Spatial-temporal analysis of industrial heat and productivity in China
China is currently in a key period of transformation and upgrading for its industrial infrastructure, and it is important to investigate the quantity, spatial distribution and production status of heat source industries to ensure effective supervision by environmental protection departments and to o...
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Published in | Applied geography (Sevenoaks) Vol. 138; p. 102618 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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01.01.2022
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Abstract | China is currently in a key period of transformation and upgrading for its industrial infrastructure, and it is important to investigate the quantity, spatial distribution and production status of heat source industries to ensure effective supervision by environmental protection departments and to optimize the layout for regional industrial planning. In this study, based on the 2013–2019 Visible Infrared Imaging Radiometer Suite (VIIRS) I-band 375-m active fire data (VNP14IMG) product, a model combining density-based spatial clustering of applications with noise (DBSCAN) and logistic regression (LR) was adopted to identify industrial heat source objects in China, and the spatiotemporal patterns and trends of industrial objects at different levels were analyzed. The results indicate the following: (1) the VNP14IMG-based DBSCAN-LR identification model feasibly identifies industrial heat sources, and the accuracy of cross-validation is 93% and that of typical cities reaches as high as 92%; (2) The number of industrial heat source objects (NIHSO) in China from 2013 to 2019 exhibits a general downward trend, with the NIHSO values from 2013 to 2019 being 2673, 2608, 2374, 2273, 2284, 2317, and 2269, respectively; (3) the spatial pattern of regional industrial development is extremely unbalanced and can be characterized as being "dense in the north and sparse in the south". The industrial focus has shifted southwest, reflecting advances in the central and western regions achieved through industrial transfer; (4) the global spatial autocorrelation of industrial distribution is positive, and the correlation increases over time. The local correlation shows that the geographic concentration characteristics of “high-high” agglomeration in the north and “low-low” agglomeration in the west.
•The VNP14IMG data and DBSCAN-LR method attain strong feasibility and robustness in the identification of large-scale IHSO.•The NIHSO in China has declined, but the production capacities of most heavy industries is increasing.•Long time series fire hotspot data can reveal the whole life cycle of heat source factory.•Objectively analyzed the change trend of the spatial pattern of China's industry. |
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AbstractList | China is currently in a key period of transformation and upgrading for its industrial infrastructure, and it is important to investigate the quantity, spatial distribution and production status of heat source industries to ensure effective supervision by environmental protection departments and to optimize the layout for regional industrial planning. In this study, based on the 2013–2019 Visible Infrared Imaging Radiometer Suite (VIIRS) I-band 375-m active fire data (VNP14IMG) product, a model combining density-based spatial clustering of applications with noise (DBSCAN) and logistic regression (LR) was adopted to identify industrial heat source objects in China, and the spatiotemporal patterns and trends of industrial objects at different levels were analyzed. The results indicate the following: (1) the VNP14IMG-based DBSCAN-LR identification model feasibly identifies industrial heat sources, and the accuracy of cross-validation is 93% and that of typical cities reaches as high as 92%; (2) The number of industrial heat source objects (NIHSO) in China from 2013 to 2019 exhibits a general downward trend, with the NIHSO values from 2013 to 2019 being 2673, 2608, 2374, 2273, 2284, 2317, and 2269, respectively; (3) the spatial pattern of regional industrial development is extremely unbalanced and can be characterized as being "dense in the north and sparse in the south". The industrial focus has shifted southwest, reflecting advances in the central and western regions achieved through industrial transfer; (4) the global spatial autocorrelation of industrial distribution is positive, and the correlation increases over time. The local correlation shows that the geographic concentration characteristics of “high-high” agglomeration in the north and “low-low” agglomeration in the west.
