths. Furthermore, the study revealed significant spatial variability in SOC stocks, and an increase in SOC stocks with soil depth. Overall, these findings enhance the understanding of SOC dynamics in South Africa's arid and semi-arid landscapes and emphasizes the importance of considering site specific topo-climatic characteristics for sustainable land management and climate change mitigation. Furthermore, the study offers valuable insights into sub-surface SOC distribution, crucial for informing carbon sequestration strategies, guiding land management practices, and informing environmental policies within arid and semi-arid environments.
•SOC stocks increase with depth, peaking at 100–200 cm in arid and semi-arid regions.•Climatic variables, especially rainfall and temperature, consistently influenced SOC stocks.•Each depth had varying influential variables; hence the need for depth-specific modeling.•XGBoost outperformed the RF model in estimating SOC stocks across all depths. Soil organic carbon (SOC) stocks are critical for land management strategies and climate change mitigation. However, understanding SOC distribution in South Africa's arid and semi-arid regions remains a challenge due to data limitations, and the complex spatial and sub-surface variability in SOC stocks driven by desertification and land degradation. Thus, to support soil and land-use management practices as well as advance climate change mitigation efforts, there is an urgent need to provide more precise SOC stock estimates within South Africa's arid and semi-arid regions. Hence, this study adopted remote-sensing approaches to determine the spatial sub-surface distribution of SOC stocks and the influence of environmental co-variates at four soil depths (i.e., 0-30 cm, 30-60 cm, 60-100 cm, and 100-200 cm). Using two regression-based algorithms, i.e., Extreme Gradient Boosting (XGBoost) and Random Forest (RF), the study found the former (RMSE values ranging from 7.12 t/ha to 29.55 t/ha) to be a superior predictor of SOC in comparison to the latter (RMSE values ranging from 7.36 t/ha to 31.10 t/ha). Nonetheless, both models achieved satisfactory accuracy (R ≥ 0.52) for regional-scale SOC predictions at the studied soil depths. Thereafter, using a variable importance analysis, the study demonstrated the influence of climatic variables like rainfall and temperature on SOC stocks at different depths. Furthermore, the study revealed significant spatial variability in SOC stocks, and an increase in SOC stocks with soil depth. Overall, these findings enhance the understanding of SOC dynamics in South Africa's arid and semi-arid landscapes and emphasizes the importance of considering site specific topo-climatic characteristics for sustainable land management and climate change mitigation. Furthermore, the study offers valuable insights into sub-surface SOC distribution, crucial for informing carbon sequestration strategies, guiding land management practices, and informing environmental policies within arid and semi-arid environments. Soil organic carbon (SOC) stocks are critical for land management strategies and climate change mitigation. However, understanding SOC distribution in South Africa's arid and semi-arid regions remains a challenge due to data limitations, and the complex spatial and sub-surface variability in SOC stocks driven by desertification and land degradation. Thus, to support soil and land-use management practices as well as advance climate change mitigation efforts, there is an urgent need to provide more precise SOC stock estimates within South Africa's arid and semi-arid regions. Hence, this study adopted remote-sensing approaches to determine the spatial sub-surface distribution of SOC stocks and the influence of environmental co-variates at four soil depths (i.e., 0-30 cm, 30-60 cm, 60-100 cm, and 100-200 cm). Using two regression-based algorithms, i.e., Extreme Gradient Boosting (XGBoost) and Random Forest (RF), the study found the former (RMSE values ranging from 7.12 t/ha to 29.55 t/ha) to be a superior predictor of SOC in comparison to the latter (RMSE values ranging from 7.36 t/ha to 31.10 t/ha). Nonetheless, both models achieved satisfactory accuracy (R2 ≥ 0.52) for regional-scale SOC predictions at the studied soil depths. Thereafter, using a variable importance analysis, the study demonstrated the influence of climatic variables like rainfall and temperature on SOC stocks at different depths. Furthermore, the study revealed significant spatial variability in SOC stocks, and an increase in SOC stocks with soil depth. Overall, these findings enhance the understanding of SOC dynamics in South Africa's arid and semi-arid landscapes and emphasizes the importance of considering site specific topo-climatic characteristics for sustainable land management and climate change mitigation. Furthermore, the study offers valuable insights into sub-surface SOC distribution, crucial for informing carbon sequestration strategies, guiding land management practices, and informing environmental policies within arid and semi-arid environments.Soil organic carbon (SOC) stocks are critical for land management strategies and climate change mitigation. However, understanding SOC distribution in South Africa's arid and semi-arid regions remains a challenge due to data limitations, and the complex spatial and sub-surface variability in SOC stocks driven by desertification and land degradation. Thus, to support soil and land-use management practices as well as advance climate change mitigation efforts, there is an urgent need to provide more precise SOC stock estimates within South Africa's arid and semi-arid regions. Hence, this study adopted remote-sensing approaches to determine the spatial sub-surface distribution of SOC stocks and the influence of environmental co-variates at four soil depths (i.e., 0-30 cm, 30-60 cm, 60-100 cm, and 100-200 cm). Using two regression-based algorithms, i.e., Extreme Gradient Boosting (XGBoost) and Random Forest (RF), the study found the former (RMSE values ranging from 7.12 t/ha to 29.55 t/ha) to be a superior predictor of SOC in comparison to the latter (RMSE values ranging from 7.36 t/ha to 31.10 t/ha). Nonetheless, both models achieved satisfactory accuracy (R2 ≥ 0.52) for regional-scale SOC predictions at the studied soil depths. Thereafter, using a variable importance analysis, the study demonstrated the influence of climatic variables like rainfall and temperature on SOC stocks at different depths. Furthermore, the study revealed significant spatial variability in SOC stocks, and an increase in SOC stocks with soil depth. Overall, these findings enhance the understanding of SOC dynamics in South Africa's arid and semi-arid landscapes and emphasizes the importance of considering site specific topo-climatic characteristics for sustainable land management and climate change mitigation. Furthermore, the study offers valuable insights into sub-surface SOC distribution, crucial for informing carbon sequestration strategies, guiding land management practices, and informing environmental policies within arid and semi-arid environments. Soil organic carbon (SOC) stocks are critical for land management strategies and climate change mitigation. However, understanding SOC distribution in South Africa’s arid and semi-arid regions remains a challenge due to data limitations, and the complex spatial and sub-surface variability in SOC stocks driven by desertification and land degradation. Thus, to support soil and land-use management practices as well as advance climate change mitigation efforts, there is an urgent need to provide more precise SOC stock estimates within South Africa’s arid and semi-arid regions. Hence, this study adopted remote-sensing approaches to determine the spatial sub-surface distribution of SOC stocks and the influence of environmental co-variates at four soil depths (i.e., 0-30 cm, 30-60 cm, 60-100 cm, and 100-200 cm). Using two regression-based algorithms, i.e., Extreme Gradient Boosting (XGBoost) and Random Forest (RF), the study found the former (RMSE values ranging from 7.12 t/ha to 29.55 t/ha) to be a superior predictor of SOC in comparison to the latter (RMSE values ranging from 7.36 t/ha to 31.10 t/ha). Nonetheless, both models achieved satisfactory accuracy (R 2 ≥ 0.52) for regional-scale SOC predictions at the studied soil depths. Thereafter, using a variable importance analysis, the study demonstrated the influence of climatic variables like rainfall and temperature on SOC stocks at different depths. Furthermore, the study revealed significant spatial variability in SOC stocks, and an increase in SOC stocks with soil depth. Overall, these findings enhance the understanding of SOC dynamics in South Africa’s arid and semi-arid landscapes and emphasizes the importance of considering site specific topo-climatic characteristics for sustainable land management and climate change mitigation. Furthermore, the study offers valuable insights into sub-surface SOC distribution, crucial for informing carbon sequestration strategies, guiding land management practices, and informing environmental policies within arid and semi-arid environments. |
| ArticleNumber | e00817 |
| Author | Odindi, John Mngadi, Mthembeni Lottering, Romano Mutanga, Onisimo Naicker, Rowan Matongera, Trylee Nyasha Odebiri, Omosalewa Slotow, Rob Mafongoya, Paramu |
