Water sufficiency for cacao production in the Sierra Nevada de Santa Marta (SNSM) region, Colombia

Sierra Nevada de Santa Marta (SNSM) region of Colombia. This research was conducted as a case study to generate relevant, quantitative information to support cacao farmer decision-making processes concerning water management in the SNSM. It involved the development and evaluation of a spatial datase...

Full description

Saved in:
Bibliographic Details
Published inJournal of hydrology. Regional studies Vol. 44; p. 101255
Main Authors Valencia, Jefferson, Frankenberger, Jane, Cherkauer, Keith, Martín-López, Javier M., Monserrate, Fredy, da Silva, Mayesse
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.12.2022
Elsevier
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Sierra Nevada de Santa Marta (SNSM) region of Colombia. This research was conducted as a case study to generate relevant, quantitative information to support cacao farmer decision-making processes concerning water management in the SNSM. It involved the development and evaluation of a spatial dataset of precipitation and temperature, integration of digital soil mapping with a modification of the Thornthwaite and Mather water balance model, and finally an assessment of water sufficiency for cacao production. We elaborated site-specific and spatially-distributed analyses to generate information that will be shared with technicians who assist cacao growers in the SNSM. Under the climate conditions for the analysis period (1989–2018), rainfall was not enough to prevent cacao yield losses for 10 out of the 27 farms evaluated. The location of farms in two departments with contrasting climate conditions showed the importance of spatial analysis of water availability when providing recommendations of management practices to cacao growers. The results revealed that farms facing less frequent water stress are characterized by higher rainfalls and lower temperatures, soils that contain more organic matter, and are located at higher elevations with steeper slopes. Temporally, water stress is highest in the months February-August, with special interest in March-April as the dry season ends and July-August just before the peak rainy season. [Display omitted] •A case study presents the potential applicability of the methods for cacao areas.•The used methods allow for cacao farm discrimination regarding water sufficiency.•Rainfall is not enough to prevent cacao yield losses for some of the farms evaluated.•Farms facing less frequent water stress are at higher elevations with steeper slopes.•Management recommendations should consider differences in location and climate.
AbstractList Study region: Sierra Nevada de Santa Marta (SNSM) region of Colombia. Study focus: This research was conducted as a case study to generate relevant, quantitative information to support cacao farmer decision-making processes concerning water management in the SNSM. It involved the development and evaluation of a spatial dataset of precipitation and temperature, integration of digital soil mapping with a modification of the Thornthwaite and Mather water balance model, and finally an assessment of water sufficiency for cacao production. We elaborated site-specific and spatially-distributed analyses to generate information that will be shared with technicians who assist cacao growers in the SNSM. New hydrological insights for the region: Under the climate conditions for the analysis period (1989–2018), rainfall was not enough to prevent cacao yield losses for 10 out of the 27 farms evaluated. The location of farms in two departments with contrasting climate conditions showed the importance of spatial analysis of water availability when providing recommendations of management practices to cacao growers. The results revealed that farms facing less frequent water stress are characterized by higher rainfalls and lower temperatures, soils that contain more organic matter, and are located at higher elevations with steeper slopes. Temporally, water stress is highest in the months February-August, with special interest in March-April as the dry season ends and July-August just before the peak rainy season.
Sierra Nevada de Santa Marta (SNSM) region of Colombia. This research was conducted as a case study to generate relevant, quantitative information to support cacao farmer decision-making processes concerning water management in the SNSM. It involved the development and evaluation of a spatial dataset of precipitation and temperature, integration of digital soil mapping with a modification of the Thornthwaite and Mather water balance model, and finally an assessment of water sufficiency for cacao production. We elaborated site-specific and spatially-distributed analyses to generate information that will be shared with technicians who assist cacao growers in the SNSM. Under the climate conditions for the analysis period (1989–2018), rainfall was not enough to prevent cacao yield losses for 10 out of the 27 farms evaluated. The location of farms in two departments with contrasting climate conditions showed the importance of spatial analysis of water availability when providing recommendations of management practices to cacao growers. The results revealed that farms facing less frequent water stress are characterized by higher rainfalls and lower temperatures, soils that contain more organic matter, and are located at higher elevations with steeper slopes. Temporally, water stress is highest in the months February-August, with special interest in March-April as the dry season ends and July-August just before the peak rainy season. [Display omitted] •A case study presents the potential applicability of the methods for cacao areas.•The used methods allow for cacao farm discrimination regarding water sufficiency.•Rainfall is not enough to prevent cacao yield losses for some of the farms evaluated.•Farms facing less frequent water stress are at higher elevations with steeper slopes.•Management recommendations should consider differences in location and climate.
ArticleNumber 101255
Author Cherkauer, Keith
Monserrate, Fredy
Frankenberger, Jane
da Silva, Mayesse
Martín-López, Javier M.
Valencia, Jefferson
Author_xml – sequence: 1
  givenname: Jefferson
  surname: Valencia
  fullname: Valencia, Jefferson
  organization: International Center for Tropical Agriculture (CIAT), Km 17 Recta Cali-Palmira. Z.C. 763537 - A.A, 6713 Cali, Colombia
– sequence: 2
  givenname: Jane
  surname: Frankenberger
  fullname: Frankenberger, Jane
  organization: Agricultural and Biological Engineering Department, Purdue University, West Lafayette, IN, USA
– sequence: 3
  givenname: Keith
  surname: Cherkauer
  fullname: Cherkauer, Keith
  organization: Agricultural and Biological Engineering Department, Purdue University, West Lafayette, IN, USA
– sequence: 4
  givenname: Javier M.
  surname: Martín-López
  fullname: Martín-López, Javier M.
  organization: International Center for Tropical Agriculture (CIAT), Km 17 Recta Cali-Palmira. Z.C. 763537 - A.A, 6713 Cali, Colombia
– sequence: 5
  givenname: Fredy
  surname: Monserrate
  fullname: Monserrate, Fredy
  organization: International Center for Tropical Agriculture (CIAT), Km 17 Recta Cali-Palmira. Z.C. 763537 - A.A, 6713 Cali, Colombia
– sequence: 6
  givenname: Mayesse
  surname: da Silva
  fullname: da Silva, Mayesse
  organization: International Center for Tropical Agriculture (CIAT), Km 17 Recta Cali-Palmira. Z.C. 763537 - A.A, 6713 Cali, Colombia
BookMark eNp9kM1LAzEQxYMoWGv_AU85Ktiaj022C16k-AW2HlrwGCbZiWZpN5JdBf9701bEk5eZ4cF7vPmdkMM2tkjIGWcTzri-aibYpLeJYEJsBaHUARkIwYuxmvLp4Z_7mIy6rmGM8Wk5rTQbEPsCPSbafXgfXMDWfVEfE3XgINL3FOsP14fY0tDS_g3pMmBKQBf4CTXQOgvQ9kDnkPI8Xy6W8wua8DU7LuksruPGBjglRx7WHY5-9pCs7m5Xs4fx0_P94-zmaeyk5v24KLRgla185UGWSlXScuU9K7W2QlSVFFYWUlkG2jkOWqHiTPMSrfVY13JIHvexdYTGvKewgfRlIgSzE2J6NbllcGs0QjoPDDm3tS2KkkMlvPIaJHeAjhU5S-yzXIpdl9D_5nFmtsxNY7bMzZa52TPPpuu9CfOTnxmU6XZEsQ4JXZ9rhP_s35K1ivA
Cites_doi 10.1016/j.geoderma.2019.01.049
10.1016/j.jhydrol.2009.07.031
10.1007/s11222-009-9153-8
10.1016/j.scitotenv.2016.03.024
10.1016/j.still.2020.104763
10.1097/00010694-193401000-00003
10.2136/sssaj2001.6551463x
10.1016/j.agwat.2016.03.012
10.2136/sssaj1993.03615995005700020026x
10.1016/j.catena.2017.07.011
10.1016/j.scitotenv.2017.06.122
10.1061/(ASCE)0733-9437(1985)111:2(113)
10.1038/s41597-019-0343-8
10.1111/j.1365-2486.2009.02034.x
10.1007/BF01389878
10.1016/S0016-7061(03)00223-4
10.1097/SS.0000000000000173
10.1023/A:1010933404324
10.1007/s10457-010-9303-1
10.1038/sj.hdy.6800156
10.1097/00010694-193609000-00007
10.1371/journal.pone.0200454
10.2307/211491
10.1007/s11104-017-3456-x
10.1175/JHM-D-14-0155.1
10.1016/S0304-3800(98)00205-1
10.1002/2013WR013918
10.1016/S1002-0160(15)60078-9
10.1061/(ASCE)HE.1943-5584.0001755
10.1590/S1677-04202007000400011
10.5402/2012/461674
10.1002/eco.67
10.1002/hyp.5925
10.1016/j.cj.2015.04.002
10.1016/j.cliser.2018.09.001
10.1007/s10457-013-9656-3
10.1016/0378-3774(95)01235-4
10.1016/S0016-7061(97)00023-2
10.1371/journal.pone.0169748
10.1016/j.geoderma.2012.05.026
10.1016/j.scitotenv.2018.08.292
10.1016/j.geoderma.2015.07.017
10.1016/j.geomorph.2012.11.005
10.1023/A:1015508322413
10.1002/joc.1276
10.1016/j.agsy.2004.06.015
10.2136/sssaj2005.0117
10.3390/land9090323
10.1016/j.agrformet.2010.04.005
10.1017/S0014479711000421
ContentType Journal Article
Copyright 2022 The Authors
Copyright_xml – notice: 2022 The Authors
DBID 6I.