•The VNP14IMG data and DBSCAN-LR method attain strong feasibility and robustness in the identification of large-scale IHSO.•The NIHSO in China has declined, but the production capacities of most heavy industries is increasing.•Long time series fire hotspot data can reveal the whole life cycle of heat source factory.•Objectively analyzed the change trend of the spatial pattern of China's industry. |
ArticleNumber | 102618 |
Author | Lai, Jianbo Chai, JinChuan Zhu, Jun Xu, Bingli |
Author_xml | – sequence: 1 givenname: Jianbo surname: Lai fullname: Lai, Jianbo email: ljb2244@yeah.net organization: Faculty of Geosciences and Environmental Engineering, Southwest Jiaotong University, Chengdu, 611756, China – sequence: 2 givenname: Jun surname: Zhu fullname: Zhu, Jun organization: Faculty of Geosciences and Environmental Engineering, Southwest Jiaotong University, Chengdu, 611756, China – sequence: 3 givenname: JinChuan surname: Chai fullname: Chai, JinChuan organization: National Railway Test Center, China Academy of Railway Sciences Corporation Limited, Beijing, 100081, China – sequence: 4 givenname: Bingli surname: Xu fullname: Xu, Bingli organization: Department of Information and Communication, The Army Academy of Armored Forces, Beijing, 100072, China |
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Cites_doi | 10.3390/rs5094423 10.1016/j.atmosenv.2017.09.039 10.3390/su10061935 10.1177/0163278703255230 10.3390/rs9020135 10.1111/j.0006-341X.2000.00909.x 10.1016/j.jag.2018.08.003 10.1007/BF02990053 10.1016/j.rse.2016.04.008 10.1007/s101100300145 10.3390/rs70303250 10.1016/j.apenergy.2016.11.075 10.1021/acs.est.8b05355 10.1016/j.envpol.2020.115617 10.1007/s10708-018-9961-5 10.1016/j.envint.2018.09.059 10.1016/j.rse.2015.01.010 10.3390/su10124419 10.1016/j.jclepro.2017.12.133 10.1016/j.ins.2019.06.036 10.1016/j.rse.2017.10.019 10.1016/j.rse.2013.12.008 10.3390/ijerph15020306 10.1016/j.enpol.2012.05.035 10.1111/j.1538-4632.2002.tb01082.x 10.1007/s11676-016-0361-8 10.1016/j.apenergy.2014.03.010 10.1016/j.jclepro.2018.01.072 10.1016/j.rse.2009.03.009 10.1080/15387216.2017.1280689 10.1080/01431160701352147 10.3390/rs11050553 |
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Keywords | DBSCAN VNP14IMG Spatial pattern Industrial heat source Identification Logistics |
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References | Bhattacharya, Dadhwal (bib2) 2005; 33 Vermote, Justice, Claverie, Franch (bib28) 2016; 185 Zhao, Wang, Li, Lang, Zhang (bib39) 2020; 267 Oliva, Schroeder (bib19) 2015; 160 Wang, Zhang, Pilot, Yu, Nie, Holdaway (bib31) 2018; 15 Wang, Wei (bib30) 2014; 130 Xu, Huang, Ni, Li (bib35) 2017; 37 Li, Lin (bib15) 2017; 187 Zhou, Zhao, Wang, Liu, Wang (bib40) 2018; 10 Hsieh, Lavori, Cohen, Feussner (bib9) 2003; 26 Ma, Yang, Chen, Ma, Liu, Li (bib18) 2018; 10 Hua, Shao (bib10) 2016; 28 Tang, Shao, Li, Wu, Nerry, Zhou (bib26) 2015; 7 Jiang, He, Long, Wang, Ni, Ma (bib11) 2017; 9 Wu, Fan, Zhou, Zhou (bib33) 2012; 49 Qi, Zheng, Li, Yu, Chen, Liu, Zhou, Yuan, Zhang, He (bib20) 2017; 170 Tao, Fan, Gu, Chen (bib27) 2020; 24 Galán (bib6) 2019; 502 Hassan, Alenezi, Good (bib8) 2020; 85 Liu, Hu, Zhan, Sun, Murch, Ma (bib16) 2018; 204 Sun, Liu, Dong, Xu, Wei (bib25) 2018; 34 Franklin, Chau, Cushing, Johnston (bib5) 2019; 53 Zhang, Jiang, Liu, Zeng (bib36) 2018; 176 Kuenzer, Hecker, Zhang, Wessling, Wagner (bib12) 2008; 29 Liu, Kiesewetter, Klimont, Cofala, Heyes, Schöpp (bib17) 2019; 125 Sansivero, Vilardo (bib22) 2019; 11 Bai, Zhao, Zhang, Zhang, Yang (bib1) 2020; 40 Gong (bib7) 2002; 34 Elvidge, Zhizhin, Hsu, Baugh (bib4) 2013; 5 Xia, Chen, Quan (bib34) 2018; 73 Zhang, Shi, Li, Pang, Xiang (bib37) 2018; 179 Le Gallo, Ertur (bib14) 2003; 82 Wang, Liang (bib29) 2009; 113 Zhang, Song, Li (bib38) 2004; 22 Schroeder, Oliva, Giglio, Csiszar (bib23) 2014; 143 Larsen, Petersen, Jørgensen, Endahl (bib13) 2000; 56 Li (10.1016/j.apgeog.2021.102618_bib15) 2017; 187 Kuenzer (10.1016/j.apgeog.2021.102618_bib12) 2008; 29 Zhang (10.1016/j.apgeog.2021.102618_bib36) 2018; 176 Liu (10.1016/j.apgeog.2021.102618_bib17) 2019; 125 Vermote (10.1016/j.apgeog.2021.102618_bib28) 2016; 185 Qi (10.1016/j.apgeog.2021.102618_bib20) 2017; 170 Jiang (10.1016/j.apgeog.2021.102618_bib11) 2017; 9 Hsieh (10.1016/j.apgeog.2021.102618_bib9) 2003; 26 Ma (10.1016/j.apgeog.2021.102618_bib18) 2018; 10 Liu (10.1016/j.apgeog.2021.102618_bib16) 2018; 204 Franklin (10.1016/j.apgeog.2021.102618_bib5) 2019; 53 Hassan (10.1016/j.apgeog.2021.102618_bib8) 2020; 85 Wang (10.1016/j.apgeog.2021.102618_bib29) 2009; 113 Zhang (10.1016/j.apgeog.2021.102618_bib37) 2018; 179 Tang (10.1016/j.apgeog.2021.102618_bib26) 2015; 7 Schroeder (10.1016/j.apgeog.2021.102618_bib23) 2014; 143 Wu (10.1016/j.apgeog.2021.102618_bib33) 2012; 49 Elvidge (10.1016/j.apgeog.2021.102618_bib4) 2013; 5 Xia (10.1016/j.apgeog.2021.102618_bib34) 2018; 73 Zhang (10.1016/j.apgeog.2021.102618_bib38) 2004; 22 Galán (10.1016/j.apgeog.2021.102618_bib6) 2019; 502 Bhattacharya (10.1016/j.apgeog.2021.102618_bib2) 2005; 33 Larsen (10.1016/j.apgeog.2021.102618_bib13) 2000; 56 Le Gallo (10.1016/j.apgeog.2021.102618_bib14) 2003; 82 Oliva (10.1016/j.apgeog.2021.102618_bib19) 2015; 160 Bai (10.1016/j.apgeog.2021.102618_bib1) 2020; 40 Zhou (10.1016/j.apgeog.2021.102618_bib40) 2018; 10 Tao (10.1016/j.apgeog.2021.102618_bib27) 2020; 24 Wang (10.1016/j.apgeog.2021.102618_bib30) 2014; 130 Zhao (10.1016/j.apgeog.2021.102618_bib39) 2020; 267 Gong (10.1016/j.apgeog.2021.102618_bib7) 2002; 34 Hua (10.1016/j.apgeog.2021.102618_bib10) 2016; 28 Sansivero (10.1016/j.apgeog.2021.102618_bib22) 2019; 11 Sun (10.1016/j.apgeog.2021.102618_bib25) 2018; 34 Wang (10.1016/j.apgeog.2021.102618_bib31) 2018; 15 Xu (10.1016/j.apgeog.2021.102618_bib35) 2017; 37 |
References_xml | – volume: 5 start-page: 4423 year: 2013 end-page: 4449 ident: bib4 article-title: VIIRS Nightfire: Satellite pyrometry at night publication-title: Remote Sensing contributor: fullname: Baugh – volume: 204 start-page: 347 year: 2018 end-page: 365 ident: bib16 article-title: Identifying industrial heat sources using time-series of the VIIRS Nightfire product with an object-oriented approach publication-title: Remote Sensing of Environment contributor: fullname: Ma – volume: 10 start-page: 4419 year: 2018 ident: bib18 article-title: Assessing heavy industrial heat source distribution in China using real-time VIIRS active fire/hotspot data publication-title: Sustainability contributor: fullname: Li – volume: 176 start-page: 629 year: 2018 end-page: 635 ident: bib36 article-title: A study on the contribution of industrial restructuring to reduction of carbon emissions in China during the five Five-Year Plan periods publication-title: Journal of Cleaner Production contributor: fullname: Zeng – volume: 56 start-page: 909 year: 2000 end-page: 914 ident: bib13 article-title: Interpreting parameters in the logistic regression model with random effects publication-title: Biometrics contributor: fullname: Endahl – volume: 143 start-page: 85 year: 2014 end-page: 96 ident: bib23 article-title: The New VIIRS 375m active fire detection data product: Algorithm description and initial assessment publication-title: Remote Sensing of Environment contributor: fullname: Csiszar – volume: 185 start-page: 46 year: 2016 end-page: 56 ident: bib28 article-title: Preliminary analysis of the performance of the Landsat 8/OLI land surface