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| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/39015345$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1002/ldr.2632 10.1016/j.geoderma.2015.07.017 10.1007/s10584-023-03567-4 10.1186/s13021-018-0091-7 10.1016/j.geoderma.2012.01.038 10.1111/j.1365-2699.2005.01336.x 10.1080/10106049.2018.1464601 10.1016/j.scitotenv.2021.145384 10.1016/j.scitotenv.2017.05.012 10.1016/j.geoderma.2019.05.031 10.3390/rs13071229 10.3390/f12121698 10.1016/j.agee.2007.01.008 10.3389/fsufs.2022.1016000 10.5194/essd-12-299-2020 10.1016/j.agee.2013.10.010 10.1080/02571862.2014.921940 10.1016/j.geomorph.2010.11.008 10.1111/j.1475-2743.2009.00251.x 10.1371/journal.pone.0219969 10.1016/j.rse.2020.111716 10.1023/A:1024509322709 10.1016/j.agee.2011.10.004 10.1007/s42729-019-00137-5 10.1007/s11104-010-0425-z 10.1126/science.1097396 10.1016/S0168-1923(00)00189-1 10.1007/s10661-017-5830-9 10.1016/j.geoderma.2015.12.003 10.1016/j.still.2015.10.013 10.1111/1365-2435.12704 10.1016/j.rse.2012.01.017 10.1002/ldr.2144 10.5194/se-7-341-2016 10.1016/j.catena.2021.105258 10.1016/j.geoderma.2013.02.012 10.1007/s13593-014-0212-y 10.1016/j.scitotenv.2022.161150 10.1016/j.scitotenv.2021.150106 10.1016/j.geoderma.2023.116466 10.1016/j.jenvman.2022.117127 10.1111/j.1365-2486.2011.02408.x 10.1016/j.catena.2021.106004 10.1016/j.foreco.2013.02.004 10.1126/science.1184946 10.1016/0921-8181(95)00046-1 10.1016/j.geodrs.2018.e00198 10.1007/s11368-022-03370-1 10.4236/ijg.2019.105033 10.1117/12.693946 10.1109/LGRS.2018.2794581 10.1007/s13593-015-0326-x 10.1016/j.ecoinf.2023.102394 10.1016/j.geoderma.2004.07.011 10.1002/fes3.96 10.1016/j.agee.2004.03.006 10.3390/rs12010072 10.1029/EO081i048p00583 10.1016/j.isprsjprs.2019.04.015 10.1016/S0167-8809(01)00246-8 10.4155/cmt.13.77 10.1016/j.geoderma.2018.07.026 10.1016/j.catena.2017.09.026 10.1016/j.jhydrol.2012.10.044 10.1007/s11368-012-0617-7 10.3390/su13158332 10.1016/j.geoderma.2020.114785 10.3390/rs13112223 10.5194/gmd-7-1197-2014 10.1016/j.scitotenv.2013.08.026 10.1080/02566702.1985.9648012 10.1007/s13157-012-0359-8 10.3390/f6114328 10.1016/j.jaridenv.2012.10.015 10.1080/10106049.2019.1585483 10.3390/rs13040769 10.3390/agriculture12071062 10.1006/jare.2002.1105 10.1023/A:1009814109891 10.1016/j.geoderma.2019.114008 10.1016/j.catena.2020.104485 10.5194/gmd-8-1991-2015 10.3390/rs11161873 10.1016/bs.agron.2019.07.004 10.1016/j.agee.2011.05.002 10.1016/j.geoderma.2017.01.002 10.1016/B978-0-12-394278-4.00004-0 10.2737/NRS-GTR-18 10.1080/01431161.2012.692830 10.1016/S0065-2113(05)88002-2 10.3390/rs11121504 10.1071/SR12353 10.1016/j.scitotenv.2020.138961 10.1016/j.measurement.2022.111706 10.1016/j.geoderma.2020.114210 10.1111/gcb.13686 10.1038/s41598-018-33701-7 10.1002/eap.2290 10.1016/j.scitotenv.2022.160602 10.1080/02571862.2004.10635030 10.1016/j.envsci.2018.12.020 10.1016/j.ecolind.2015.11.005 10.3390/su7055875 10.1016/j.scitotenv.2017.08.012 10.1016/j.compag.2023.108545 10.5194/bg-18-2063-2021 10.1007/978-94-007-4159-1_20 10.1016/j.isprsjprs.2022.04.026 |
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| Keywords | Climate action Soil organic carbon Arid and semi-arid regions Soil management Machine learning soil management machine learning climate action arid and semi-arid regions |
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| References | Li, Wang, Chen, Gong, Yao, Cao, Lian (bb0260) 2023; 23 Minasny, McBratney (bib541) 2016; 264 Yost, Hartemink (bb0505) 2019; 158 Singh, Kasana (bib539) 2019; 18 Li, Fang, Sun, Cai (bib517) 2014; 25 Mngadi, Odindi, Peerbhay, Mutanga (bib551) 2021; 36 Zhang, Huang, Yang (bb0510) 2024; 79 Mills, Vyver, Gordon, Patwardhan, Marais, Blignaut, Sigwela, Kgope (bb0325) 2015; 6 Carr, Boom, Chase, Meadows, Roberts, Britton, Cumming (bb0035) 2013; 200 Davy, Koen (bib516) 2014; 51 Biederman, Scott, Bell, Bowling, Dore, Garatuza‐Payan, Goulden (bib527) 2017; 23 Venter, Hawkins, Cramer, Mills (bb0480) 2021; 771 Batjes, Ribeiro, Van Oostrum (bib548) 2020; 12 Minasny, Malone, Mcbratney, Angers, Arrouays, Chambers, Chaplot, Chen, Cheng, Das (bb0330) 2017; 292 Botes, Mcgeoch, Robertson, Van Niekerk, Davids, Chown (bb0030) 2006; 33 Mbow, Reisinger, Canadell, O’brien, P. (bb0300) 2017 , Ngo, Turner, Muller-Landau, Davies, Larjavaara, Nik Hassan, Lum (bib533) 2013; 296 Ibrahim, Ghanem, Al-Salameen, Al-Fawwaz (bb0155) 2019; 10 . Schwanghart, Jarmer (bb0440) 2011; 126 De Caires, Keshavarzi, Bottega, Kaya (bb0065) 2024; 216 Ma, Liu, Zhang, Ye, Yin, Johnson (bib537) 2019; 152 Chen, Feng, Harrison, Wang, Liu, Zhang, Hu (bib543) 2023; 862 Padarian, Minasny, McBratney (bib536) 2019; 16 Poeplau, Don, Vesterdal, Leifeld, Van Wesemael, Schumacher, Gensior (bb0380) 2011; 17 Mchunu, Chaplot (bb0315) 2012; 177 Amirian Chakan, Taghizadeh-Mehrjardi, Kerry, Kumar, Khordehbin, Yusefi Khanghah (bb0010) 2017; 189 Kornelsen, Coulibaly (bb0205) 2013; 476 Pearson, T.R., Brown, S.L., & Birdsey, R.A. (2007). Measurement guidelines for the sequestration of forest carbon. Kumar, Rao, Sharma (bib515) 2013 Jackson (bb0160) 2023; 176 Li, Zeng, Luo, Ma, Wu (bb0250) 2016; 62 Richard, Martiny, Rouault, Philippon, Tracol, Castel (bib545) 2012; 33 Wiesmeier, Urbanski, Hobley, Lang, Von Lützow, Marin-Spiotta, Van Wesemael, Rabot, Ließ, Garcia-Franco (bb0490) 2019; 333 Palm, Blanco-Canqui, DeClerck, Gatere, Grace (bib522) 2014; 187 Benke, Norng, Robinson, Chia, Rees, Hopley (bib542) 2020; 366 Albaladejo, Ortiz, Garcia-Franco, Navarro, Almagro, Pintado, Martínez-Mena (bb0005) 2013; 13 Shoba, Ramakrishnan (bb0445) 2016; 7 Jandl, Rodeghiero, Martinez, Cotrufo, Bampa, Van Wesemael, Harrison, Guerrini, Richter, Rustad (bb0175) 2014; 468 Liang, Wood, Lettenmaier (bb0265) 1996; 13 Kumar, Nagar, Anand (bb0215) 2021 Conrad, Bechtel, Bock, Dietrich, Fischer, Gerlitz, Wehberg, Wichmann, Böhner (bb0055) 2015; 8 Wiesmeier, Barthold, Blank, Kögel-Knabner (bib544) 2011; 340 Powlson, Bhogal, Chambers, Coleman, Macdonald, Goulding, Whitmore (bb0385) 2012; 146 Hua, Wang, Sui, Wardlow, Hayes, Wang (bb0135) 2019; 11 Jakšić, Ninkov, Milić, Vasin, Živanov, Jakšić, Komlen (bb0165) 2021; 13 Yang, Guo (bib550) 2019; 82 Ezzahar, Ouaadi, Zribi, Elfarkh, Aouade, Khabba, Er-Raki, Chehbouni, Jarlan (bb0090) 2019; 12 Matinfar, Maghsodi, Mousavi, Rahmani (bb0295) 2021; 202 Odebiri, Mutanga, Odindi, Peerbhay, Dovey, Ismail (bib512) 2020; 116 Huang, Hartemink, Zhang (bib553) 2019; 11 Moore, Van Niekerk, Knight, Wessels (bb0335) 1985; 2 Rumpel, C., Chabbi, A., & Marschner, B. 2012. Carbon storage and sequestration in subsoil horizons: Knowledge, gaps and potentials. Recarbonization of the biosphere: Ecosystems and the global carbon cycle, 445-464. Scharlemann, Tanner, Hiederer, Kapos (bib535) 2014; 5 Schmidt, Persson (bb0435) 2003; 4 Sarkar, Singh, Mandal, Churchman, Bolan (bb0425) 2018 Cornelis, Delvaux (bb0060) 2016; 30 Odebiri, Mutanga, Odindi, Peerbhay, Dovey (bib511) 2020 Hou, Bolan, Tsang, Kirkham, O’connor (bb0130) 2020; 729 Nussbaum, Papritz, Baltensweiler, Walthert (bb0350) 2014; 7 Yuan, Shen, Li, Li, Li, Jiang, Xu, Tan, Yang, Wang (bib538) 2020; 241 Farr, Kobrick (bb0095) 2000; 81 Trivedi, Singh, Singh (bb0465) 2018 Moran, Hymer, Qi, Sano (bb0340) 2000; 105 Sahoo, Singh, Gogoi, Kenye, Sahoo (bib521) 2019; 14 Lal (bb0225) 2015; 7 Rosinger, Keiblinger, Bieber, Bernardini, Huber, Mentler, Sae-Tun, Scharf, Bodner (bb0415) 2023; 433 Lal (bb0230) 2016; 5 Chenchouni, Neffar (bib529) 2022; 211 Liu, Dang, Tian, Wang, Wu (bb0275) 2017; 28 Reynolds, Hungate, Chapin Iii, D’antonio (bb0400) 1997; 78 Rial, Cortizas, Rodríguez-Lado (bb0405) 2017; 609 Coblinski, Giasson, Demattê, Dotto, Costa, Vašát (bb0050) 2020; 189 Odebiri, Mutanga, Odindi, Naicker, Slotow, Mngadi (bb0365) 2023; 330 Srivastava, H.S., Patel, P., Navalgund, R.R., 2006. How far SAR has fulfilled its expectation for soil moisture retrieval. Microwave Remote Sens. Atmos. Environ. V(Vol. 6410, p. 641001). SPIE. Billings, Lajtha, Malhotra, Berhe, De Graaff, Earl, Fraterrigo, Georgiou, Grandy, Hobbie (bb0025) 2021; 31 Cerri, Easter, Paustian, Killian, Coleman, Bernoux, Falloon, Powlson, Batjes, Milne (bb0040) 2007; 122 Hussain, Bashir, Zafar, Rehman, Khalid, Awais, Sadiq, Amjad (bb0150) 2023; 2023 Mills, Fey (bb0320) 2004; 21 Odebiri, Mutanga, Odindi, Naicker (bib514) 2022; 188 Lal (bb0220) 2004; 304 Chappell, Webb, Leys, Waters, Orgill, Eyres (bb0045) 2019; 93 Jat, Wani, Sahrawat (bb0180) 2012; 117 Van Breemen, Buurman (bb0470) 2002 Jiang, Bao, Guo, Ndayisaba (bb0185) 2017; 599 Owusu, Yigini, Olmedo, Omuto (bb0370) 2020; 360 Ardö, Olsson (bb0015) 2003; 54 Nell, van Huyssteen (bib547) 2014; 31 Taghizadeh-Mehrjardi, Nabiollahi, Kerry (bb0455) 2016; 266 Desmet, Cowling (bib546) 1999; 142 Ferreira, Seifollahi-Aghmiuni, Destouni, Ghajarnia, Kalantari (bb0105) 2022; 805 Fouché (bb0110) 2017 Kögel-Knabner, Amelung (bb0195) 2021; 384 Mucina, Rutherford (bb0345) 2006 Wang, Zhang, Wu, Liu (bb0485) 2021; 13 Lorenz, Lal (bb0280) 2005; 88 Rezaei, Gilkes (bib518) 2005; 125 Gorooei, Aynehband, Rahnama, Gaiser, Kamali (bb0120) 2023; 6 Mureva, Ward, Pillay, Chivenge, Cramer (bib530) 2018; 8 Lamichhane, Kumar, Wilson (bib524) 2019; 352 Liu, Shao, Wang (bb0270) 2011; 142 Li, Ding, Liu, Ge, Zhang (bb0255) 2021; 13 Wong, Greene, Dalal, Murphy (bb0495) 2010; 26 Tayebi, Fim Rosas, Mendes, Poppiel, Ostovari, Ruiz, Dos Santos, Cerri, Silva, Curi (bb0460) 2021; 13 Kaya, Keshavarzi, Francaviglia, Kaplan, Başayiğit, Dedeoğlu (bb0190) 2022; 12 Mousavi, Sarmadian, Omid, Bogaert (bib526) 2022; 201 Mandal, Toor, Dhaliwal (bb0290) 2020; 20 Lorenz, Lal (bib534) 2014; 34 Fensholt, Langanke, Rasmussen, Reenberg, Prince, Tucker, Scholes, Le, Bondeau, Eastman (bb0100) 2012; 121 Prasad, Rao, Srinivas, Jyothi, Venkateswarlu, Ramachandrappa, Dhanapal, Ravichandra, Mishra (bb0390) 2016; 156 Dzikiti, Schachtschneider, Naiken, Gush, Moses, Le Maitre (bb0080) 2013; 90 Leifeld, Bassin, Fuhrer (bb0240) 2005; 105 Mariappan, David Raj, Kumar, Chatterjee (bib520) 2023 Sainepo, Gachene, Karuma (bib525) 2018; 13 Kumar, Prasad, Choudhary, Gupta, Mishra, Vishwakarma, Singh, Srivastava (bb0210) 2019; 34 Mccown, Haaland, De Haan (bb0310) 1979 Liu, Zhu, Li, Zhang, Yang, Zhang (bib552) 2021; 12 Lang, McCarty, Oesterling, Yeo (bib519) 2013; 33 Larsson, Jarvis (bb0235) 1999 Li, McCarty, Karlen, Cambardella (bib554) 2018; 160 Luo, Viscarra-Rossel, Qian (bb0285) 2021; 18 Xue, Yang, Miao, Wang, Shen (bb0500) 2018; 18 Minh, Ienco, Gaetano, Lalande, Ndikumana, Osman, Maurel (bib540) 2018; 15 Odebiri, Mutanga, Odindi, Naicker (bb0360) 2023; 865 Sarkodie, Vašát, Pouladi, Šrámek, Sáňka, Fadrhonsová, Hellebrandová, Borůvka (bb0430) 2023; 34 Plaza-Bonilla, Arrúe, Cantero-Martínez, Fanlo, Iglesias, Álvaro-Fuentes (bb0375) 2015; 35 Doran (bib523) 2002; 88 Zhang, Liu, Jia, Qin (bib531) 2013; 22 Schimel (bib528) 2010; 327 Kornelsen (10.1016/j.geodrs.2024.e00817_bb0205) 2013; 476 Sarkar (10.1016/j.geodrs.2024.e00817_bb0425) 2018 Xue (10.1016/j.geodrs.2024.e00817_bb0500) 2018; 18 Mills (10.1016/j.geodrs.2024.e00817_bb0325) 2015; 6 Fensholt (10.1016/j.geodrs.2024.e00817_bb0100) 2012; 121 Ezzahar (10.1016/j.geodrs.2024.e00817_bb0090) 2019; 12 Jiang (10.1016/j.geodrs.2024.e00817_bb0185) 2017; 599 Botes (10.1016/j.geodrs.2024.e00817_bb0030) 2006; 33 Prasad (10.1016/j.geodrs.2024.e00817_bb0390) 2016; 156 Yost (10.1016/j.geodrs.2024.e00817_bb0505) 2019; 158 Cerri (10.1016/j.geodrs.2024.e00817_bb0040) 2007; 122 Mousavi (10.1016/j.geodrs.2024.e00817_bib526) 2022; 201 Lorenz (10.1016/j.geodrs.2024.e00817_bib534) 2014; 34 Li (10.1016/j.geodrs.2024.e00817_bb0250) 2016; 62 Liang (10.1016/j.geodrs.2024.e00817_bb0265) 1996; 13 Dzikiti (10.1016/j.geodrs.2024.e00817_bb0080) 2013; 90 Mngadi (10.1016/j.geodrs.2024.e00817_bib551) 2021; 36 Benke (10.1016/j.geodrs.2024.e00817_bib542) 2020; 366 Carr (10.1016/j.geodrs.2024.e00817_bb0035) 2013; 200 Minasny (10.1016/j.geodrs.2024.e00817_bb0330) 2017; 292 Jat (10.1016/j.geodrs.2024.e00817_bb0180) 2012; 117 Desmet (10.1016/j.geodrs.2024.e00817_bib546) 1999; 142 Coblinski (10.1016/j.geodrs.2024.e00817_bb0050) 2020; 189 Hua (10.1016/j.geodrs.2024.e00817_bb0135) 2019; 11 Yuan (10.1016/j.geodrs.2024.e00817_bib538) 2020; 241 Sainepo (10.1016/j.geodrs.2024.e00817_bib525) 2018; 13 Lal (10.1016/j.geodrs.2024.e00817_bb0230) 2016; 5 Lang (10.1016/j.geodrs.2024.e00817_bib519) 2013; 33 Doran (10.1016/j.geodrs.2024.e00817_bib523) 2002; 88 Wang (10.1016/j.geodrs.2024.e00817_bb0485) 2021; 13 Kögel-Knabner (10.1016/j.geodrs.2024.e00817_bb0195) 2021; 384 Reynolds (10.1016/j.geodrs.2024.e00817_bb0400) 1997; 78 10.1016/j.geodrs.2024.e00817_bb0450 Singh (10.1016/j.geodrs.2024.e00817_bib539) 2019; 18 Ngo (10.1016/j.geodrs.2024.e00817_bib533) 2013; 296 Lal (10.1016/j.geodrs.2024.e00817_bb0225) 2015; 7 Sarkodie (10.1016/j.geodrs.2024.e00817_bb0430) 2023; 34 Odebiri (10.1016/j.geodrs.2024.e00817_bib511) 2020 Mucina (10.1016/j.geodrs.2024.e00817_bb0345) 2006 Wiesmeier (10.1016/j.geodrs.2024.e00817_bb0490) 2019; 333 10.1016/j.geodrs.2024.e00817_bib532 Billings (10.1016/j.geodrs.2024.e00817_bb0025) 2021; 31 Batjes (10.1016/j.geodrs.2024.e00817_bib548) 2020; 12 Tayebi (10.1016/j.geodrs.2024.e00817_bb0460) 2021; 13 Shoba (10.1016/j.geodrs.2024.e00817_bb0445) 2016; 7 Zhang (10.1016/j.geodrs.2024.e00817_bb0510) 2024; 79 Kumar (10.1016/j.geodrs.2024.e00817_bb0215) 2021 Lal (10.1016/j.geodrs.2024.e00817_bb0220) 2004; 304 Minh (10.1016/j.geodrs.2024.e00817_bib540) 2018; 15 Jackson (10.1016/j.geodrs.2024.e00817_bb0160) 2023; 176 Powlson (10.1016/j.geodrs.2024.e00817_bb0385) 2012; 146 Chenchouni (10.1016/j.geodrs.2024.e00817_bib529) 2022; 211 Amirian Chakan (10.1016/j.geodrs.2024.e00817_bb0010) 2017; 189 Ibrahim (10.1016/j.geodrs.2024.e00817_bb0155) 2019; 10 Schimel (10.1016/j.geodrs.2024.e00817_bib528) 2010; 327 Rial (10.1016/j.geodrs.2024.e00817_bb0405) 2017; 609 Schmidt (10.1016/j.geodrs.2024.e00817_bb0435) 2003; 4 Rosinger (10.1016/j.geodrs.2024.e00817_bb0415) 2023; 433 Ma (10.1016/j.geodrs.2024.e00817_bib537) 2019; 152 Albaladejo (10.1016/j.geodrs.2024.e00817_bb0005) 2013; 13 Owusu (10.1016/j.geodrs.2024.e00817_bb0370) 2020; 360 Huang (10.1016/j.geodrs.2024.e00817_bib553) 2019; 11 Wong (10.1016/j.geodrs.2024.e00817_bb0495) 2010; 26 Yang (10.1016/j.geodrs.2024.e00817_bib550) 2019; 82 10.1016/j.geodrs.2024.e00817_bib549 Venter (10.1016/j.geodrs.2024.e00817_bb0480) 2021; 771 Liu (10.1016/j.geodrs.2024.e00817_bb0275) 2017; 28 Mccown (10.1016/j.geodrs.2024.e00817_bb0310) 1979 Plaza-Bonilla (10.1016/j.geodrs.2024.e00817_bb0375) 2015; 35 Liu (10.1016/j.geodrs.2024.e00817_bib552) 2021; 12 Mchunu (10.1016/j.geodrs.2024.e00817_bb0315) 2012; 177 Poeplau (10.1016/j.geodrs.2024.e00817_bb0380) 2011; 17 Hussain (10.1016/j.geodrs.2024.e00817_bb0150) 2023; 2023 Palm (10.1016/j.geodrs.2024.e00817_bib522) 2014; 187 Mandal (10.1016/j.geodrs.2024.e00817_bb0290) 2020; 20 Biederman (10.1016/j.geodrs.2024.e00817_bib527) 2017; 23 Odebiri (10.1016/j.geodrs.2024.e00817_bib512) 2020; 116 Odebiri (10.1016/j.geodrs.2024.e00817_bb0365) 2023; 330 Padarian (10.1016/j.geodrs.2024.e00817_bib536) 2019; 16 Wiesmeier (10.1016/j.geodrs.2024.e00817_bib544) 2011; 340 Richard (10.1016/j.geodrs.2024.e00817_bib545) 2012; 33 De Caires (10.1016/j.geodrs.2024.e00817_bb0065) 2024; 216 Hou (10.1016/j.geodrs.2024.e00817_bb0130) 2020; 729 Conrad (10.1016/j.geodrs.2024.e00817_bb0055) 2015; 8 Odebiri (10.1016/j.geodrs.2024.e00817_bib514) 2022; 188 Mureva (10.1016/j.geodrs.2024.e00817_bib530) 2018; 8 Mbow (10.1016/j.geodrs.2024.e00817_bb0300) 2017 Sahoo (10.1016/j.geodrs.2024.e00817_bib521) 2019; 14 Mills (10.1016/j.geodrs.2024.e00817_bb0320) 2004; 21 Moore (10.1016/j.geodrs.2024.e00817_bb0335) 1985; 2 Li (10.1016/j.geodrs.2024.e00817_bib517) 2014; 25 Schwanghart (10.1016/j.geodrs.2024.e00817_bb0440) 2011; 126 Jandl (10.1016/j.geodrs.2024.e00817_bb0175) 2014; 468 Nussbaum (10.1016/j.geodrs.2024.e00817_bb0350) 2014; 7 Nell (10.1016/j.geodrs.2024.e00817_bib547) 2014; 31 Kumar (10.1016/j.geodrs.2024.e00817_bib515) 2013 Scharlemann (10.1016/j.geodrs.2024.e00817_bib535) 2014; 5 Jakšić (10.1016/j.geodrs.2024.e00817_bb0165) 2021; 13 Minasny (10.1016/j.geodrs.2024.e00817_bib541) 2016; 264 Fouché (10.1016/j.geodrs.2024.e00817_bb0110) 2017 Matinfar (10.1016/j.geodrs.2024.e00817_bb0295) 2021; 202 Kumar (10.1016/j.geodrs.2024.e00817_bb0210) 2019; 34 Chen (10.1016/j.geodrs.2024.e00817_bib543) 2023; 862 Li (10.1016/j.geodrs.2024.e00817_bib554) 2018; 160 Liu (10.1016/j.geodrs.2024.e00817_bb0270) 2011; 142 Ardö (10.1016/j.geodrs.2024.e00817_bb0015) 2003; 54 Farr (10.1016/j.geodrs.2024.e00817_bb0095) 2000; 81 Lamichhane (10.1016/j.geodrs.2024.e00817_bib524) 2019; 352 Rezaei (10.1016/j.geodrs.2024.e00817_bib518) 2005; 125 Li (10.1016/j.geodrs.2024.e00817_bb0260) 2023; 23 Kaya (10.1016/j.geodrs.2024.e00817_bb0190) 2022; 12 Van Breemen (10.1016/j.geodrs.2024.e00817_bb0470) 2002 Cornelis (10.1016/j.geodrs.2024.e00817_bb0060) 2016; 30 Moran (10.1016/j.geodrs.2024.e00817_bb0340) 2000; 105 Larsson (10.1016/j.geodrs.2024.e00817_bb0235) 1999 Ferreira (10.1016/j.geodrs.2024.e00817_bb0105) 2022; 805 Chappell (10.1016/j.geodrs.2024.e00817_bb0045) 2019; 93 Gorooei (10.1016/j.geodrs.2024.e00817_bb0120) 2023; 6 Mariappan (10.1016/j.geodrs.2024.e00817_bib520) 2023 Luo (10.1016/j.geodrs.2024.e00817_bb0285) 2021; 18 Lorenz (10.1016/j.geodrs.2024.e00817_bb0280) 2005; 88 Zhang (10.1016/j.geodrs.2024.e00817_bib531) 2013; 22 Taghizadeh-Mehrjardi (10.1016/j.geodrs.2024.e00817_bb0455) 2016; 266 Odebiri (10.1016/j.geodrs.2024.e00817_bb0360) 2023; 865 Trivedi (10.1016/j.geodrs.2024.e00817_bb0465) 2018 Li (10.1016/j.geodrs.2024.e00817_bb0255) 2021; 13 Leifeld (10.1016/j.geodrs.2024.e00817_bb0240) 2005; 105 Davy (10.1016/j.geodrs.2024.e00817_bib516) 2014; 51 |
| References_xml | – year: 1979 ident: bb0310 article-title: The interaction between cultivation and livestock production in semi-arid Africa publication-title: Agriculture in Semi-Arid Environments – volume: 125 start-page: 145 year: 2005 end-page: 154 ident: bib518 article-title: The effects of landscape attributes and plant community on soil physical properties in rangelands publication-title: Geoderma – volume: 5 start-page: 212 year: 2016 end-page: 222 ident: bb0230 article-title: Soil health and carbon management publication-title: Food Energy Security – volume: 13 start-page: 195 year: 1996 end-page: 206 ident: bb0265 article-title: Surface soil moisture parameterization of the VIC-2L model: Evaluation and modification publication-title: Glob. Planet. Chang. – year: 2018 ident: bb0425 article-title: Clay minerals—Organic matter interactions in relation to carbon stabilization in soils publication-title: The Future of Soil Carbon – volume: 330 year: 2023 ident: bb0365 article-title: Evaluation of projected soil organic carbon stocks under future climate and land cover changes in South Africa using a deep learning approach publication-title: J. Environ. Manag. – year: 2013 ident: bib515 publication-title: Radar Vegetation Index as an alternative to NDVI for monitoring of soyabean and cotton – volume: 216 year: 2024 ident: bb0065 article-title: Towards site-specific management of soil organic carbon: Comparing support vector machine and ordinary kriging approaches based on pedo-geomorphometric factors publication-title: Comput. Electron. Agric. – volume: 88 start-page: 119 year: 2002 end-page: 127 ident: bib523 article-title: Soil health and global sustainability: translating science into practice publication-title: Agric. Ecosyst. Environ. – volume: 88 start-page: 35 year: 2005 end-page: 66 ident: bb0280 article-title: The depth distribution of soil organic carbon in relation to land use and management and the potential of carbon sequestration in subsoil horizons publication-title: Adv. Agron. – volume: 7 start-page: 1197 year: 2014 end-page: 1210 ident: bb0350 article-title: Estimating soil organic carbon stocks of Swiss forest soils by robust external-drift kriging publication-title: Geosci. Model Dev. – volume: 264 start-page: 301 year: 2016 end-page: 311 ident: bib541 article-title: Digital soil mapping: a brief history and some lessons publication-title: Geoderma – volume: 152 start-page: 166 year: 2019 end-page: 177 ident: bib537 article-title: Deep learning in remote sensing applications: A meta-analysis and review publication-title: ISPRS J. Photogram. Remote Sens. – volume: 12 start-page: 72 year: 2019 ident: bb0090 article-title: Evaluation of backscattering models and support vector machine for the retrieval of bare soil moisture from Sentinel-1 data publication-title: Remote Sens. – reference: Pearson, T.R., Brown, S.L., & Birdsey, R.A. (2007). Measurement guidelines for the sequestration of forest carbon. – volume: 266 start-page: 98 year: 2016 end-page: 110 ident: bb0455 article-title: Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran publication-title: Geoderma – volume: 360 year: 2020 ident: bb0370 article-title: Spatial prediction of soil organic carbon stocks in Ghana using legacy data publication-title: Geoderma – volume: 14 year: 2019 ident: bib521 article-title: Active and passive soil organic carbon pools as affected by different land use types in Mizoram, Northeast India publication-title: PLoS One – volume: 18 year: 2019 ident: bib539 article-title: Estimation of soil properties from the EU spectral library using long short-term memory networks publication-title: Geoderma Reg. – volume: 12 start-page: 299 year: 2020 end-page: 320 ident: bib548 article-title: Standardised soil profile data to support global mapping and modelling (WoSIS snapshot 2019) publication-title: Earth Syst. Sci. Data – volume: 202 year: 2021 ident: bb0295 article-title: Evaluation and Prediction of Topsoil organic carbon using Machine learning and hybrid models at a Field-scale publication-title: Catena – volume: 8 start-page: 1991 year: 2015 end-page: 2007 ident: bb0055 article-title: System for automated geoscientific analyses (SAGA) v. 2.1. 