AAFTH
AAYXX
CITATION
DOA
DOI 10.1016/j.ejrh.2022.101255
DatabaseName ScienceDirect Open Access Titles
Elsevier:ScienceDirect:Open Access
CrossRef
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
DatabaseTitleList

Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals (ODIN)
  url: https://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
Discipline Geography
Agriculture
EISSN 2214-5818
ExternalDocumentID oai_doaj_org_article_23cfa0e11bdb4471a92f5f6a31caec04
10_1016_j_ejrh_2022_101255
S2214581822002683
GroupedDBID 0R~
0SF
4.4
457
5VS
6I.
AACTN
AAEDT
AAEDW
AAFTH
AAIKJ
AALRI
AAXUO
ABMAC
ACGFS
ADBBV
ADEZE
AEXQZ
AFTJW
AGHFR
AITUG
ALMA_UNASSIGNED_HOLDINGS
AMRAJ
BCNDV
EBS
EJD
FDB
GROUPED_DOAJ
IPNFZ
KQ8
M41
M~E
NCXOZ
O9-
OK1
RIG
ROL
SSZ
AAHBH
AAYWO
AAYXX
ADVLN
AFJKZ
APXCP
CITATION
ID FETCH-LOGICAL-c361t-446209b9f9fa375593b15ff0766b229932b3435b0a6cc1a65e510617ebbfedd3
IEDL.DBID DOA
ISSN 2214-5818
IngestDate Wed Aug 27 01:30:48 EDT 2025
Tue Jul 01 01:22:52 EDT 2025
Tue Jul 25 21:02:11 EDT 2023
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords Water storage
Agriculture
SNSM
Farmers
Water balance
Language English
License This is an open access article under the CC BY license.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c361t-446209b9f9fa375593b15ff0766b229932b3435b0a6cc1a65e510617ebbfedd3
OpenAccessLink https://doaj.org/article/23cfa0e11bdb4471a92f5f6a31caec04
ParticipantIDs doaj_primary_oai_doaj_org_article_23cfa0e11bdb4471a92f5f6a31caec04
crossref_primary_10_1016_j_ejrh_2022_101255
elsevier_sciencedirect_doi_10_1016_j_ejrh_2022_101255
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate December 2022
2022-12-00
2022-12-01
PublicationDateYYYYMMDD 2022-12-01
PublicationDate_xml – month: 12
  year: 2022
  text: December 2022
PublicationDecade 2020
PublicationTitle Journal of hydrology. Regional studies
PublicationYear 2022
Publisher Elsevier B.V
Elsevier
Publisher_xml – name: Elsevier B.V
– name: Elsevier
References Yang, Liu, Zhang, Zhao, Li, Yang, Yang, Yang (bib70) 2016; 26
Fushiki (bib19) 2011; 21
Köhler, Dierick, Schwendenmann, Hölscher (bib37) 2009; 2
Moraes, Bowling, Zeballos‐Velarde, Daneshvar, Watkins, Cherkauer (bib46) 2022
Motamayor, Risterucci, Lopez, Ortiz, Moreno, Lanaud (bib48) 2002; 89
Hargreaves, Hargreaves, Riley (bib23) 1985; 111
Navarro-Racines, Tarapues, Thornton, Jarvis, Ramirez-Villegas (bib49) 2020; 7
Singh, Fuentes, Fidelis, Yinil, Sanderson, Snoeck, Minasny, Field (bib62) 2021; 5
Breiman (bib12) 2001; 45
Köhler, Schwendenmann, Hölscher (bib36) 2010; 150
Raes, D., 2002. BUDGET - A soil water and salt balance model. Reference Manual.
Oppong, Opoku-ameyaw, Osei-bonsu, Amoah, Brew, Oppong (bib53) 1999; 32
Arévalo-Gardini, Arévalo-Hernández, Baligar, He (bib5) 2017; 605–606
Niether, Schneidewind, Armengot, Adamtey, Schneider, Gerold (bib51) 2017; 158
Medrano, Tomás, Martorell, Flexas, Hernández, Rosselló, Pou, Escalona, Bota (bib43) 2015; 3
Hernandez, Cock, El-Sharkawy (bib27) 1989; 1
Walkley, Black (bib68) 1934; 37
Droogers, Allen (bib16) 2002; 16
Jasiewicz, Stepinski (bib35) 2013; 182
Esquivel, Llanos-Herrera, Agudelo, Prager, Fernandes, Rojas, Valencia, Ramirez-Villegas (bib17) 2018; 12
Granier, Bréda, Biron, Villette (bib21) 1999; 116
Hutchinson, de Hoog (bib31) 1985; 47
.
Bouyoucos (bib11) 1936; 42
IDEAM, 2017b. Temperatura Media Anual Promedio Multianual durante el periodo 1981–2010.
Augustin, Cihacek (bib8) 2016; 181
Asmamaw, Mohammed, Duan, Shi, Li, Rong, Fen, Tamene, Adimassu, Aynekulu, Yaekob, Ellison, Yaekob, Woldearegay, Mekonnen, Thorne, Le, Matthews, Conklin, Duan, Xie, Ou, Lu, Fenta, Tsunekawa, Haregeweyn, Poesen, Tsubo, Borrelli, Panagos, Vanmaercke, Broeckx, Yasuda, Kawai, Kurosaki (bib7) 2017; 703
Neitsch, S.L., Arnold, J.G., Kiniry, J.R., Williams, J.R., 2011. Soil and Water Assessment Tool Theoretical Documentation Version 2009. College Station, USA.
Gusli, Sumeni, Sabodin, Muqfi, Nur, Hairiah, Useng, van Noordwijk (bib22) 2020; 9
Beck, de Roo, van Dijk (bib9) 2015; 16
Carr, Lockwood (bib13) 2011; 47
USDA, 2016. Cacao for Peace (CfP) Overview.