reflectance product publication-title: Remote Sensing of Environment contributor: fullname: Franch – volume: 85 start-page: 269 year: 2020 end-page: 283 ident: bib8 article-title: Spatial pattern analysis of manufacturing industries in Keraniganj, Dhaka, Bangladesh publication-title: Geojournal contributor: fullname: Good – volume: 29 start-page: 923 year: 2008 end-page: 944 ident: bib12 article-title: The potential of multidiurnal MODIS thermal band data for coal fire detection publication-title: International Journal of Remote Sensing contributor: fullname: Wagner – volume: 113 start-page: 1556 year: 2009 end-page: 1565 ident: bib29 article-title: Evaluation of ASTER and MODIS land surface temperature and emissivity products using long-term surface longwave radiation observations at SURFRAD sites publication-title: Remote Sensing of Environment contributor: fullname: Liang – volume: 33 start-page: 331 year: 2005 end-page: 338 ident: bib2 article-title: Land surface temperature retrieval and its validation using NOAA AVHRR thermal data publication-title: Journal of the Indian Society of Remote Sensing contributor: fullname: Dadhwal – volume: 502 start-page: 76 year: 2019 end-page: 90 ident: bib6 article-title: Comparative evaluation of region query strategies for DBSCAN clustering publication-title: Information Sciences contributor: fullname: Galán – volume: 26 start-page: 239 year: 2003 end-page: 257 ident: bib9 article-title: An overview of variance inflation factors for sample-size calculation publication-title: Evaluation & the Health Professions contributor: fullname: Feussner – volume: 160 start-page: 144 year: 2015 end-page: 155 ident: bib19 article-title: Assessment of VIIRS 375m active fire detection product for direct burned area mapping publication-title: Remote Sensing of Environment contributor: fullname: Schroeder – volume: 170 start-page: 156 year: 2017 end-page: 168 ident: bib20 article-title: A high-resolution air pollutants emission inventory in 2013 for the Beijing-Tianjin-Hebei region, China publication-title: Atmospheric Environment contributor: fullname: He – volume: 10 start-page: 1935 year: 2018 ident: bib40 article-title: A method for monitoring Iron and Steel factory economic activity based on satellites publication-title: Sustainability contributor: fullname: Wang – volume: 125 start-page: 236 year: 2019 end-page: 244 ident: bib17 article-title: Mitigation pathways of air pollution from residential emissions in the Beijing-Tianjin-Hebei region in China publication-title: Environment International contributor: fullname: Schöpp – volume: 11 start-page: 553 year: 2019 ident: bib22 article-title: Processing thermal infrared imagery time-series from volcano permanent ground-based monitoring network. latest methodological improvements to characterize surface temperatures behavior of thermal anomaly areas publication-title: Remote Sensing contributor: fullname: Vilardo – volume: 73 start-page: 627 year: 2018 end-page: 637 ident: bib34 article-title: A simple method based on the thermal anomaly index to detect industrial heat sources publication-title: International Journal of Applied Earth Observation and Geoinformation contributor: fullname: Quan – volume: 267 start-page: 115617 year: 2020 ident: bib39 article-title: Air pollution episodes during the COVID-19 outbreak in the Beijing-Tianjin-Hebei region of China: An insight into the transport pathways and source distribution publication-title: Environment and Pollution contributor: fullname: Zhang – volume: 187 start-page: 489 year: 2017 end-page: 500 ident: bib15 article-title: Economic growth model, structural transformation, and green productivity in China