4 publication-title: Geosci. Model Dev. – volume: 13 start-page: 1 year: 2018 end-page: 9 ident: bib525 article-title: Assessment of soil organic carbon fractions and carbon management index under different land use types in Olesharo Catchment, Narok County, Kenya publication-title: Carbon balance and management – volume: 36 start-page: 1 year: 2021 end-page: 12 ident: bib551 article-title: Examining the effectiveness of Sentinel-1 and 2 imagery for commercial forest species mapping publication-title: Geocarto Int. – volume: 31 start-page: 127 year: 2014 end-page: 135 ident: bib547 article-title: Geology and groundwater regions to quantify primary salinity, sodicity and alkalinity in South African soils publication-title: South African Journal of Plant and Soil – volume: 158 start-page: 217 year: 2019 end-page: 310 ident: bb0505 article-title: Soil organic carbon in sandy soils: A review publication-title: Adv. Agron. – year: 2017 ident: bb0110 article-title: Landscape function in bush thickened and-controlled areas of the semi-arid savanna in the Molopo region – volume: 35 start-page: 1319 year: 2015 end-page: 1334 ident: bb0375 article-title: Carbon management in dryland agricultural systems. A review publication-title: Agron. Sustain. Dev. – volume: 33 start-page: 141 year: 2013 end-page: 155 ident: bib519 article-title: Topographic metrics for improved mapping of forested wetlands publication-title: Wetlands – volume: 352 start-page: 395 year: 2019 end-page: 413 ident: bib524 article-title: Digital soil mapping algorithms and covariates for soil organic carbon mapping and their implications: a review publication-title: Geoderma – volume: 11 start-page: 1504 year: 2019 ident: bib553 article-title: Climate and land-use change effects on soil carbon stocks over 150 years in Wisconsin, USA publication-title: Remote Sens. – volume: 160 start-page: 222 year: 2018 end-page: 232 ident: bib554 article-title: Topographic metric predictions of soil redistribution and organic carbon in Iowa cropland fields publication-title: Catena – volume: 81 start-page: 583 year: 2000 end-page: 585 ident: bb0095 article-title: Shuttle Radar Topography Mission produces a wealth of data publication-title: EOS Trans. Am. Geophys. Union – volume: 21 start-page: 94 year: 2004 end-page: 103 ident: bb0320 article-title: Soil carbon and nitrogen in five contrasting biomes of South Africa exposed to different land uses publication-title: S. Afr. J. Plant Soil – reference: Srivastava, H.S., Patel, P., Navalgund, R.R., 2006. How far SAR has fulfilled its expectation for soil moisture retrieval. Microwave Remote Sens. Atmos. Environ. V(Vol. 6410, p. 641001). SPIE. – volume: 862 start-page: 160602 year: 2023 ident: bib543 article-title: Cropland carbon stocks driven by soil characteristics, rainfall and elevation publication-title: Sci. Total Environ. – volume: 18 start-page: 2063 year: 2021 end-page: 2073 ident: bb0285 article-title: Similar importance of edaphic and climatic factors for controlling soil organic carbon stocks of the world publication-title: Biogeosciences – volume: 15 start-page: 464 year: 2018 end-page: 468 ident: bib540 article-title: Deep recurrent neural networks for winter vegetation quality mapping via multitemporal SAR Sentinel-1 publication-title: IEEE Geosci. Remote Sens. Lett. – volume: 7 start-page: 341 year: 2016 end-page: 354 ident: bb0445 article-title: Modeling the contributing factors of desertification and evaluating their relationships to the soil degradation process through geomatic techniques publication-title: Solid Earth – reference: , – volume: 156 start-page: 131 year: 2016 end-page: 139 ident: bb0390 article-title: Effect of ten years of reduced tillage and recycling of organic matter on crop yields, soil organic carbon and its fractions in Alfisols of semi arid tropics of southern India publication-title: Soil Tillage Res. – volume: 13 start-page: 2223 year: 2021 ident: bb0460 article-title: Drivers of organic carbon stocks in different LULC history and along soil depth for a 30 years image time series publication-title: Remote Sens. – start-page: 1 year: 2020 end-page: 14 ident: bib511 article-title: Predicting soil organic carbon stocks under commercial forest plantations in KwaZulu-Natal province, South Africa using remotely sensed data publication-title: GIScience & Remote Sensing – volume: 189 start-page: 1 year: 2017 end-page: 16 ident: bb0010 article-title: Spatial 3D distribution of soil organic carbon under different land use types publication-title: Environ. Monit. Assess. – volume: 771 year: 2021 ident: bb0480 article-title: Mapping soil organic carbon stocks and trends with satellite-driven high resolution maps over South Africa publication-title: Sci. Total Environ. – volume: 200 start-page: 189 year: 2013 end-page: 201 ident: bb0035 article-title: Biome-scale characterisation and differentiation of semi-arid and arid zone soil organic matter compositions using pyrolysis–GC/MS analysis publication-title: Geoderma – volume: 79 year: 2024 ident: bb0510 article-title: Evaluation of digital soil mapping projection in soil organic carbon change modeling publication-title: Ecol. Inform. – volume: 122 start-page: 58 year: 2007 end-page: 72 ident: bb0040 article-title: Predicted soil organic carbon stocks and changes in the Brazilian Amazon between 2000 and 2030 publication-title: Agric. Ecosyst. Environ. – volume: 18 start-page: 1 year: 2018 end-page: 12 ident: bb0500 article-title: Slope aspect influences plant biomass, soil properties and microbial composition in alpine meadow on the Qinghai-Tibetan plateau publication-title: J. Soil Sci. Plant Nutr. – volume: 729 year: 2020 ident: bb0130 article-title: Sustainable soil use and management: An interdisciplinary and systematic approach publication-title: Sci. Total Environ. – volume: 241 start-page: 111716 year: 2020 ident: bib538 article-title: Deep learning in environmental remote sensing: achievements and challenges publication-title: Remote Sens. Environ. – volume: 211 start-page: 106004 year: 2022 ident: bib529 article-title: Soil organic carbon stock in arid and semi-arid steppe rangelands of North Africa publication-title: Catena – volume: 142 start-page: 23 year: 1999 end-page: 33 ident: bib546 article-title: Biodiversity, habitat and range-size aspects of a flora from a winter-rainfall desert in north-western Namaqualand, South Africa publication-title: Plant Ecol. – volume: 105 start-page: 255 year: 2005 end-page: 266 ident: bb0240 article-title: Carbon stocks in Swiss agricultural soils predicted by land-use, soil characteristics, and altitude publication-title: Agric. Ecosyst. Environ. – volume: 384 year: 2021 ident: bb0195 article-title: Soil organic matter in major pedogenic soil groups publication-title: Geoderma – volume: 17 start-page: 2415 year: 2011 end-page: 2427 ident: bb0380 article-title: Temporal dynamics of soil organic carbon after land-use change in the temperate zone–carbon response functions as a model approach publication-title: Glob. Chang. Biol. – volume: 146 start-page: 23 year: 2012 end-page: 33 ident: bb0385 article-title: The potential to increase soil carbon stocks through reduced tillage or organic material additions in England and Wales: a case study publication-title: Agric. Ecosyst. Environ. – volume: 82 start-page: 101906 year: 2019 ident: bib550 article-title: Modelling of soil organic carbon and bulk density in invaded coastal wetlands using Sentinel-1 imagery publication-title: Int. J. Appl. Earth Obs. Geoinfor. – volume: 476 start-page: 460 year: 2013 end-page: 489 ident: bb0205 article-title: Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications publication-title: J. Hydrol. – volume: 13 start-page: 769 year: 2021 ident: bb0255 article-title: Digital mapping of soil organic carbon using sentinel series data: a case study of the Ebinur Lake Watershed in Xinjiang publication-title: Remote Sens. – volume: 142 start-page: 184 year: 2011 end-page: 194 ident: bb0270 article-title: Effect of environmental factors on regional soil organic carbon stocks across the Loess Plateau region, China publication-title: Agric. Ecosyst. Environ. – volume: 468 start-page: 376 year: 2014 end-page: 383 ident: bb0175 article-title: Current status, uncertainty and future needs in soil organic carbon monitoring publication-title: Sci. Total Environ. – volume: 187 start-page: 87 year: 2014 end-page: 105 ident: bib522 article-title: Conservation agriculture and ecosystem services: an overview publication-title: Agric. Ecosyst. Environ. – volume: 51 start-page: 631 year: 2014 end-page: 644 ident: bib516 article-title: Variations in soil organic carbon for two soil types and six land uses in the Murray Catchment, New South Wales, Australia publication-title: Soil Res. – volume: 2 start-page: 7 year: 1985 end-page: 10 ident: bb0335 article-title: The effect of Tebuthiuron on the vegetation of the thorn bushveld of the Northern Cape–a preliminary report publication-title: J. Grassland Soc. Southern Africa – volume: 30 start-page: 1298 year: 2016 end-page: 1310 ident: bb0060 article-title: Soil processes drive the biological silicon feedback loop publication-title: Funct. Ecol. – volume: 34 year: 2023 ident: bb0430 article-title: Predicting soil organic carbon stocks in different layers of forest soils in the Czech Republic publication-title: Geoderma Regional – volume: 23 start-page: 4204 year: 2017 end-page: 4221 ident: bib527 article-title: CO 2 exchange and evapotranspiration across dryland ecosystems of southwestern North America publication-title: Global Change Biol. – volume: 8 start-page: 15506 year: 2018 ident: bib530 article-title: Soil organic carbon increases in semi-arid regions while it decreases in humid regions due to woody-plant encroachment of grasslands in South Africa publication-title: Sci. Rep. – volume: 11 start-page: 1873 year: 2019 ident: bb0135 article-title: Mapping the spatial-temporal dynamics of vegetation response lag to drought in a semi-arid region publication-title: Remote Sens. – volume: 12 start-page: 1698 year: 2021 ident: bib552 article-title: Assessing soil organic carbon stock dynamics under future climate change scenarios in the middle Qilian mountains publication-title: Forests – year: 1999 ident: bb0235 article-title: A Dual-Porosity Model to Quantify Macropore Flow Effects on Nitrate Leaching – volume: 5 start-page: 81 year: 2014 end-page: 91 ident: bib535 article-title: Global soil carbon: understanding and managing the largest terrestrial carbon pool publication-title: Carbon Manage. – start-page: 650 year: 2017 ident: bb0300 article-title: Special Report on Climate Change, Desertification, Land Degradation, Sustainable Land Management, Food Security, and Greenhouse Gas Fluxes in Terrestrial Ecosystems (SR2) – volume: 26 start-page: 2 year: 2010 end-page: 11 ident: bb0495 article-title: Soil carbon dynamics in saline and sodic soils: a review publication-title: Soil Use Manag. – volume: 6 start-page: 4328 year: 2015 end-page: 4348 ident: bb0325 article-title: Prescribing innovation within a large-scale restoration programme in degraded subtropical thicket in South Africa publication-title: Forests – volume: 116 start-page: 1 year: 2020 end-page: 8 ident: bib512 article-title: Estimating soil organic carbon stocks under commercial forestry using topo-climate variables in KwaZulu-Natal, South Africa publication-title: South African Journal of Science – start-page: 63 year: 2023 end-page: 93 ident: bib520 article-title: Global warming impacts on the environment in the last century – volume: 62 start-page: 279 year: 2016 end-page: 288 ident: bb0250 article-title: Modeling grassland aboveground biomass using a pure vegetation index publication-title: Ecol. Indic. – reference: Rumpel, C., Chabbi, A., & Marschner, B. 2012. Carbon storage and sequestration in subsoil horizons: Knowledge, gaps and potentials. Recarbonization of the biosphere: Ecosystems and the global carbon cycle, 445-464. – volume: 34 start-page: 443 year: 2014 end-page: 454 ident: bib534 article-title: Soil organic carbon sequestration in agroforestry systems. A review publication-title: Agron. Sust. Dev. – volume: 34 start-page: 1022 year: 2019 end-page: 1041 ident: bb0210 article-title: Comprehensive evaluation of soil moisture retrieval models under different crop cover types using C-band synthetic aperture radar data publication-title: Geocarto Int. – volume: 93 start-page: 43 year: 2019 end-page: 52 ident: bb0045 article-title: Minimising soil organic carbon erosion by wind is critical for land degradation neutrality publication-title: Environ. Sci. Pol. – volume: 12 start-page: 1062 year: 2022 ident: bb0190 article-title: Assessing machine learning-based prediction under different agricultural practices for digital mapping of soil organic carbon and available phosphorus publication-title: Agriculture – volume: 366 start-page: 114210 year: 2020 ident: bib542 article-title: Development of pedotransfer functions by machine learning for prediction of soil electrical conductivity and organic carbon content publication-title: Geoderma – volume: 189 year: 2020 ident: bb0050 article-title: Prediction of soil texture classes through different wavelength regions of reflectance spectroscopy at various soil depths publication-title: Catena – volume: 805 year: 2022 ident: bb0105 article-title: Soil degradation in the European Mediterranean region: Processes, status and consequences publication-title: Sci. Total Environ. – volume: 16 year: 2019 ident: bib536 article-title: Using deep learning to predict soil properties from regional spectral data publication-title: Geoderma Regional – volume: 599 start-page: 967 year: 2017 end-page: 980 ident: bb0185 article-title: Vegetation dynamics and responses to climate change and human activities in Central Asia publication-title: Sci. Total Environ. – year: 2006 ident: bb0345 article-title: The vegetation of South Africa, Lesoto and Swaziland. Strelitzia 19. South African National Biodiversity Institute, Pretoria. Memoirs of the Botanical Survey of South Africa – volume: 13 start-page: 265 year: 2013 end-page: 277 ident: bb0005 article-title: Land use and climate change impacts on soil organic carbon stocks in semi-arid Spain publication-title: J. Soils Sediments – volume: 54 start-page: 633 year: 2003 end-page: 651 ident: bb0015 article-title: Assessment of soil organic carbon in semi-arid Sudan using GIS and the CENTURY model publication-title: J. Arid Environ. – volume: 865 year: 2023 ident: bb0360 article-title: Mapping soil organic carbon distribution across South Africa's major biomes using remote sensing-topo-climatic covariates and Concrete Autoencoder-Deep neural networks publication-title: Sci. Total Environ. – volume: 28 start-page: 189 year: 2017 end-page: 198 ident: bb0275 article-title: Soil organic carbon and inorganic carbon accumulation along a 30-year grassland restoration chronosequence in semi-arid regions (China) publication-title: Land Degrad. Dev. – volume: 33 start-page: 71 year: 2006 end-page: 90 ident: bb0030 article-title: Ants, altitude and change in the northern Cape Floristic Region publication-title: J. Biogeogr. – volume: 13 start-page: 8332 year: 2021 ident: bb0165 article-title: Influence of slope gradient and aspect on soil organic carbon content in the region of Niš, Serbia publication-title: Sustainability – year: 2018 ident: bb0465 article-title: Soil carbon: Introduction, importance, status, threat, and mitigation publication-title: Soil Carbon Storage – volume: 121 start-page: 144 year: 2012 end-page: 158 ident: bb0100 article-title: Greenness in semi-arid areas across the globe 1981–2007—An Earth Observing Satellite based analysis of trends and drivers publication-title: Remote Sens. Environ. – volume: 6 start-page: 1016000 year: 2023 ident: bb0120 article-title: Cropping systems and agricultural management strategies affect soil organic carbon dynamics in semi-arid regions publication-title: Front. Sustain. Syst. – volume: 31 year: 2021 ident: bb0025 article-title: Soil organic carbon is not just for soil scientists: measurement recommendations for diverse practitioners publication-title: Ecol. Appl. – volume: 188 start-page: 351 year: 2022 end-page: 362 ident: bib514 article-title: Modelling soil organic carbon stock distribution across different land-uses in South Africa: A remote sensing and deep learning approach publication-title: ISPRS Journal of Photogrammetry and Remote Sensing – volume: 333 start-page: 149 year: 2019 end-page: 162 ident: bb0490 article-title: Soil organic carbon storage as a key function of soils-A review of drivers and indicators at various scales publication-title: Geoderma – volume: 90 start-page: 103 year: 2013 end-page: 113 ident: bb0080 article-title: Water relations and the effects of clearing invasive Prosopis trees on groundwater in an arid environment in the Northern Cape, South Africa publication-title: J. Arid Environ. – volume: 201 start-page: 111706 year: 2022 ident: bib526 article-title: Three-dimensional mapping of soil organic carbon using soil and environmental covariates in an arid and semi-arid region of Iran publication-title: Measurement – volume: 4 start-page: 179 year: 2003 end-page: 192 ident: bb0435 article-title: Comparison of Dem data capture and topographic wetness indices publication-title: Precis. Agric. – volume: 78 start-page: 2076 year: 1997 end-page: 2090 ident: bb0400 article-title: Soil heterogeneity and plant competition in anannual grassland publication-title: Ecology – volume: 10 start-page: 576 year: 2019 ident: bb0155 article-title: The estimation of soil organic matter variation in arid and semi-arid lands using remote sensing data publication-title: Int. J. Geosci. – volume: 7 start-page: 5875 year: 2015 end-page: 5895 ident: bb0225 article-title: Restoring soil quality to mitigate soil degradation publication-title: Sustainability – volume: 33 start-page: 6763 year: 2012 end-page: 6782 ident: bib545 article-title: Multi-month memory effects on early summer vegetative activity in semi-arid South Africa and their spatial heterogeneity publication-title: Int. J. Remote Sens. – volume: 433 year: 2023 ident: bb0415 article-title: On-farm soil organic carbon sequestration potentials are dominated by site effects, not by management practices publication-title: Geoderma – volume: 176 start-page: 93 year: 2023 ident: bb0160 article-title: Environmental subjectivities and experiences of climate extreme-driven loss and damage in northern Australia publication-title: Clim. Chang. – volume: 23 start-page: 700 year: 2023 end-page: 717 ident: bb0260 article-title: Application of predictor variables to support regression kriging for the spatial distribution of soil organic carbon stocks in native temperate grasslands publication-title: J. Soils Sediments – volume: 20 start-page: 259 year: 2020 end-page: 273 ident: bb0290 article-title: Assessment of sequestered organic carbon and its pools under different agricultural land-uses in the semi-arid soils of south-western Punjab, India publication-title: J. Soil Sci. Plant Nutr. – year: 2002 ident: bb0470 article-title: Soil formation – volume: 340 start-page: 7 year: 2011 end-page: 24 ident: bib544 article-title: Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem publication-title: Plant and soil – volume: 296 start-page: 81 year: 2013 end-page: 89 ident: bib533 article-title: Carbon stocks in primary and secondary tropical forests in Singapore publication-title: Forest Ecol. Manag. – volume: 327 start-page: 418 year: 2010 end-page: 419 ident: bib528 article-title: Drylands in the earth system publication-title: Science – volume: 22 year: 2013 ident: bib531 article-title: Soil Organic Carbon Accumulation in Arid and Semiarid Areas after Afforestation: a Meta-Analysis publication-title: Polish J. Environ. Stud. – volume: 105 start-page: 69 year: 2000 end-page: 80 ident: bb0340 article-title: Soil moisture evaluation using multi-temporal synthetic aperture radar (SAR) in semiarid rangeland publication-title: Agric. For. Meteorol. – volume: 126 start-page: 252 year: 2011 end-page: 263 ident: bb0440 article-title: Linking spatial patterns of soil organic carbon to topography—A case study from south-eastern Spain publication-title: Geomorphology – reference: . – volume: 117 start-page: 191 year: 2012 end-page: 273 ident: bb0180 article-title: Conservation agriculture in the semi-arid tropics: prospects and problems publication-title: Adv. Agron. – volume: 609 start-page: 1411 year: 2017 end-page: 1422 ident: bb0405 article-title: Understanding the spatial distribution of factors controlling topsoil organic carbon content in European soils publication-title: Sci. Total Environ. – volume: 13 start-page: 1229 year: 2021 ident: bb0485 article-title: Prediction of Soil Organic Carbon under Different Land Use Types Using Sentinel-1/-2 Data in a Small Watershed publication-title: Remote Sens. – volume: 292 start-page: 59 year: 2017 end-page: 86 ident: bb0330 article-title: Soil carbon 4 per mille publication-title: Geoderma – volume: 2023 year: 2023 ident: bb0150 article-title: The importance of soil organic matter (som) on soil productivity and plant growth publication-title: Biol. Agricult. Sci. Res. J. – volume: 304 start-page: 1623 year: 2004 end-page: 1627 ident: bb0220 article-title: Soil carbon sequestration impacts on global climate change and food security publication-title: science – year: 2021 ident: bb0215 article-title: Climate change and existential threats publication-title: Global Climate Change – volume: 177 start-page: 72 year: 2012 end-page: 79 ident: bb0315 article-title: Land degradation impact on soil carbon losses through water erosion and CO2 emissions publication-title: Geoderma – volume: 