Valencia, J., Frankenberger, J., Cherkauer, K., Martín-López, J.M., Monserrate, F., da Silva, M.A., 2022. Post-processed climate dataset for the Sierra Nevada de Santa Marta (SNSM) Region in Colombia. Harvard Dataverse, V1. https://doi.org/10.7910/DVN/YNNXO1.
CEC, 1993. CORINE Land Cover — Guide Technique (No. Report EUR 12585 EN). Office for Official Publications of the European Communities, Luxembourg.
Minasny, McBratney (bib44) 2016; 264
Hengl, Mendes de Jesus, Heuvelink, Ruiperez Gonzalez, Kilibarda, Blagotić, Shangguan, Wright, Geng, Bauer-Marschallinger, Guevara, Vargas, MacMillan, Batjes, Leenaars, Ribeiro, Wheeler, Mantel, Kempen (bib26) 2017; 12
de Almeida, Valle (bib3) 2007; 19
Libohova, Z., Martín-López, J.M., da Silva, M.A., Lagoueyte, C., Cruz, J., Drohan, P., Maximova, S., Guiltinan, M., Ferruzzi, M.G., Guarín, D., Reich, P., Kome, C., Zapata, Y.P., Gallego-Sánchez, G., Quintero, C., Botero, C., Winters, N.P., Robotham, M., 2020. Soil and cacao genomics survey of Sierra Nevada de Santa Marta Region, Colombia.
Thornthwaite, Mather (bib63) 1955
IDEAM, 2017a. Precipitación Media Total Anual Promedio Multianual durante el periodo 1981–2010.
Ulmen, C., 2000. Report No. 26 Modelling raster-based monthly water balance components for Europe, GRDC No. 26.
Moser, Leuschner, Hertel, Hölscher, Köhler, Leitner, Michalzik, Prihastanti, Tjitrosemito, Schwendenmann (bib47) 2010; 79
Huang, Gallichand, Wang, Goulet (bib29) 2006; 20
Xie, Zhang, Huang, Zhao, Shi, Hu, Qu (bib69) 2021; 205
Huffman, G.J., Stocker, E.F., Bolvin, D.T., Nelkin, E.J., Tan, J., 2019. GPM IMERG Final Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V06.
Gateau-Rey, Tanner, Rapidel, Marelli, Royaert (bib20) 2018; 13
Köhler, Hanf, Barus, Hendrayanto, Hölscher (bib38) 2014; 88
Odgers, Libohova, Thompson (bib52) 2012; 189–190
IDEAM, 2015. Atlas Climatológico de Colombia.
Schwendenmann, Veldkamp, Moser, Hölscher, Köhler, Clough, Anas, Djajakirana, Erasmi, Hertel, Leitner, Leuschner, Michalzik, Propastin, Tjoa, Tscharntke, van Straaten (bib60) 2010; 16
Liaw, A., Wiener, M., 2003. Classification and regression by randomForest. R News 2. R News 3, 18–22.
Ma, Minasny, Welivitiya, Malone, Willgoose, McBratney (bib41) 2019; 341
Saxton, Rawls (bib58) 2006; 70
Zuidema, Leffelaar, Gerritsma, Mommer, Anten (bib73) 2005; 84
Allen, R.G., Pereira, L.S., Raes, D., Smith, M., 1998. Crop evapotranspiration-Guidelines for computing crop water requirements-FAO Irrigation and drainage paper 56. Rome, Italy.
Schroth, Läderach, Martinez-Valle, Bunn, Jassogne (bib59) 2016; 556
DNP, 2006. Balance Plan Colombia 1999–2005.
Adjaloo, Oduro, Banful (bib1) 2012; 2012
Hawkins, Theurer, Rezaeianzadeh (bib24) 2019; 24
Hengl, T., 2020. GSIF: Global Soil Information Facilities.
McBratney, Mendonça Santos, Minasny (bib42) 2003; 117
Radersma, de Ridder (bib55) 1996; 31
Argüello, Chavez, Lauryssen, Vanderschueren, Smolders, Montalvo (bib6) 2019; 649
Pendleton, Jenny (bib54) 1945; 35
Siebert, Döll (bib61) 2010; 384
Funk, Peterson, Landsfeld, Pedreros, Verdin, Rowland, Romero, Husak, Michaelsen, Verdin (bib18) 2014
Rajab, Hölscher, Leuschner, Barus, Tjoa, Hertel (bib57) 2018; 422
Zhu, Hudson, Burt, Lubich, Simonson (bib72) 2001; 65
de Almeida, Tezara, Herrera (bib4) 2016; 171
Beck, van Dijk, Miralles, de Jeu, Sampurno Bruijnzeel, McVicar, Schellekens (bib10) 2013; 49
USDA-SCS, 1986. Urban Hydrology for Small Watersheds TR-55. U.S. Dept. Agric. Nat. Resour. Conserv. Serv. Conserv. Eng. Div. 164.
Hijmans, Cameron, Parra, Jones, Jarvis (bib28) 2005; 25
Moore, Gessler, Nielsen, Peterson (bib45) 1993; 57
Zhu (bib71) 1997; 77
Minasny (10.1016/j.ejrh.2022.101255_bib44) 2016; 264
Huang (10.1016/j.ejrh.2022.101255_bib29) 2006; 20
Singh (10.1016/j.ejrh.2022.101255_bib62) 2021; 5
Schwendenmann (10.1016/j.ejrh.2022.101255_bib60) 2010; 16
Moore (10.1016/j.ejrh.2022.101255_bib45) 1993; 57
Ma (10.1016/j.ejrh.2022.101255_bib41) 2019; 341
Breiman (10.1016/j.ejrh.2022.101255_bib12) 2001; 45
Hawkins (10.1016/j.ejrh.2022.101255_bib24) 2019; 24
Asmamaw (10.1016/j.ejrh.2022.101255_bib7) 2017; 703
McBratney (10.1016/j.ejrh.2022.101255_bib42) 2003; 117
Moser (10.1016/j.ejrh.2022.101255_bib47) 2010; 79
10.1016/j.ejrh.2022.101255_bib40
Bouyoucos (10.1016/j.ejrh.2022.101255_bib11) 1936; 42
Jasiewicz (10.1016/j.ejrh.2022.101255_bib35) 2013; 182
Odgers (10.1016/j.ejrh.2022.101255_bib52) 2012; 189–190
Zhu (10.1016/j.ejrh.2022.101255_bib72) 2001; 65
Hernandez (10.1016/j.ejrh.2022.101255_bib27) 1989; 1
Thornthwaite (10.1016/j.ejrh.2022.101255_bib63) 1955
Augustin (10.1016/j.ejrh.2022.101255_bib8) 2016; 181
Fushiki (10.1016/j.ejrh.2022.101255_bib19) 2011; 21
Oppong (10.1016/j.ejrh.2022.101255_bib53) 1999; 32
de Almeida (10.1016/j.ejrh.2022.101255_bib4) 2016; 171
Medrano (10.1016/j.ejrh.2022.101255_bib43) 2015; 3
Xie (10.1016/j.ejrh.2022.101255_bib69) 2021; 205
Hargreaves (10.1016/j.ejrh.2022.101255_bib23) 1985; 111
Funk (10.1016/j.ejrh.2022.101255_bib18) 2014
Moraes (10.1016/j.ejrh.2022.101255_bib46) 2022
10.1016/j.ejrh.2022.101255_bib15
Gusli (10.1016/j.ejrh.2022.101255_bib22) 2020; 9
10.1016/j.ejrh.2022.101255_bib14
Niether (10.1016/j.ejrh.2022.101255_bib51) 2017; 158
Adjaloo (10.1016/j.ejrh.2022.101255_bib1) 2012; 2012
Navarro-Racines (10.1016/j.ejrh.2022.101255_bib49) 2020; 7
10.1016/j.ejrh.2022.101255_bib56
Schroth (10.1016/j.ejrh.2022.101255_bib59) 2016; 556
10.1016/j.ejrh.2022.101255_bib50
Zhu (10.1016/j.ejrh.2022.101255_bib71) 1997; 77
Walkley (10.1016/j.ejrh.2022.101255_bib68) 1934; 37
Yang (10.1016/j.ejrh.2022.101255_bib70) 2016; 26
Saxton (10.1016/j.ejrh.2022.101255_bib58) 2006; 70
Hutchinson (10.1016/j.ejrh.2022.101255_bib31) 1985; 47
Carr (10.1016/j.ejrh.2022.101255_bib13) 2011; 47