publication-title: Applied Energy contributor: fullname: Lin – volume: 40 start-page: 5205 year: 2020 end-page: 5212 ident: bib1 article-title: Forecasting of agricultural straw burning in the Northeastern China based on neural network publication-title: China Environmental Science contributor: fullname: Yang – volume: 130 start-page: 617 year: 2014 end-page: 631 ident: bib30 article-title: China's regional industrial energy efficiency and carbon emissions abatement costs publication-title: Applied Energy contributor: fullname: Wei – volume: 53 start-page: 2220 year: 2019 end-page: 2228 ident: bib5 article-title: Characterizing flaring from unconventional oil and gas operations in south Texas using satellite observations publication-title: Environmental Science & Technology contributor: fullname: Johnston – volume: 37 start-page: 114 year: 2017 end-page: 121 ident: bib35 article-title: Spatial pattern evolution and influencing factors of industrial production efficiency in Jiangsu publication-title: Economic Geography contributor: fullname: Li – volume: 22 start-page: 2 year: 2004 end-page: 4 ident: bib38 article-title: Analysis of the effect of China's industrial structure transformation on energy consumption publication-title: International Journal of Global Energy Issues contributor: fullname: Li – volume: 34 start-page: 155 year: 2002 end-page: 167 ident: bib7 article-title: Clarifying the standard deviational ellipse publication-title: Geographical Analysis contributor: fullname: Gong – volume: 179 start-page: 103 year: 2018 end-page: 113 ident: bib37 article-title: Correlating PM 2.5 concentrations with air pollutant emissions: A longitudinal study of the Beijing-Tianjin-Hebei region publication-title: Journal of Cleaner Production contributor: fullname: Xiang – volume: 34 start-page: 13 year: 2018 end-page: 19 ident: bib25 article-title: Classification of urban industrial heat sources based on Suomi-NPP VIIRS Nighttime thermal anomaly products:A case study of the Beijing-Tianjin-Hebei Region publication-title: Geography and Geo-Information Science contributor: fullname: Wei – volume: 7 start-page: 3250 year: 2015 end-page: 3273 ident: bib26 article-title: Estimation and validation of land surface temperatures from Chinese second-generation polar-orbit FY-3A VIRR Data publication-title: Remote Sensing contributor: fullname: Zhou – volume: 82 start-page: 175 year: 2003 end-page: 201 ident: bib14 article-title: Exploratory spatial data analysis of the distribution of regional per capita GDP in Europe, 1980−1995 publication-title: Regional Science contributor: fullname: Ertur – volume: 24 start-page: 824 year: 2020 end-page: 836 ident: bib27 article-title: Satellite observations of the return-to-work over China during the period of COVID-19 publication-title: Journal of Remote Sensing contributor: fullname: Chen – volume: 15 start-page: 306 year: 2018 end-page: 332 ident: bib31 article-title: Taking action on air pollution control in the Beijing-Tianjin-Hebei (BTH) region: Progress, challenges and opportunities publication-title: International Journal of Environmental Research and Public Health contributor: fullname: Holdaway – volume: 28 start-page: 215 year: 2016 end-page: 229 ident: bib10 article-title: The progress of operational forest fire monitoring with infrared remote sensing publication-title: Journal of Forestry Research contributor: fullname: Shao – volume: 9 start-page: 135 year: 2017 ident: bib11 article-title: Assessing light pollution in China based on nighttime light imagery publication-title: Remote Sensing contributor: fullname: Ma – volume: 49 start-page: 164 year: 2012 end-page: 172 ident: bib33 article-title: Industrial energy efficiency with CO publication-title: Energy Policy contributor: fullname: Zhou – volume: 5 start-page: 4423 issue: 9 year: 2013 ident: 10.1016/j.apgeog.2021.102618_bib4 article-title: VIIRS Nightfire: Satellite pyrometry at night publication-title: Remote Sensing doi: 10.3390/rs5094423 contributor: fullname: Elvidge – volume: 170 start-page: 156 year: 2017 ident: 10.1016/j.apgeog.2021.102618_bib20 article-title: A high-resolution air pollutants emission inventory in 2013 for the Beijing-Tianjin-Hebei region, China publication-title: Atmospheric Environment doi: 10.1016/j.atmosenv.2017.09.039 contributor: fullname: Qi – volume: 10 start-page: 1935 issue: 6 year: 2018 ident: 10.1016/j.apgeog.2021.102618_bib40 article-title: A method for monitoring Iron and Steel factory economic activity based on satellites publication-title: Sustainability doi: 10.3390/su10061935 contributor: fullname: Zhou – volume: 26 start-page: 239 issue: 3 year: 2003 ident: 10.1016/j.apgeog.2021.102618_bib9 article-title: An overview of variance inflation factors for sample-size calculation publication-title: Evaluation & the Health Professions doi: 10.1177/0163278703255230 contributor: fullname: Hsieh – volume: 34 start-page: 13 issue: 3 year: 2018 ident: 10.1016/j.apgeog.2021.102618_bib25 article-title: Classification of urban industrial heat sources based on Suomi-NPP VIIRS Nighttime thermal anomaly products:A case study of the Beijing-Tianjin-Hebei Region publication-title: Geography and Geo-Information Science contributor: fullname: Sun – volume: 9 start-page: 135 issue: 2 year: 2017 ident: 10.1016/j.apgeog.2021.102618_bib11 article-title: Assessing light pollution in China based on nighttime light imagery publication-title: Remote Sensing doi: 10.3390/rs9020135 contributor: fullname: Jiang – volume: 56 start-page: 909 issue: 3 year: 2000 ident: 10.1016/j.apgeog.2021.102618_bib13 article-title: Interpreting parameters in the logistic regression model with random effects publication-title: Biometrics doi: 10.1111/j.0006-341X.2000.00909.x contributor: fullname: Larsen – volume: 73 start-page: 627 year: 2018 ident: 10.1016/j.apgeog.2021.102618_bib34 article-title: A simple method based on the thermal anomaly index to detect industrial heat sources publication-title: International Journal of Applied Earth Observation and Geoinformation doi: 10.1016/j.jag.2018.08.003 contributor: fullname: Xia – volume: 33 start-page: 331 issue: 2 year: 2005 ident: 10.1016/j.apgeog.2021.102618_bib2 article-title: Land surface temperature retrieval and its validation using NOAA AVHRR thermal data publication-title: Journal of the Indian Society of Remote Sensing doi: 10.1007/BF02990053 contributor: fullname: Bhattacharya – volume: 185 start-page: 46 year: 2016 ident: 10.1016/j.apgeog.2021.102618_bib28 article-title: Preliminary analysis of the performance of the Landsat 8/OLI land surface reflectance product publication-title: Remote Sensing of Environment doi: 10.1016/j.rse.2016.04.008 contributor: fullname: Vermote – volume: 82 start-page: 175 issue: 2 year: 2003 ident: 10.1016/j.apgeog.2021.102618_bib14 article-title: Exploratory spatial data analysis of the distribution of regional per capita GDP in Europe, 1980−1995 publication-title: Regional Science doi: 10.1007/s101100300145 contributor: fullname: Le Gallo – volume: 7 start-page: 3250 issue: 3 year: 2015 ident: 10.1016/j.apgeog.2021.102618_bib26 article-title: Estimation and validation of land surface temperatures from Chinese second-generation polar-orbit FY-3A VIRR Data publication-title: Remote Sensing doi: 10.3390/rs70303250 contributor: fullname: Tang – volume: 187 start-page: 489 year: 2017 ident: 