25 start-page: 350 year: 2014 end-page: 359 ident: bib517 article-title: Using the 137Cs technique to study the effect of soil redistribution on soil organic carbon and total nitrogen stocks in an agricultural catchment of Northeast China publication-title: Land Degrad. Dev. – volume: 28 start-page: 189 year: 2017 ident: 10.1016/j.geodrs.2024.e00817_bb0275 article-title: Soil organic carbon and inorganic carbon accumulation along a 30-year grassland restoration chronosequence in semi-arid regions (China) publication-title: Land Degrad. Dev. doi: 10.1002/ldr.2632 – volume: 22 issue: 2 year: 2013 ident: 10.1016/j.geodrs.2024.e00817_bib531 article-title: Soil Organic Carbon Accumulation in Arid and Semiarid Areas after Afforestation: a Meta-Analysis publication-title: Polish J. Environ. Stud. – volume: 264 start-page: 301 year: 2016 ident: 10.1016/j.geodrs.2024.e00817_bib541 article-title: Digital soil mapping: a brief history and some lessons publication-title: Geoderma doi: 10.1016/j.geoderma.2015.07.017 – volume: 176 start-page: 93 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bb0160 article-title: Environmental subjectivities and experiences of climate extreme-driven loss and damage in northern Australia publication-title: Clim. Chang. doi: 10.1007/s10584-023-03567-4 – volume: 13 start-page: 1 year: 2018 ident: 10.1016/j.geodrs.2024.e00817_bib525 article-title: Assessment of soil organic carbon fractions and carbon management index under different land use types in Olesharo Catchment, Narok County, Kenya publication-title: Carbon balance and management doi: 10.1186/s13021-018-0091-7 – volume: 177 start-page: 72 year: 2012 ident: 10.1016/j.geodrs.2024.e00817_bb0315 article-title: Land degradation impact on soil carbon losses through water erosion and CO2 emissions publication-title: Geoderma doi: 10.1016/j.geoderma.2012.01.038 – volume: 33 start-page: 71 year: 2006 ident: 10.1016/j.geodrs.2024.e00817_bb0030 article-title: Ants, altitude and change in the northern Cape Floristic Region publication-title: J. Biogeogr. doi: 10.1111/j.1365-2699.2005.01336.x – volume: 34 start-page: 1022 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bb0210 article-title: Comprehensive evaluation of soil moisture retrieval models under different crop cover types using C-band synthetic aperture radar data publication-title: Geocarto Int. doi: 10.1080/10106049.2018.1464601 – volume: 771 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0480 article-title: Mapping soil organic carbon stocks and trends with satellite-driven high resolution maps over South Africa publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2021.145384 – volume: 599 start-page: 967 year: 2017 ident: 10.1016/j.geodrs.2024.e00817_bb0185 article-title: Vegetation dynamics and responses to climate change and human activities in Central Asia publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2017.05.012 – volume: 352 start-page: 395 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bib524 article-title: Digital soil mapping algorithms and covariates for soil organic carbon mapping and their implications: a review publication-title: Geoderma doi: 10.1016/j.geoderma.2019.05.031 – volume: 78 start-page: 2076 year: 1997 ident: 10.1016/j.geodrs.2024.e00817_bb0400 article-title: Soil heterogeneity and plant competition in anannual grassland publication-title: Ecology – volume: 13 start-page: 1229 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0485 article-title: Prediction of Soil Organic Carbon under Different Land Use Types Using Sentinel-1/-2 Data in a Small Watershed publication-title: Remote Sens. doi: 10.3390/rs13071229 – volume: 12 start-page: 1698 issue: 12 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bib552 article-title: Assessing soil organic carbon stock dynamics under future climate change scenarios in the middle Qilian mountains publication-title: Forests doi: 10.3390/f12121698 – volume: 122 start-page: 58 year: 2007 ident: 10.1016/j.geodrs.2024.e00817_bb0040 article-title: Predicted soil organic carbon stocks and changes in the Brazilian Amazon between 2000 and 2030 publication-title: Agric. Ecosyst. Environ. doi: 10.1016/j.agee.2007.01.008 – volume: 6 start-page: 1016000 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bb0120 article-title: Cropping systems and agricultural management strategies affect soil organic carbon dynamics in semi-arid regions publication-title: Front. Sustain. Syst. doi: 10.3389/fsufs.2022.1016000 – volume: 12 start-page: 299 issue: 1 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bib548 article-title: Standardised soil profile data to support global mapping and modelling (WoSIS snapshot 2019) publication-title: Earth Syst. Sci. Data doi: 10.5194/essd-12-299-2020 – start-page: 63 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bib520 article-title: Global warming impacts on the environment in the last century – volume: 187 start-page: 87 year: 2014 ident: 10.1016/j.geodrs.2024.e00817_bib522 article-title: Conservation agriculture and ecosystem services: an overview publication-title: Agric. Ecosyst. Environ. doi: 10.1016/j.agee.2013.10.010 – volume: 31 start-page: 127 issue: 3 year: 2014 ident: 10.1016/j.geodrs.2024.e00817_bib547 article-title: Geology and groundwater regions to quantify primary salinity, sodicity and alkalinity in South African soils publication-title: South African Journal of Plant and Soil doi: 10.1080/02571862.2014.921940 – volume: 126 start-page: 252 year: 2011 ident: 10.1016/j.geodrs.2024.e00817_bb0440 article-title: Linking spatial patterns of soil organic carbon to topography—A case study from south-eastern Spain publication-title: Geomorphology doi: 10.1016/j.geomorph.2010.11.008 – volume: 26 start-page: 2 year: 2010 ident: 10.1016/j.geodrs.2024.e00817_bb0495 article-title: Soil carbon dynamics in saline and sodic soils: a review publication-title: Soil Use Manag. doi: 10.1111/j.1475-2743.2009.00251.x – volume: 14 issue: 7 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bib521 article-title: Active and passive soil organic carbon pools as affected by different land use types in Mizoram, Northeast India publication-title: PLoS One doi: 10.1371/journal.pone.0219969 – year: 2002 ident: 10.1016/j.geodrs.2024.e00817_bb0470 – volume: 241 start-page: 111716 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bib538 article-title: Deep learning in environmental remote sensing: achievements and challenges publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2020.111716 – volume: 4 start-page: 179 year: 2003 ident: 10.1016/j.geodrs.2024.e00817_bb0435 article-title: Comparison of Dem data capture and topographic wetness indices publication-title: Precis. Agric. doi: 10.1023/A:1024509322709 – year: 1999 ident: 10.1016/j.geodrs.2024.e00817_bb0235 – volume: 146 start-page: 23 year: 2012 ident: 10.1016/j.geodrs.2024.e00817_bb0385 article-title: The potential to increase soil carbon stocks through reduced tillage or organic material additions in England and Wales: a case study publication-title: Agric. Ecosyst. Environ. doi: 10.1016/j.agee.2011.10.004 – volume: 20 start-page: 259 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bb0290 article-title: Assessment of sequestered organic carbon and its pools under different agricultural land-uses in the semi-arid soils of south-western Punjab, India publication-title: J. Soil Sci. Plant Nutr. doi: 10.1007/s42729-019-00137-5 – volume: 340 start-page: 7 year: 2011 ident: 10.1016/j.geodrs.2024.e00817_bib544 article-title: Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem publication-title: Plant and soil doi: 10.1007/s11104-010-0425-z – year: 2018 ident: 10.1016/j.geodrs.2024.e00817_bb0465 article-title: Soil carbon: Introduction, importance, status, threat, and mitigation – volume: 304 start-page: 1623 year: 2004 ident: 10.1016/j.geodrs.2024.e00817_bb0220 article-title: Soil carbon sequestration impacts on global climate change and food security publication-title: science doi: 10.1126/science.1097396 – volume: 105 start-page: 69 year: 2000 ident: 10.1016/j.geodrs.2024.e00817_bb0340 article-title: Soil moisture evaluation using multi-temporal synthetic aperture radar (SAR) in semiarid rangeland publication-title: Agric. For. Meteorol. doi: 10.1016/S0168-1923(00)00189-1 – volume: 189 start-page: 1 year: 2017 ident: 10.1016/j.geodrs.2024.e00817_bb0010 article-title: Spatial 3D distribution of soil organic carbon under different land use types publication-title: Environ. Monit. Assess. doi: 10.1007/s10661-017-5830-9 – volume: 266 start-page: 98 year: 2016 ident: 10.1016/j.geodrs.2024.e00817_bb0455 article-title: Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran publication-title: Geoderma doi: 10.1016/j.geoderma.2015.12.003 – volume: 156 start-page: 131 year: 2016 ident: 10.1016/j.geodrs.2024.e00817_bb0390 article-title: Effect of ten years of reduced tillage and recycling of organic matter on crop yields, soil organic carbon and its fractions in Alfisols of semi arid tropics of southern India publication-title: Soil Tillage Res. doi: 10.1016/j.still.2015.10.013 – year: 1979 ident: 10.1016/j.geodrs.2024.e00817_bb0310 article-title: The interaction between cultivation and livestock production in semi-arid Africa – volume: 30 start-page: 1298 year: 2016 ident: 10.1016/j.geodrs.2024.e00817_bb0060 article-title: Soil processes drive the biological silicon feedback loop publication-title: Funct. Ecol. doi: 10.1111/1365-2435.12704 – volume: 121 start-page: 144 year: 2012 ident: 10.1016/j.geodrs.2024.e00817_bb0100 article-title: Greenness in semi-arid areas across the globe 1981–2007—An Earth Observing Satellite based analysis of trends and drivers publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2012.01.017 – volume: 25 start-page: 350 issue: 4 year: 2014 ident: 10.1016/j.geodrs.2024.e00817_bib517 article-title: Using the 137Cs technique to study the effect of soil redistribution on soil organic carbon and total nitrogen stocks in an agricultural catchment of Northeast China publication-title: Land Degrad. Dev. doi: 10.1002/ldr.2144 – volume: 7 start-page: 341 year: 2016 ident: 10.1016/j.geodrs.2024.e00817_bb0445 article-title: Modeling the contributing factors of desertification and evaluating their relationships to the soil degradation process through geomatic techniques publication-title: Solid Earth doi: 10.5194/se-7-341-2016 – volume: 202 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0295 article-title: Evaluation and Prediction of Topsoil organic carbon using Machine learning and hybrid models at a Field-scale