Köhler (10.1016/j.ejrh.2022.101255_bib36) 2010; 150
Droogers (10.1016/j.ejrh.2022.101255_bib16) 2002; 16
Hengl (10.1016/j.ejrh.2022.101255_bib26) 2017; 12
10.1016/j.ejrh.2022.101255_bib25
Zuidema (10.1016/j.ejrh.2022.101255_bib73) 2005; 84
10.1016/j.ejrh.2022.101255_bib66
Pendleton (10.1016/j.ejrh.2022.101255_bib54) 1945; 35
10.1016/j.ejrh.2022.101255_bib65
Beck (10.1016/j.ejrh.2022.101255_bib10) 2013; 49
10.1016/j.ejrh.2022.101255_bib67
Hijmans (10.1016/j.ejrh.2022.101255_bib28) 2005; 25
Siebert (10.1016/j.ejrh.2022.101255_bib61) 2010; 384
10.1016/j.ejrh.2022.101255_bib64
Motamayor (10.1016/j.ejrh.2022.101255_bib48) 2002; 89
Köhler (10.1016/j.ejrh.2022.101255_bib37) 2009; 2
Köhler (10.1016/j.ejrh.2022.101255_bib38) 2014; 88
Granier (10.1016/j.ejrh.2022.101255_bib21) 1999; 116
Rajab (10.1016/j.ejrh.2022.101255_bib57) 2018; 422
Beck (10.1016/j.ejrh.2022.101255_bib9) 2015; 16
Argüello (10.1016/j.ejrh.2022.101255_bib6) 2019; 649
10.1016/j.ejrh.2022.101255_bib39
Radersma (10.1016/j.ejrh.2022.101255_bib55) 1996; 31
10.1016/j.ejrh.2022.101255_bib33
10.1016/j.ejrh.2022.101255_bib32
Gateau-Rey (10.1016/j.ejrh.2022.101255_bib20) 2018; 13
10.1016/j.ejrh.2022.101255_bib34
10.1016/j.ejrh.2022.101255_bib2
de Almeida (10.1016/j.ejrh.2022.101255_bib3) 2007; 19
Arévalo-Gardini (10.1016/j.ejrh.2022.101255_bib5) 2017; 605–606
10.1016/j.ejrh.2022.101255_bib30
Esquivel (10.1016/j.ejrh.2022.101255_bib17) 2018; 12
References_xml – volume: 7
  start-page: 7
  year: 2020
  ident: bib49
  article-title: High-resolution and bias-corrected CMIP5 projections for climate change impact assessments
  publication-title: Sci. Data
– volume: 57
  start-page: 443
  year: 1993
  end-page: 452
  ident: bib45
  article-title: Soil attribute prediction using terrain analysis
  publication-title: Soil Sci. Soc. Am. J.
– volume: 189–190
  start-page: 153
  year: 2012
  end-page: 163
  ident: bib52
  article-title: Equal-area spline functions applied to a legacy soil database to create weighted-means maps of soil organic carbon at a continental scale
  publication-title: Geoderma
– volume: 16
  start-page: 1515
  year: 2010
  end-page: 1530
  ident: bib60
  article-title: Effects of an experimental drought on the functioning of a cacao agroforestry system, Sulawesi, Indonesia
  publication-title: Glob. Chang. Biol.
– reference: Huffman, G.J., Stocker, E.F., Bolvin, D.T., Nelkin, E.J., Tan, J., 2019. GPM IMERG Final Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V06.
– volume: 12
  start-page: 36
  year: 2018
  end-page: 47
  ident: bib17
  article-title: Predictability of seasonal precipitation across major crop growing areas in Colombia
  publication-title: Clim. Serv.
– reference: IDEAM, 2015. Atlas Climatológico de Colombia.
– volume: 12
  year: 2017
  ident: bib26
  article-title: SoilGrids250m: global gridded soil information based on machine learning
  publication-title: PLOS One
– volume: 25
  start-page: 1965
  year: 2005
  end-page: 1978
  ident: bib28
  article-title: Very high resolution interpolated climate surfaces for global land areas
  publication-title: Int. J. Clim.
– volume: 9
  year: 2020
  ident: bib22
  article-title: Soil organic matter, mitigation of and adaptation to climate change in cocoa-based agroforestry systems
  publication-title: Land
– volume: 264
  start-page: 301
  year: 2016
  end-page: 311
  ident: bib44
  article-title: Digital soil mapping: a brief history and some lessons
  publication-title: Geoderma
– volume: 16
  start-page: 33
  year: 2002
  end-page: 45
  ident: bib16
  article-title: Estimating reference evapotranspiration under inaccurate data conditions
  publication-title: Irrig. Drain. Syst.
– volume: 42
  start-page: 225
  year: 1936
  end-page: 230
  ident: bib11
  article-title: Directions for making mechanical analyses of soils by the hydrometer method
  publication-title: Soil Sci.
– volume: 182
  start-page: 147
  year: 2013
  end-page: 156
  ident: bib35
  article-title: Geomorphons-a pattern recognition approach to classification and mapping of landforms
  publication-title: Geomorphology
– volume: 158
  start-page: 340
  year: 2017
  end-page: 349
  ident: bib51
  article-title: Spatial-temporal soil moisture dynamics under different cocoa production systems
  publication-title: Catena
– reference: USDA-SCS, 1986. Urban Hydrology for Small Watersheds TR-55. U.S. Dept. Agric. Nat. Resour. Conserv. Serv. Conserv. Eng. Div. 164.
– reference: Liaw, A., Wiener, M., 2003. Classification and regression by randomForest. R News 2. R News 3, 18–22.
– volume: 45
  start-page: 5
  year: 2001
  end-page: 32
  ident: bib12
  article-title: Random forests
  publication-title: Mach. Learn
– reference: USDA, 2016. Cacao for Peace (CfP) Overview.
– volume: 47
  start-page: 99
  year: 1985
  end-page: 106
  ident: bib31
  article-title: Smoothing noisy data with spline functions
  publication-title: Numer. Math.
– reference: IDEAM, 2017b. Temperatura Media Anual Promedio Multianual durante el periodo 1981–2010.
– volume: 70
  start-page: 1569
  year: 2006
  end-page: 1578
  ident: bib58
  article-title: Soil water characteristic estimates by texture and organic matter for hydrologic solutions
  publication-title: Soil Sci. Soc. Am. J.
– volume: 65
  start-page: 1463
  year: 2001
  end-page: 1472
  ident: bib72
  article-title: Soil mapping using GIS, expert knowledge, and fuzzy logic
  publication-title: Soil Sci. Soc. Am. J.
– volume: 79
  start-page: 171
  year: 2010
  end-page: 187
  ident: bib47
  article-title: Response of cocoa trees (Theobroma cacao) to a 13-month desiccation period in Sulawesi, Indonesia
  publication-title: Agrofor. Syst.