10.1016/j.apgeog.2021.102618_bib15 article-title: Economic growth model, structural transformation, and green productivity in China publication-title: Applied Energy doi: 10.1016/j.apenergy.2016.11.075 contributor: fullname: Li – volume: 53 start-page: 2220 issue: 4 year: 2019 ident: 10.1016/j.apgeog.2021.102618_bib5 article-title: Characterizing flaring from unconventional oil and gas operations in south Texas using satellite observations publication-title: Environmental Science & Technology doi: 10.1021/acs.est.8b05355 contributor: fullname: Franklin – volume: 267 start-page: 115617 year: 2020 ident: 10.1016/j.apgeog.2021.102618_bib39 article-title: Air pollution episodes during the COVID-19 outbreak in the Beijing-Tianjin-Hebei region of China: An insight into the transport pathways and source distribution publication-title: Environment and Pollution doi: 10.1016/j.envpol.2020.115617 contributor: fullname: Zhao – volume: 85 start-page: 269 year: 2020 ident: 10.1016/j.apgeog.2021.102618_bib8 article-title: Spatial pattern analysis of manufacturing industries in Keraniganj, Dhaka, Bangladesh publication-title: Geojournal doi: 10.1007/s10708-018-9961-5 contributor: fullname: Hassan – volume: 125 start-page: 236 year: 2019 ident: 10.1016/j.apgeog.2021.102618_bib17 article-title: Mitigation pathways of air pollution from residential emissions in the Beijing-Tianjin-Hebei region in China publication-title: Environment International doi: 10.1016/j.envint.2018.09.059 contributor: fullname: Liu – volume: 22 start-page: 2 year: 2004 ident: 10.1016/j.apgeog.2021.102618_bib38 article-title: Analysis of the effect of China's industrial structure transformation on energy consumption publication-title: International Journal of Global Energy Issues contributor: fullname: Zhang – volume: 160 start-page: 144 year: 2015 ident: 10.1016/j.apgeog.2021.102618_bib19 article-title: Assessment of VIIRS 375m active fire detection product for direct burned area mapping publication-title: Remote Sensing of Environment doi: 10.1016/j.rse.2015.01.010 contributor: fullname: Oliva – volume: 10 start-page: 4419 issue: 12 year: 2018 ident: 10.1016/j.apgeog.2021.102618_bib18 article-title: Assessing heavy industrial heat source distribution in China using real-time VIIRS active fire/hotspot data publication-title: Sustainability doi: 10.3390/su10124419 contributor: fullname: Ma – volume: 176 start-page: 629 year: 2018 ident: 10.1016/j.apgeog.2021.102618_bib36 article-title: A study on the contribution of industrial restructuring to reduction of carbon emissions in China during the five Five-Year Plan periods publication-title: Journal of Cleaner Production doi: 10.1016/j.jclepro.2017.12.133 contributor: fullname: Zhang – volume: 502 start-page: 76 year: 2019 ident: 10.1016/j.apgeog.2021.102618_bib6 article-title: Comparative evaluation of region query strategies for DBSCAN clustering publication-title: Information Sciences doi: 10.1016/j.ins.2019.06.036 contributor: fullname: Galán – volume: 204 start-page: 347 year: 2018 ident: 10.1016/j.apgeog.2021.102618_bib16 article-title: Identifying industrial heat sources using time-series of the VIIRS Nightfire product with an object-oriented approach publication-title: Remote Sensing of Environment doi: 10.1016/j.rse.2017.10.019 contributor: fullname: Liu – volume: 143 start-page: 85 year: 2014 ident: 10.1016/j.apgeog.2021.102618_bib23 article-title: The New VIIRS 375m active fire detection data product: Algorithm description and initial assessment publication-title: Remote Sensing of Environment doi: 10.1016/j.rse.2013.12.008 contributor: fullname: Schroeder – volume: 15 start-page: 306 issue: 2 year: 2018 ident: 