publication-title: Catena doi: 10.1016/j.catena.2021.105258 – volume: 200 start-page: 189 year: 2013 ident: 10.1016/j.geodrs.2024.e00817_bb0035 article-title: Biome-scale characterisation and differentiation of semi-arid and arid zone soil organic matter compositions using pyrolysis–GC/MS analysis publication-title: Geoderma doi: 10.1016/j.geoderma.2013.02.012 – volume: 34 start-page: 443 year: 2014 ident: 10.1016/j.geodrs.2024.e00817_bib534 article-title: Soil organic carbon sequestration in agroforestry systems. A review publication-title: Agron. Sust. Dev. doi: 10.1007/s13593-014-0212-y – volume: 116 start-page: 1 issue: 3–4 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bib512 article-title: Estimating soil organic carbon stocks under commercial forestry using topo-climate variables in KwaZulu-Natal, South Africa publication-title: South African Journal of Science – volume: 865 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bb0360 article-title: Mapping soil organic carbon distribution across South Africa's major biomes using remote sensing-topo-climatic covariates and Concrete Autoencoder-Deep neural networks publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2022.161150 – volume: 805 year: 2022 ident: 10.1016/j.geodrs.2024.e00817_bb0105 article-title: Soil degradation in the European Mediterranean region: Processes, status and consequences publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2021.150106 – volume: 433 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bb0415 article-title: On-farm soil organic carbon sequestration potentials are dominated by site effects, not by management practices publication-title: Geoderma doi: 10.1016/j.geoderma.2023.116466 – volume: 330 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bb0365 article-title: Evaluation of projected soil organic carbon stocks under future climate and land cover changes in South Africa using a deep learning approach publication-title: J. Environ. Manag. doi: 10.1016/j.jenvman.2022.117127 – start-page: 650 year: 2017 ident: 10.1016/j.geodrs.2024.e00817_bb0300 – volume: 17 start-page: 2415 year: 2011 ident: 10.1016/j.geodrs.2024.e00817_bb0380 article-title: Temporal dynamics of soil organic carbon after land-use change in the temperate zone–carbon response functions as a model approach publication-title: Glob. Chang. Biol. doi: 10.1111/j.1365-2486.2011.02408.x – volume: 211 start-page: 106004 year: 2022 ident: 10.1016/j.geodrs.2024.e00817_bib529 article-title: Soil organic carbon stock in arid and semi-arid steppe rangelands of North Africa publication-title: Catena doi: 10.1016/j.catena.2021.106004 – volume: 296 start-page: 81 year: 2013 ident: 10.1016/j.geodrs.2024.e00817_bib533 article-title: Carbon stocks in primary and secondary tropical forests in Singapore publication-title: Forest Ecol. Manag. doi: 10.1016/j.foreco.2013.02.004 – volume: 327 start-page: 418 issue: 5964 year: 2010 ident: 10.1016/j.geodrs.2024.e00817_bib528 article-title: Drylands in the earth system publication-title: Science doi: 10.1126/science.1184946 – volume: 13 start-page: 195 year: 1996 ident: 10.1016/j.geodrs.2024.e00817_bb0265 article-title: Surface soil moisture parameterization of the VIC-2L model: Evaluation and modification publication-title: Glob. Planet. Chang. doi: 10.1016/0921-8181(95)00046-1 – volume: 16 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bib536 article-title: Using deep learning to predict soil properties from regional spectral data publication-title: Geoderma Regional doi: 10.1016/j.geodrs.2018.e00198 – volume: 23 start-page: 700 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bb0260 article-title: Application of predictor variables to support regression kriging for the spatial distribution of soil organic carbon stocks in native temperate grasslands publication-title: J. Soils Sediments doi: 10.1007/s11368-022-03370-1 – volume: 10 start-page: 576 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bb0155 article-title: The estimation of soil organic matter variation in arid and semi-arid lands using remote sensing data publication-title: Int. J. Geosci. doi: 10.4236/ijg.2019.105033 – ident: 10.1016/j.geodrs.2024.e00817_bb0450 doi: 10.1117/12.693946 – volume: 15 start-page: 464 issue: 3 year: 2018 ident: 10.1016/j.geodrs.2024.e00817_bib540 article-title: Deep recurrent neural networks for winter vegetation quality mapping via multitemporal SAR Sentinel-1 publication-title: IEEE Geosci. Remote Sens. Lett. doi: 10.1109/LGRS.2018.2794581 – volume: 35 start-page: 1319 year: 2015 ident: 10.1016/j.geodrs.2024.e00817_bb0375 article-title: Carbon management in dryland agricultural systems. A review publication-title: Agron. Sustain. Dev. doi: 10.1007/s13593-015-0326-x – volume: 79 year: 2024 ident: 10.1016/j.geodrs.2024.e00817_bb0510 article-title: Evaluation of digital soil mapping projection in soil organic carbon change modeling publication-title: Ecol. Inform. doi: 10.1016/j.ecoinf.2023.102394 – volume: 125 start-page: 145 issue: 1–2 year: 2005 ident: 10.1016/j.geodrs.2024.e00817_bib518 article-title: The effects of landscape attributes and plant community on soil physical properties in rangelands publication-title: Geoderma doi: 10.1016/j.geoderma.2004.07.011 – volume: 5 start-page: 212 year: 2016 ident: 10.1016/j.geodrs.2024.e00817_bb0230 article-title: Soil health and carbon management publication-title: Food Energy Security doi: 10.1002/fes3.96 – volume: 105 start-page: 255 year: 2005 ident: 10.1016/j.geodrs.2024.e00817_bb0240 article-title: Carbon stocks in Swiss agricultural soils predicted by land-use, soil characteristics, and altitude publication-title: Agric. Ecosyst. Environ. doi: 10.1016/j.agee.2004.03.006 – volume: 12 start-page: 72 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bb0090 article-title: Evaluation of backscattering models and support vector machine for the retrieval of bare soil moisture from Sentinel-1 data publication-title: Remote Sens. doi: 10.3390/rs12010072 – volume: 81 start-page: 583 year: 2000 ident: 10.1016/j.geodrs.2024.e00817_bb0095 article-title: Shuttle Radar Topography Mission produces a wealth of data publication-title: EOS Trans. Am. Geophys. Union doi: 10.1029/EO081i048p00583 – volume: 82 start-page: 101906 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bib550 article-title: Modelling of soil organic carbon and bulk density in invaded coastal wetlands using Sentinel-1 imagery publication-title: Int. J. Appl. Earth Obs. Geoinfor. – start-page: 1 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bib511 article-title: Predicting soil organic carbon stocks under commercial forest plantations in KwaZulu-Natal province, South Africa using remotely sensed data publication-title: GIScience & Remote Sensing – volume: 152 start-page: 166 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bib537 article-title: Deep learning in remote sensing applications: A meta-analysis and review publication-title: ISPRS J. Photogram. Remote Sens. doi: 10.1016/j.isprsjprs.2019.04.015 – volume: 88 start-page: 119 issue: 2 year: 2002 ident: 10.1016/j.geodrs.2024.e00817_bib523 article-title: Soil health and global sustainability: translating science into practice publication-title: Agric. Ecosyst. Environ. doi: 10.1016/S0167-8809(01)00246-8 – volume: 34 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bb0430 article-title: Predicting soil organic carbon stocks in different layers of forest soils in the Czech Republic publication-title: Geoderma Regional – volume: 5 start-page: 81 issue: 1 year: 2014 ident: 10.1016/j.geodrs.2024.e00817_bib535 article-title: Global soil carbon: understanding and managing the largest terrestrial carbon pool publication-title: Carbon Manage. doi: 10.4155/cmt.13.77 – volume: 333 start-page: 149 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bb0490 article-title: Soil organic carbon storage as a key function of soils-A review of drivers and indicators at various scales publication-title: Geoderma doi: 10.1016/j.geoderma.2018.07.026 – year: 2017 ident: 10.1016/j.geodrs.2024.e00817_bb0110 – volume: 160 start-page: 222 year: 2018 ident: 10.1016/j.geodrs.2024.e00817_bib554 article-title: Topographic metric predictions of soil redistribution and organic carbon in Iowa cropland fields publication-title: Catena doi: 10.1016/j.catena.2017.09.026 – volume: 476 start-page: 460 year: 2013 ident: 10.1016/j.geodrs.2024.e00817_bb0205 article-title: Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications publication-title: J. Hydrol. doi: 10.1016/j.jhydrol.2012.10.044 – volume: 13 start-page: 265 year: 2013 ident: 10.1016/j.geodrs.2024.e00817_bb0005 article-title: Land use and climate change impacts on soil organic carbon stocks in semi-arid Spain publication-title: J. Soils Sediments doi: 10.1007/s11368-012-0617-7 – volume: 13 start-page: 8332 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0165 article-title: Influence of slope gradient and aspect on soil organic carbon content in the region of Niš, Serbia publication-title: Sustainability doi: 10.3390/su13158332 – volume: 384 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0195 article-title: Soil organic matter in major pedogenic soil groups publication-title: Geoderma doi: 10.1016/j.geoderma.2020.114785 – volume: 13 start-page: 2223 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0460 article-title: Drivers of organic carbon stocks in different LULC history and along soil depth for a 30 years image time series publication-title: Remote Sens. doi: 10.3390/rs13112223 – volume: 7 start-page: 1197 year: 2014 ident: 10.1016/j.geodrs.2024.e00817_bb0350 article-title: Estimating soil organic carbon stocks of Swiss forest soils by robust external-drift kriging publication-title: Geosci. Model Dev. doi: 10.5194/gmd-7-1197-2014 – volume: 468 start-page: 376 year: 2014 ident: 10.1016/j.geodrs.2024.e00817_bb0175 article-title: Current status, uncertainty and future needs in soil organic carbon monitoring publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2013.08.026 – volume: 2 start-page: 7 year: 1985 ident: 10.1016/j.geodrs.2024.e00817_bb0335 article-title: The effect of Tebuthiuron on the vegetation of the thorn bushveld of the Northern Cape–a preliminary report publication-title: J. Grassland Soc. Southern Africa doi: 10.1080/02566702.1985.9648012 – volume: 2023 issue: 1 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bb0150 article-title: The importance of soil organic matter (som) on soil productivity and plant growth publication-title: Biol. Agricult. Sci. Res. J. – year: 2018 ident: 10.1016/j.geodrs.2024.e00817_bb0425 