– volume: 84
  start-page: 195
  year: 2005
  end-page: 225
  ident: bib73
  article-title: A physiological production model for cocoa (Theobroma cacao): model presentation, validation and application
  publication-title: Agric. Syst.
– reference: Hengl, T., 2020. GSIF: Global Soil Information Facilities.
– volume: 47
  start-page: 653
  year: 2011
  end-page: 676
  ident: bib13
  article-title: The water relations and irrigation requirements of cocoa (Theobroma cacao L.): a review
  publication-title: Exp. Agric.
– volume: 117
  start-page: 3
  year: 2003
  end-page: 52
  ident: bib42
  article-title: On digital soil mapping
  publication-title: Geoderma
– reference: Allen, R.G., Pereira, L.S., Raes, D., Smith, M., 1998. Crop evapotranspiration-Guidelines for computing crop water requirements-FAO Irrigation and drainage paper 56. Rome, Italy.
– volume: 5
  year: 2021
  ident: bib62
  article-title: Cocoa suitability mapping using multi-criteria decision making: An agile step towards soil security
  publication-title: Soil Secur.
– volume: 150
  start-page: 1079
  year: 2010
  end-page: 1089
  ident: bib36
  article-title: Throughfall reduction in a cacao agroforest: tree water use and soil water budgeting
  publication-title: Agric. . Meteorol.
– volume: 556
  start-page: 231
  year: 2016
  end-page: 241
  ident: bib59
  article-title: Vulnerability to climate change of cocoa in West Africa: patterns, opportunities and limits to adaptation
  publication-title: Sci. Total Environ.
– volume: 49
  start-page: 7843
  year: 2013
  end-page: 7863
  ident: bib10
  article-title: Global patterns in base flow index and recession based on streamflow observations from 3394 catchments
  publication-title: Water Resour. Res.
– year: 2014
  ident: bib18
  article-title: A quasi-global precipitation time series for drought monitoring
  publication-title: U. S. Geol. Surv. Data Ser.
– volume: 16
  start-page: 1478
  year: 2015
  end-page: 1501
  ident: bib9
  article-title: Global maps of streamflow characteristics based on observations from several thousand catchments
  publication-title: J. Hydrometeorol.
– volume: 88
  start-page: 63
  year: 2014
  end-page: 73
  ident: bib38
  article-title: Cacao trees under different shade tree shelter: effects on water use
  publication-title: Agrofor. Syst.
– reference: Valencia, J., Frankenberger, J., Cherkauer, K., Martín-López, J.M., Monserrate, F., da Silva, M.A., 2022. Post-processed climate dataset for the Sierra Nevada de Santa Marta (SNSM) Region in Colombia. Harvard Dataverse, V1. https://doi.org/10.7910/DVN/YNNXO1.
– start-page: 1
  year: 2022
  end-page: 23
  ident: bib46
  article-title: Terrain sensitive climate mapping for the Arequipa Department in Peru
  publication-title: Int. J. Climatol.
– volume: 2012
  start-page: 1
  year: 2012
  end-page: 8
  ident: bib1
  article-title: Floral phenology of upper amazon cocoa trees: implications for reproduction and productivity of cocoa
  publication-title: ISRN Agron.
– volume: 205
  year: 2021
  ident: bib69
  article-title: Spatiotemporal variations in soil organic carbon and their drivers in southeastern China during 1981-2011
  publication-title: Soil Tillage Res.
– volume: 111
  start-page: 113
  year: 1985
  end-page: 124
  ident: bib23
  article-title: Agricultural benefits for Senegal river basin
  publication-title: J. Irrig. Drain. Eng.
– reference: Raes, D., 2002. BUDGET - A soil water and salt balance model. Reference Manual.
– volume: 422
  start-page: 349
  year: 2018
  end-page: 369
  ident: bib57
  article-title: Effects of shade tree cover and diversity on root system structure and dynamics in cacao agroforests: The role of root competition and space partitioning
  publication-title: Plant Soil
– volume: 181
  start-page: 386
  year: 2016
  end-page: 392
  ident: bib8
  article-title: Relationships between soil carbon and soil texture in the Northern Great Plains
  publication-title: Soil Sci.
– reference: DNP, 2006. Balance Plan Colombia 1999–2005.
– volume: 20
  start-page: 579
  year: 2006
  end-page: 589
  ident: bib29
  article-title: A modification to the Soil Conservation Service curve number method for steep slopes in the Loess Plateau of China
  publication-title: Hydrol. Process.
– volume: 3
  start-page: 220
  year: 2015
  end-page: 228
  ident: bib43
  article-title: From leaf to whole-plant water use efficiency (WUE) in complex canopies: limitations of leaf WUE as a selection target
  publication-title: Crop J.
– volume: 2
  start-page: 520
  year: 2009
  end-page: 529
  ident: bib37
  article-title: Water use characteristics of cacao and Gliricidia trees in an agroforest in Central Sulawesi, Indonesia
  publication-title: Ecohydrology
– reference: Libohova, Z., Martín-López, J.M., da Silva, M.A., Lagoueyte, C., Cruz, J., Drohan, P., Maximova, S., Guiltinan, M., Ferruzzi, M.G., Guarín, D., Reich, P., Kome, C., Zapata, Y.P., Gallego-Sánchez, G., Quintero, C., Botero, C., Winters, N.P., Robotham, M., 2020. Soil and cacao genomics survey of Sierra Nevada de Santa Marta Region, Colombia.
– volume: 37
  start-page: 29
  year: 1934
  end-page: 38
  ident: bib68
  article-title: An examination of the Degtjareff method for determining soil organic matter, and a proposed modification of the chromic acid titration method
  publication-title: Soil Sci.
– start-page: 8
  year: 1955
  ident: bib63
  article-title: The water balance
  publication-title: Publ. Climatol.
– reference: Ulmen, C., 2000. Report No. 26 Modelling raster-based monthly water balance components for Europe, GRDC No. 26.
– reference: CEC, 1993. CORINE Land Cover — Guide Technique (No. Report EUR 12585 EN). Office for Official Publications of the European Communities, Luxembourg.
– volume: 77
  start-page: 217
  year: 1997
  end-page: 242
  ident: bib71
  article-title: A similarity model for representing soil spatial information
  publication-title: Geoderma
– volume: 605–606
  start-page: 792
  year: 2017
  end-page: 800
  ident: bib5
  article-title: Heavy metal accumulation in leaves and beans of cacao (Theobroma cacao L.) in major cacao growing regions in Peru
  publication-title: Sci. Total Environ.
– volume: 341
  start-page: 195
  year: 2019
  end-page: 205
  ident: bib41
  article-title: The feasibility of predicting the spatial pattern of soil particle-size distribution using a pedogenesis model
  publication-title: Geoderma
– volume: 116
  start-page: 269
  year: 1999
  end-page: 283
  ident: bib21
  article-title: A lumped water balance model to evaluate duration and intensity of drought constraints in forest stands
  publication-title: Ecol. Modell.
– volume: 32
  start-page: 79
  year: 1999
  end-page: 86
  ident: bib53
  article-title: The effect of time of planting at stake on cocoa seedling survival. Ghana Jnl agc
  publication-title: Sci
– volume: 31
  start-page: 17
  year: 1996
  end-page: 34
  ident: bib55
  article-title: Computed evapotranspiration of annual and perennial crops at different temporal and spatial scales using published parameter values
  publication-title: Agric. Water Manag.
– volume: 384
  start-page: 198
  year: 2010
  end-page: 217
  ident: bib61
  article-title: Quantifying blue and green virtual water contents in global crop production as well as potential production losses without irrigation
  publication-title: J. Hydrol.