10.1016/j.apgeog.2021.102618_bib31 article-title: Taking action on air pollution control in the Beijing-Tianjin-Hebei (BTH) region: Progress, challenges and opportunities publication-title: International Journal of Environmental Research and Public Health doi: 10.3390/ijerph15020306 contributor: fullname: Wang – volume: 49 start-page: 164 year: 2012 ident: 10.1016/j.apgeog.2021.102618_bib33 article-title: Industrial energy efficiency with CO2 emissions in China: A nonparametric analysis publication-title: Energy Policy doi: 10.1016/j.enpol.2012.05.035 contributor: fullname: Wu – volume: 24 start-page: 824 issue: 7 year: 2020 ident: 10.1016/j.apgeog.2021.102618_bib27 article-title: Satellite observations of the return-to-work over China during the period of COVID-19 publication-title: Journal of Remote Sensing contributor: fullname: Tao – volume: 34 start-page: 155 issue: 2 year: 2002 ident: 10.1016/j.apgeog.2021.102618_bib7 article-title: Clarifying the standard deviational ellipse publication-title: Geographical Analysis doi: 10.1111/j.1538-4632.2002.tb01082.x contributor: fullname: Gong – volume: 28 start-page: 215 issue: 2 year: 2016 ident: 10.1016/j.apgeog.2021.102618_bib10 article-title: The progress of operational forest fire monitoring with infrared remote sensing publication-title: Journal of Forestry Research doi: 10.1007/s11676-016-0361-8 contributor: fullname: Hua – volume: 130 start-page: 617 year: 2014 ident: 10.1016/j.apgeog.2021.102618_bib30 article-title: China's regional industrial energy efficiency and carbon emissions abatement costs publication-title: Applied Energy doi: 10.1016/j.apenergy.2014.03.010 contributor: fullname: Wang – volume: 179 start-page: 103 year: 2018 ident: 10.1016/j.apgeog.2021.102618_bib37 article-title: Correlating PM 2.5 concentrations with air pollutant emissions: A longitudinal study of the Beijing-Tianjin-Hebei region publication-title: Journal of Cleaner Production doi: 10.1016/j.jclepro.2018.01.072 contributor: fullname: Zhang – volume: 113 start-page: 1556 issue: 7 year: 2009 ident: 10.1016/j.apgeog.2021.102618_bib29 article-title: Evaluation of ASTER and MODIS land surface temperature and emissivity products using long-term surface longwave radiation observations at SURFRAD sites publication-title: Remote Sensing of Environment doi: 10.1016/j.rse.2009.03.009 contributor: fullname: Wang – volume: 40 start-page: 5205 issue: 12 year: 2020 ident: 10.1016/j.apgeog.2021.102618_bib1 article-title: Forecasting of agricultural straw burning in the Northeastern China based on neural network publication-title: China Environmental Science contributor: fullname: Bai – volume: 37 start-page: 114 issue: 6 year: 2017 ident: 10.1016/j.apgeog.2021.102618_bib35 article-title: Spatial pattern evolution and influencing factors of industrial production efficiency in Jiangsu publication-title: Economic Geography doi: 10.1080/15387216.2017.1280689 contributor: fullname: Xu – volume: 29 start-page: 923 issue: 3 year: 2008 ident: 10.1016/j.apgeog.2021.102618_bib12 article-title: The potential of multidiurnal MODIS thermal band data for coal fire detection publication-title: International Journal of Remote Sensing doi: 10.1080/01431160701352147 contributor: fullname: Kuenzer – volume: 11 start-page: 553 issue: 5 year: 2019 ident: 10.1016/j.apgeog.2021.102618_bib22 article-title: Processing thermal infrared imagery time-series from volcano permanent ground-based monitoring network. latest methodological improvements to characterize surface temperatures behavior of thermal anomaly areas publication-title: Remote Sensing doi: 10.3390/rs11050553 contributor: fullname: Sansivero |
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