article-title: Clay minerals—Organic matter interactions in relation to carbon stabilization in soils – volume: 33 start-page: 141 issue: 1 year: 2013 ident: 10.1016/j.geodrs.2024.e00817_bib519 article-title: Topographic metrics for improved mapping of forested wetlands publication-title: Wetlands doi: 10.1007/s13157-012-0359-8 – volume: 6 start-page: 4328 year: 2015 ident: 10.1016/j.geodrs.2024.e00817_bb0325 article-title: Prescribing innovation within a large-scale restoration programme in degraded subtropical thicket in South Africa publication-title: Forests doi: 10.3390/f6114328 – volume: 90 start-page: 103 year: 2013 ident: 10.1016/j.geodrs.2024.e00817_bb0080 article-title: Water relations and the effects of clearing invasive Prosopis trees on groundwater in an arid environment in the Northern Cape, South Africa publication-title: J. Arid Environ. doi: 10.1016/j.jaridenv.2012.10.015 – year: 2013 ident: 10.1016/j.geodrs.2024.e00817_bib515 – volume: 36 start-page: 1 issue: 1 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bib551 article-title: Examining the effectiveness of Sentinel-1 and 2 imagery for commercial forest species mapping publication-title: Geocarto Int. doi: 10.1080/10106049.2019.1585483 – volume: 13 start-page: 769 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0255 article-title: Digital mapping of soil organic carbon using sentinel series data: a case study of the Ebinur Lake Watershed in Xinjiang publication-title: Remote Sens. doi: 10.3390/rs13040769 – volume: 12 start-page: 1062 year: 2022 ident: 10.1016/j.geodrs.2024.e00817_bb0190 article-title: Assessing machine learning-based prediction under different agricultural practices for digital mapping of soil organic carbon and available phosphorus publication-title: Agriculture doi: 10.3390/agriculture12071062 – volume: 54 start-page: 633 year: 2003 ident: 10.1016/j.geodrs.2024.e00817_bb0015 article-title: Assessment of soil organic carbon in semi-arid Sudan using GIS and the CENTURY model publication-title: J. Arid Environ. doi: 10.1006/jare.2002.1105 – volume: 18 start-page: 1 year: 2018 ident: 10.1016/j.geodrs.2024.e00817_bb0500 article-title: Slope aspect influences plant biomass, soil properties and microbial composition in alpine meadow on the Qinghai-Tibetan plateau publication-title: J. Soil Sci. Plant Nutr. – volume: 142 start-page: 23 issue: 1 year: 1999 ident: 10.1016/j.geodrs.2024.e00817_bib546 article-title: Biodiversity, habitat and range-size aspects of a flora from a winter-rainfall desert in north-western Namaqualand, South Africa publication-title: Plant Ecol. doi: 10.1023/A:1009814109891 – volume: 360 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bb0370 article-title: Spatial prediction of soil organic carbon stocks in Ghana using legacy data publication-title: Geoderma doi: 10.1016/j.geoderma.2019.114008 – volume: 189 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bb0050 article-title: Prediction of soil texture classes through different wavelength regions of reflectance spectroscopy at various soil depths publication-title: Catena doi: 10.1016/j.catena.2020.104485 – volume: 8 start-page: 1991 year: 2015 ident: 10.1016/j.geodrs.2024.e00817_bb0055 article-title: System for automated geoscientific analyses (SAGA) v. 2.1. 4 publication-title: Geosci. Model Dev. doi: 10.5194/gmd-8-1991-2015 – volume: 11 start-page: 1873 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bb0135 article-title: Mapping the spatial-temporal dynamics of vegetation response lag to drought in a semi-arid region publication-title: Remote Sens. doi: 10.3390/rs11161873 – volume: 158 start-page: 217 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bb0505 article-title: Soil organic carbon in sandy soils: A review publication-title: Adv. Agron. doi: 10.1016/bs.agron.2019.07.004 – year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0215 article-title: Climate change and existential threats – volume: 18 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bib539 article-title: Estimation of soil properties from the EU spectral library using long short-term memory networks publication-title: Geoderma Reg. – volume: 142 start-page: 184 year: 2011 ident: 10.1016/j.geodrs.2024.e00817_bb0270 article-title: Effect of environmental factors on regional soil organic carbon stocks across the Loess Plateau region, China publication-title: Agric. Ecosyst. Environ. doi: 10.1016/j.agee.2011.05.002 – volume: 292 start-page: 59 year: 2017 ident: 10.1016/j.geodrs.2024.e00817_bb0330 article-title: Soil carbon 4 per mille publication-title: Geoderma doi: 10.1016/j.geoderma.2017.01.002 – volume: 117 start-page: 191 year: 2012 ident: 10.1016/j.geodrs.2024.e00817_bb0180 article-title: Conservation agriculture in the semi-arid tropics: prospects and problems publication-title: Adv. Agron. doi: 10.1016/B978-0-12-394278-4.00004-0 – ident: 10.1016/j.geodrs.2024.e00817_bib549 doi: 10.2737/NRS-GTR-18 – volume: 33 start-page: 6763 issue: 21 year: 2012 ident: 10.1016/j.geodrs.2024.e00817_bib545 article-title: Multi-month memory effects on early summer vegetative activity in semi-arid South Africa and their spatial heterogeneity publication-title: Int. J. Remote Sens. doi: 10.1080/01431161.2012.692830 – volume: 88 start-page: 35 year: 2005 ident: 10.1016/j.geodrs.2024.e00817_bb0280 article-title: The depth distribution of soil organic carbon in relation to land use and management and the potential of carbon sequestration in subsoil horizons publication-title: Adv. Agron. doi: 10.1016/S0065-2113(05)88002-2 – volume: 11 start-page: 1504 issue: 12 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bib553 article-title: Climate and land-use change effects on soil carbon stocks over 150 years in Wisconsin, USA publication-title: Remote Sens. doi: 10.3390/rs11121504 – volume: 51 start-page: 631 issue: 8 year: 2014 ident: 10.1016/j.geodrs.2024.e00817_bib516 article-title: Variations in soil organic carbon for two soil types and six land uses in the Murray Catchment, New South Wales, Australia publication-title: Soil Res. doi: 10.1071/SR12353 – volume: 729 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bb0130 article-title: Sustainable soil use and management: An interdisciplinary and systematic approach publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2020.138961 – volume: 201 start-page: 111706 year: 2022 ident: 10.1016/j.geodrs.2024.e00817_bib526 article-title: Three-dimensional mapping of soil organic carbon using soil and environmental covariates in an arid and semi-arid region of Iran publication-title: Measurement doi: 10.1016/j.measurement.2022.111706 – volume: 366 start-page: 114210 year: 2020 ident: 10.1016/j.geodrs.2024.e00817_bib542 article-title: Development of pedotransfer functions by machine learning for prediction of soil electrical conductivity and organic carbon content publication-title: Geoderma doi: 10.1016/j.geoderma.2020.114210 – volume: 23 start-page: 4204 issue: 10 year: 2017 ident: 10.1016/j.geodrs.2024.e00817_bib527 article-title: CO 2 exchange and evapotranspiration across dryland ecosystems of southwestern North America publication-title: Global Change Biol. doi: 10.1111/gcb.13686 – volume: 8 start-page: 15506 issue: 1 year: 2018 ident: 10.1016/j.geodrs.2024.e00817_bib530 article-title: Soil organic carbon increases in semi-arid regions while it decreases in humid regions due to woody-plant encroachment of grasslands in South Africa publication-title: Sci. Rep. doi: 10.1038/s41598-018-33701-7 – volume: 31 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0025 article-title: Soil organic carbon is not just for soil scientists: measurement recommendations for diverse practitioners publication-title: Ecol. Appl. doi: 10.1002/eap.2290 – volume: 862 start-page: 160602 year: 2023 ident: 10.1016/j.geodrs.2024.e00817_bib543 article-title: Cropland carbon stocks driven by soil characteristics, rainfall and elevation publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2022.160602 – volume: 21 start-page: 94 year: 2004 ident: 10.1016/j.geodrs.2024.e00817_bb0320 article-title: Soil carbon and nitrogen in five contrasting biomes of South Africa exposed to different land uses publication-title: S. Afr. J. Plant Soil doi: 10.1080/02571862.2004.10635030 – volume: 93 start-page: 43 year: 2019 ident: 10.1016/j.geodrs.2024.e00817_bb0045 article-title: Minimising soil organic carbon erosion by wind is critical for land degradation neutrality publication-title: Environ. Sci. Pol. doi: 10.1016/j.envsci.2018.12.020 – volume: 62 start-page: 279 year: 2016 ident: 10.1016/j.geodrs.2024.e00817_bb0250 article-title: Modeling grassland aboveground biomass using a pure vegetation index publication-title: Ecol. Indic. doi: 10.1016/j.ecolind.2015.11.005 – year: 2006 ident: 10.1016/j.geodrs.2024.e00817_bb0345 – volume: 7 start-page: 5875 year: 2015 ident: 10.1016/j.geodrs.2024.e00817_bb0225 article-title: Restoring soil quality to mitigate soil degradation publication-title: Sustainability doi: 10.3390/su7055875 – volume: 609 start-page: 1411 year: 2017 ident: 10.1016/j.geodrs.2024.e00817_bb0405 article-title: Understanding the spatial distribution of factors controlling topsoil organic carbon content in European soils publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2017.08.012 – volume: 216 year: 2024 ident: 10.1016/j.geodrs.2024.e00817_bb0065 article-title: Towards site-specific management of soil organic carbon: Comparing support vector machine and ordinary kriging approaches based on pedo-geomorphometric factors publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2023.108545 – volume: 18 start-page: 2063 year: 2021 ident: 10.1016/j.geodrs.2024.e00817_bb0285 article-title: Similar importance of edaphic and climatic factors for controlling soil organic carbon stocks of the world publication-title: Biogeosciences doi: 10.5194/bg-18-2063-2021 – ident: 10.1016/j.geodrs.2024.e00817_bib532 doi: 10.1007/978-94-007-4159-1_20 – volume: 188 start-page: 351 year: 2022 ident: 10.1016/j.geodrs.2024.e00817_bib514 article-title: Modelling soil organic carbon stock distribution across different land-uses in South Africa: A remote sensing and deep learning approach publication-title: ISPRS Journal of Photogrammetry and Remote Sensing doi: 10.1016/j.isprsjprs.2022.04.026 |
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| Title | Mapping sub-surface distribution of soil organic carbon stocks in South Africa's arid and semi-arid landscapes: Implications for land management and climate change mitigation |
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