– reference: .
– volume: 35
  start-page: 336
  year: 1945
  ident: bib54
  article-title: Factors of Soil Formation: A System of Quantitative Pedology
  publication-title: Geogr. Rev.
– reference: IDEAM, 2017a. Precipitación Media Total Anual Promedio Multianual durante el periodo 1981–2010.
– volume: 26
  start-page: 699
  year: 2016
  end-page: 708
  ident: bib70
  article-title: Mapping soil texture based on field soil moisture observations at a high temporal resolution in an oasis agricultural area
  publication-title: Pedosphere
– volume: 649
  start-page: 120
  year: 2019
  end-page: 127
  ident: bib6
  article-title: Soil properties and agronomic factors affecting cadmium concentrations in cacao beans: a nationwide survey in Ecuador
  publication-title: Sci. Total Environ.
– volume: 21
  start-page: 137
  year: 2011
  end-page: 146
  ident: bib19
  article-title: Estimation of prediction error by using K-fold cross-validation
  publication-title: Stat. Comput.
– volume: 24
  year: 2019
  ident: bib24
  article-title: Understanding the Basis of the Curve Number Method for Watershed Models and TMDLs
  publication-title: J. Hydrol. Eng.
– volume: 89
  start-page: 380
  year: 2002
  end-page: 386
  ident: bib48
  article-title: Cacao domestication I: the origin of the cacao cultivated by the Mayas
  publication-title: Heredity
– reference: Neitsch, S.L., Arnold, J.G., Kiniry, J.R., Williams, J.R., 2011. Soil and Water Assessment Tool Theoretical Documentation Version 2009. College Station, USA.
– volume: 703
  start-page: 100
  year: 2017
  ident: bib7
  article-title: Land susceptibility to water and wind erosion risks in the East Africa region
  publication-title: Sci. Total Environ
– volume: 19
  start-page: 425
  year: 2007
  end-page: 448
  ident: bib3
  article-title: Ecophysiology of the cacao tree
  publication-title: Braz. J. Plant Physiol.
– volume: 171
  start-page: 80
  year: 2016
  end-page: 88
  ident: bib4
  article-title: Physiological responses to drought and experimental water deficit and waterlogging of four clones of cacao (Theobroma cacao L.) selected for cultivation in Venezuela
  publication-title: Agric. Water Manag.
– volume: 1
  start-page: 155
  year: 1989
  end-page: 161
  ident: bib27
  article-title: The responses of leaf gas exchange and stomatal conductance to air humidity in shade-grown coffee, tea, and cacao plants as compared with sunflower
  publication-title: Rev. Bras. Fisiol. Veg.
– volume: 13
  year: 2018
  ident: bib20
  article-title: Climate change could threaten cocoa production: effects of 2015-16 El Niño-related drought on cocoa agroforests in Bahia, Brazil
  publication-title: PLOS One
– volume: 341
  start-page: 195
  year: 2019
  ident: 10.1016/j.ejrh.2022.101255_bib41
  article-title: The feasibility of predicting the spatial pattern of soil particle-size distribution using a pedogenesis model
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2019.01.049
– volume: 384
  start-page: 198
  year: 2010
  ident: 10.1016/j.ejrh.2022.101255_bib61
  article-title: Quantifying blue and green virtual water contents in global crop production as well as potential production losses without irrigation
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2009.07.031
– volume: 21
  start-page: 137
  year: 2011
  ident: 10.1016/j.ejrh.2022.101255_bib19
  article-title: Estimation of prediction error by using K-fold cross-validation
  publication-title: Stat. Comput.
  doi: 10.1007/s11222-009-9153-8
– start-page: 1
  year: 2022
  ident: 10.1016/j.ejrh.2022.101255_bib46
  article-title: Terrain sensitive climate mapping for the Arequipa Department in Peru
  publication-title: Int. J. Climatol.
– volume: 556
  start-page: 231
  year: 2016
  ident: 10.1016/j.ejrh.2022.101255_bib59
  article-title: Vulnerability to climate change of cocoa in West Africa: patterns, opportunities and limits to adaptation
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2016.03.024
– volume: 205
  year: 2021
  ident: 10.1016/j.ejrh.2022.101255_bib69
  article-title: Spatiotemporal variations in soil organic carbon and their drivers in southeastern China during 1981-2011
  publication-title: Soil Tillage Res.
  doi: 10.1016/j.still.2020.104763
– volume: 37
  start-page: 29
  year: 1934
  ident: 10.1016/j.ejrh.2022.101255_bib68
  article-title: An examination of the Degtjareff method for determining soil organic matter, and a proposed modification of the chromic acid titration method
  publication-title: Soil Sci.
  doi: 10.1097/00010694-193401000-00003
– ident: 10.1016/j.ejrh.2022.101255_bib50
– ident: 10.1016/j.ejrh.2022.101255_bib15
– ident: 10.1016/j.ejrh.2022.101255_bib39
– ident: 10.1016/j.ejrh.2022.101255_bib40
– volume: 65
  start-page: 1463
  year: 2001
  ident: 10.1016/j.ejrh.2022.101255_bib72
  article-title: Soil mapping using GIS, expert knowledge, and fuzzy logic
  publication-title: Soil Sci. Soc. Am. J.
  doi: 10.2136/sssaj2001.6551463x
– volume: 171
  start-page: 80
  year: 2016
  ident: 10.1016/j.ejrh.2022.101255_bib4
  article-title: Physiological responses to drought and experimental water deficit and waterlogging of four clones of cacao (Theobroma cacao L.) selected for cultivation in Venezuela
  publication-title: Agric. Water Manag.
  doi: 10.1016/j.agwat.2016.03.012
– volume: 57
  start-page: 443
  year: 1993
  ident: 10.1016/j.ejrh.2022.101255_bib45
  article-title: Soil attribute prediction using terrain analysis
  publication-title: Soil Sci. Soc. Am. J.
  doi: 10.2136/sssaj1993.03615995005700020026x
– volume: 158
  start-page: 340
  year: 2017
  ident: 10.1016/j.ejrh.2022.101255_bib51
  article-title: Spatial-temporal soil moisture dynamics under different cocoa production systems
  publication-title: Catena
  doi: 10.1016/j.catena.2017.07.011
– volume: 605–606
  start-page: 792
  year: 2017
  ident: 10.1016/j.ejrh.2022.101255_bib5
  article-title: Heavy metal accumulation in leaves and beans of cacao (Theobroma cacao L.) in major cacao growing regions in Peru
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2017.06.122
– volume: 111
  start-page: 113
  year: 1985
  ident: 10.1016/j.ejrh.2022.101255_bib23
  article-title: Agricultural benefits for Senegal river basin
  publication-title: J. Irrig. Drain. Eng.
  doi: 10.1061/(ASCE)0733-9437(1985)111:2(113)
– volume: 7
  start-page: 7
  year: 2020
  ident: 10.1016/j.ejrh.2022.101255_bib49
  article-title: High-resolution and bias-corrected CMIP5 projections for climate change impact assessments
  publication-title: Sci. Data
  doi: 10.1038/s41597-019-0343-8
– volume: 16
  start-page: 1515
  year: 2010
  ident: 10.1016/j.ejrh.2022.101255_bib60
  article-title: Effects of an experimental drought on the functioning of a cacao agroforestry system, Sulawesi, Indonesia
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/j.1365-2486.2009.02034.x
– ident: 10.1016/j.ejrh.2022.101255_bib67
– volume: 47
  start-page: 99
  year: 1985
  ident: 10.1016/j.ejrh.2022.101255_bib31
  article-title: Smoothing noisy data with spline functions
  publication-title: Numer. Math.
  doi: 10.1007/BF01389878
– volume: 117
  start-page: 3
  year: 2003
  ident: 10.1016/j.ejrh.2022.101255_bib42
  article-title: On digital soil mapping
  publication-title: Geoderma
  doi: 10.1016/S0016-7061(03)00223-4
– volume: 181
  start-page: 386
  year: 2016
  ident: 10.1016/j.ejrh.2022.101255_bib8
  article-title: Relationships between soil carbon and soil texture in the Northern Great Plains
  publication-title: Soil Sci.
  doi: 10.1097/SS.0000000000000173
– volume: 45
  start-page: 5
  year: 2001
  ident: 10.1016/j.ejrh.2022.101255_bib12
  article-title: Random forests
  publication-title: Mach. Learn
  doi: 10.1023/A:1010933404324
– ident: 10.1016/j.ejrh.2022.101255_bib25
– volume: 79
  start-page: 171
  year: 2010
  ident: 10.1016/j.ejrh.2022.101255_bib47
  article-title: Response of cocoa trees (Theobroma cacao) to a 13-month desiccation period in Sulawesi, Indonesia
  publication-title: Agrofor. Syst.
  doi: 10.1007/s10457-010-9303-1
– volume: 89
  start-page: 380
  year: 2002
  ident: 10.1016/j.ejrh.2022.101255_bib48
  article-title: Cacao domestication I: the origin of the cacao cultivated by the Mayas
  publication-title: Heredity
  doi: 10.1038/sj.hdy.6800156
– volume: 703
  start-page: 100
  year: 2017
  ident: 10.1016/j.ejrh.2022.101255_bib7
  article-title: Land susceptibility to water and wind erosion risks in the East Africa region
– ident: 10.1016/j.ejrh.2022.101255_bib2
– volume: 42
  start-page: 225
  year: 1936
  ident: 10.1016/j.ejrh.2022.101255_bib11
  article-title: Directions for making mechanical analyses of soils by the hydrometer method
  publication-title: Soil Sci.
  doi: 10.1097/00010694-193609000-00007
– volume: 5
  year: 2021
  ident: 10.1016/j.ejrh.2022.101255_bib62
  article-title: Cocoa suitability mapping using multi-criteria decision making: An agile step towards soil security
  publication-title: Soil Secur.
– ident: 10.1016/j.ejrh.2022.101255_bib30
– ident: 10.1016/j.ejrh.2022.101255_bib34
– ident: 10.1016/j.ejrh.2022.101255_bib14
– volume: 13
  year: 2018
  ident: 10.1016/j.ejrh.2022.101255_bib20
  article-title: Climate change could threaten cocoa production: effects of 2015-16 El Niño-related drought on cocoa agroforests in Bahia, Brazil
  publication-title: PLOS One
  doi: 10.1371/journal.pone.0200454
– volume: 35
  start-page: 336
  year: 1945
  ident: 10.1016/j.ejrh.2022.101255_bib54
  article-title: Factors of Soil Formation: A System of Quantitative Pedology
  publication-title: Geogr. Rev.
  doi: 10.2307/211491
– volume: 422
  start-page: 349
  year: 2018
  ident: 10.1016/j.ejrh.2022.101255_bib57
  article-title: Effects of shade tree cover and diversity on root system structure and dynamics in cacao agroforests: The role of root competition and space partitioning
  publication-title: Plant Soil
  doi: 10.1007/s11104-017-3456-x
– ident: 10.1016/j.ejrh.2022.101255_bib66
– volume: 16
  start-page: 1478
  year: 2015
  ident: 10.1016/j.ejrh.2022.101255_bib9
  article-title: Global maps of streamflow characteristics based on observations from several thousand catchments
  publication-title: J. Hydrometeorol.
  doi: 10.1175/JHM-D-14-0155.1
– volume: 32
  start-page: 79
  year: 1999
  ident: 10.1016/j.ejrh.2022.101255_bib53
  article-title: The effect of time of planting at stake on cocoa seedling survival. Ghana Jnl agc
  publication-title: Sci
– volume: 116
  start-page: 269
  year: 1999
  ident: 10.1016/j.ejrh.2022.101255_bib21
  article-title: A lumped water balance model to evaluate duration and intensity of drought constraints in forest stands
  publication-title: Ecol. Modell.
  doi: 10.1016/S0304-3800(98)00205-1
– volume: 49
  start-page: 7843
  year: 2013
  ident: 10.1016/j.ejrh.2022.101255_bib10
  article-title: Global patterns in base flow index and recession based on streamflow observations from 3394 catchments
  publication-title: Water Resour. Res.
  doi: 10.1002/2013WR013918
– volume: 26
  start-page: 699
  year: 2016
  ident: 10.1016/j.ejrh.2022.101255_bib70
  article-title: Mapping soil texture based on field soil moisture observations at a high temporal resolution in an oasis agricultural area
  publication-title: Pedosphere
  doi: 10.1016/S1002-0160(15)60078-9
– volume: 24
  year: 2019
  ident: 10.1016/j.ejrh.2022.101255_bib24
  article-title: Understanding the Basis of the Curve Number Method for Watershed Models and TMDLs
  publication-title: J. Hydrol. Eng.
  doi: 10.1061/(ASCE)HE.1943-5584.0001755
– volume: 19
  start-page: 425
  year: 2007
  ident: 10.1016/j.ejrh.2022.101255_bib3
  article-title: Ecophysiology of the cacao tree
  publication-title: Braz. J. Plant Physiol.
  doi: 10.1590/S1677-04202007000400011
– volume: 2012
  start-page: 1
  year: 2012
  ident: 10.1016/j.ejrh.2022.101255_bib1
  article-title: Floral phenology of upper amazon cocoa trees: implications for reproduction and productivity of cocoa
  publication-title: ISRN Agron.
  doi: 10.5402/2012/461674
– year: 2014
  ident: 10.1016/j.ejrh.2022.101255_bib18
  article-title: A quasi-global precipitation time series for drought monitoring
  publication-title: U. S. Geol. Surv. Data Ser.
– volume: 2
  start-page: 520
  year: 2009
  ident: 10.1016/j.ejrh.2022.101255_bib37
  article-title: Water use characteristics of cacao and Gliricidia trees in an agroforest in Central Sulawesi, Indonesia
  publication-title: Ecohydrology
  doi: 10.1002/eco.67
– ident: 10.1016/j.ejrh.2022.101255_bib33
– ident: 10.1016/j.ejrh.2022.101255_bib56
– volume: 20
  start-page: 579
  year: 2006
  ident: 10.1016/j.ejrh.2022.101255_bib29
  article-title: A modification to the Soil Conservation Service curve number method for steep slopes in the Loess Plateau of China
  publication-title: Hydrol. Process.
  doi: 10.1002/hyp.5925
– volume: 3
  start-page: 220
  year: 2015
  ident: 10.1016/j.ejrh.2022.101255_bib43
  article-title: From leaf to whole-plant water use efficiency (WUE) in complex canopies: limitations of leaf WUE as a selection target
  publication-title: Crop J.
  doi: 10.1016/j.cj.2015.04.002
– volume: 1
  start-page: 155
  year: 1989
  ident: 10.1016/j.ejrh.2022.101255_bib27
  article-title: The responses of leaf gas exchange and stomatal conductance to air humidity in shade-grown coffee, tea, and cacao plants as compared with sunflower
  publication-title: Rev. Bras. Fisiol. Veg.
– volume: 12
  start-page: 36
  year: 2018
  ident: 10.1016/j.ejrh.2022.101255_bib17
  article-title: Predictability of seasonal precipitation across major crop growing areas in Colombia
  publication-title: Clim. Serv.
  doi: 10.1016/j.cliser.2018.09.001
– volume: 88
  start-page: 63
  year: 2014
  ident: 10.1016/j.ejrh.2022.101255_bib38
  article-title: Cacao trees under different shade tree shelter: effects on water use
  publication-title: Agrofor. Syst.
  doi: 10.1007/s10457-013-9656-3
– ident: 10.1016/j.ejrh.2022.101255_bib65
– volume: 31
  start-page: 17
  year: 1996
  ident: 10.1016/j.ejrh.2022.101255_bib55
  article-title: Computed evapotranspiration of annual and perennial crops at different temporal and spatial scales using published parameter values
  publication-title: Agric. Water Manag.
  doi: 10.1016/0378-3774(95)01235-4
– start-page: 8
  year: 1955
  ident: 10.1016/j.ejrh.2022.101255_bib63
  article-title: The water balance
  publication-title: Publ. Climatol.
– volume: 77
  start-page: 217
  year: 1997
  ident: 10.1016/j.ejrh.2022.101255_bib71
  article-title: A similarity model for representing soil spatial information
  publication-title: Geoderma
  doi: 10.1016/S0016-7061(97)00023-2
– volume: 12
  year: 2017
  ident: 10.1016/j.ejrh.2022.101255_bib26
  article-title: SoilGrids250m: global gridded soil information based on machine learning
  publication-title: PLOS One
  doi: 10.1371/journal.pone.0169748
– volume: 189–190
  start-page: 153
  year: 2012
  ident: 10.1016/j.ejrh.2022.101255_bib52
  article-title: Equal-area spline functions applied to a legacy soil database to create weighted-means maps of soil organic carbon at a continental scale
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2012.05.026
– volume: 649
  start-page: 120
  year: 2019
  ident: 10.1016/j.ejrh.2022.101255_bib6
  article-title: Soil properties and agronomic factors affecting cadmium concentrations in cacao beans: a nationwide survey in Ecuador
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2018.08.292
– volume: 264
  start-page: 301
  year: 2016
  ident: 10.1016/j.ejrh.2022.101255_bib44
  article-title: Digital soil mapping: a brief history and some lessons
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2015.07.017
– volume: 182
  start-page: 147
  year: 2013
  ident: 10.1016/j.ejrh.2022.101255_bib35
  article-title: Geomorphons-a pattern recognition approach to classification and mapping of landforms
  publication-title: Geomorphology
  doi: 10.1016/j.geomorph.2012.11.005
– volume: 16
  start-page: 33
  year: 2002
  ident: 10.1016/j.ejrh.2022.101255_bib16
  article-title: Estimating reference evapotranspiration under inaccurate data conditions
  publication-title: Irrig. Drain. Syst.
  doi: 10.1023/A:1015508322413
– ident: 10.1016/j.ejrh.2022.101255_bib32
– ident: 10.1016/j.ejrh.2022.101255_bib64
– volume: 25
  start-page: 1965
  year: 2005
  ident: 10.1016/j.ejrh.2022.101255_bib28
  article-title: Very high resolution interpolated climate surfaces for global land areas
  publication-title: Int. J. Clim.
  doi: 10.1002/joc.1276
– volume: 84
  start-page: 195
  year: 2005
  ident: 10.1016/j.ejrh.2022.101255_bib73
  article-title: A physiological production model for cocoa (Theobroma cacao): model presentation, validation and application
  publication-title: Agric. Syst.
  doi: 10.1016/j.agsy.2004.06.015
– volume: 70
  start-page: 1569
  year: 2006
  ident: 10.1016/j.ejrh.2022.101255_bib58
  article-title: Soil water characteristic estimates by texture and organic matter for hydrologic solutions
  publication-title: Soil Sci. Soc. Am. J.
  doi: 10.2136/sssaj2005.0117
– volume: 9
  year: 2020
  ident: 10.1016/j.ejrh.2022.101255_bib22
  article-title: Soil organic matter, mitigation of and adaptation to climate change in cocoa-based agroforestry systems
  publication-title: Land
  doi: 10.3390/land9090323
– volume: 150
  start-page: 1079
  year: 2010
  ident: 10.1016/j.ejrh.2022.101255_bib36
  article-title: Throughfall reduction in a cacao agroforest: tree water use and soil water budgeting
  publication-title: Agric. . Meteorol.
  doi: 10.1016/j.agrformet.2010.04.005
– volume: 47
  start-page: 653
  year: 2011
  ident: 10.1016/j.ejrh.2022.101255_bib13
  article-title: The water relations and irrigation requirements of cocoa (Theobroma cacao L.): a review
  publication-title: Exp. Agric.
  doi: 10.1017/S0014479711000421
SSID ssj0001878960
Score 2.2414863
Snippet Sierra Nevada de Santa Marta (SNSM) region of Colombia. This research was conducted as a case study to generate relevant, quantitative information to support...
Study region: Sierra Nevada de Santa Marta (SNSM) region of Colombia. Study focus: This research was conducted as a case study to generate relevant,...
SourceID doaj
crossref
elsevier
SourceType Open Website
Index Database
Publisher
StartPage 101255
SubjectTerms Agriculture
Farmers
Water balance
Water storage
Title Water sufficiency for cacao production in the Sierra Nevada de Santa Marta (SNSM) region, Colombia
URI https://dx.doi.org/10.1016/j.ejrh.2022.101255
https://doaj.org/article/23cfa0e11bdb4471a92f5f6a31caec04
Volume 44
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1NS8NAEF3Ei3oQrYr1iz14UDSY3SSb5FiLpSgWpBV7C7ObXW3BtMRW8N87m00lJ714yWEIu-FN2HmTzLwh5LxSRFG59EQcSy8UnHmgDPOMrafkEJlUVwWyA9F_Du_H0bgx6svWhDl5YAfcDQ-UAV8zJnMZ4kkKKTeRERAwBVo5JVCMeY1kqvq6ksRJWrUIc85CL8KwVHfMuOIuPS3tnwjOrYHbPr9GVKrE-xvBqRFwejtku2aKtOOecJes6aJFtjqvZa2WoVtkox5h_va1R-QLssaSfiwrTQjbUEmRj1IFCmZ07nRd0Qd0UlDkfHSIO5ZAB_oTcqA5GhBioFZVAOjFcDB8vKR2aMOsuKZdPCDf5QT2yah3N-r2vXqAgqcCwRYepnqIjUxNaiCIMXcIJIuM8WMhJMc4FHAZIF2SPgilGIhIRzZDjLWURud5cEDWi1mhDwlF1pha6TnIfQgTHUMYqhDzam2kTmPN2uRqhV82dzIZ2ap-bJpZtDOLdubQbpNbC_HPnVbiujKg47Pa8dlfjm-TaOWgrGYLjgXgUpNfNj_6j82PyaZd0tW1nJD1RbnUp8hOFvKsehHx-vCUfANVGOBt
linkProvider Directory of Open Access Journals
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Water+sufficiency+for+cacao+production+in+the+Sierra+Nevada+de+Santa+Marta+%28SNSM%29+region%2C+Colombia&rft.jtitle=Journal+of+hydrology.+Regional+studies&rft.au=Valencia%2C+Jefferson&rft.au=Frankenberger%2C+Jane&rft.au=Cherkauer%2C+Keith&rft.au=Mart%C3%ADn-L%C3%B3pez%2C+Javier+M.&rft.date=2022-12-01&rft.pub=Elsevier+B.V&rft.issn=2214-5818&rft.eissn=2214-5818&rft.volume=44&rft_id=info:doi/10.1016%2Fj.ejrh.2022.101255&rft.externalDocID=S2214581822002683
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2214-5818&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2214-5818&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2214-5818&client=summon