Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru

Descripción del Articulo

Generating agricultural suitability analyses that are objective, consistent, and accessible through digital platforms remains a technical and methodological challenge, creating an information gap for certain stakeholders. To address this issue, we assessed the territorial suitability of the Cajamarc...

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Detalles Bibliográficos
Autores: Gómez Fernández, Darwin, Atalaya Marin, Nilton, Arce Inga, Marielita, Tineo Flores, Daniel, Fernandez Jibaja, Jorge Antonio, Taboada Mitma, Víctor Hugo, Cabrera Hoyos, Héctor Antonio, Cruz Luis, Juancarlos Alejandro, Goñas Goñas, Malluri
Formato: artículo
Fecha de Publicación:2025
Institución:Instituto Nacional de Innovación Agraria
Repositorio:INIA-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.inia.gob.pe:20.500.12955/2965
Enlace del recurso:http://hdl.handle.net/20.500.12955/2965
https://doi.org/10.1016/j.ecoinf.2025.103440
Nivel de acceso:acceso abierto
Materia:Territorial zoning
Land suitability
Analytical hierarchy
Remote sensing
Google earth engine
Cajamarca
Zonificación territorial
Aptitud del suelo
Jerarquía analítica
Teledetección
Motor de Google Earth
https://purl.org/pe-repo/ocde/ford#4.01.06
Café; Coffee; Theobroma cacao; Perú; Peru; Agricultura sostenible; Sustainable agricultura; Sistema de información geográfica; GIS
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network_name_str INIA-Institucional
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dc.title.none.fl_str_mv Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru
title Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru
spellingShingle Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru
Gómez Fernández, Darwin
Territorial zoning
Land suitability
Analytical hierarchy
Remote sensing
Google earth engine
Cajamarca
Zonificación territorial
Aptitud del suelo
Jerarquía analítica
Teledetección
Motor de Google Earth
https://purl.org/pe-repo/ocde/ford#4.01.06
Café; Coffee; Theobroma cacao; Perú; Peru; Agricultura sostenible; Sustainable agricultura; Sistema de información geográfica; GIS
title_short Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru
title_full Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru
title_fullStr Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru
title_full_unstemmed Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru
title_sort Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru
author Gómez Fernández, Darwin
author_facet Gómez Fernández, Darwin
Atalaya Marin, Nilton
Arce Inga, Marielita
Tineo Flores, Daniel
Fernandez Jibaja, Jorge Antonio
Taboada Mitma, Víctor Hugo
Cabrera Hoyos, Héctor Antonio
Cruz Luis, Juancarlos Alejandro
Goñas Goñas, Malluri
author_role author
author2 Atalaya Marin, Nilton
Arce Inga, Marielita
Tineo Flores, Daniel
Fernandez Jibaja, Jorge Antonio
Taboada Mitma, Víctor Hugo
Cabrera Hoyos, Héctor Antonio
Cruz Luis, Juancarlos Alejandro
Goñas Goñas, Malluri
author2_role author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Gómez Fernández, Darwin
Atalaya Marin, Nilton
Arce Inga, Marielita
Tineo Flores, Daniel
Fernandez Jibaja, Jorge Antonio
Taboada Mitma, Víctor Hugo
Cabrera Hoyos, Héctor Antonio
Cruz Luis, Juancarlos Alejandro
Goñas Goñas, Malluri
dc.subject.none.fl_str_mv Territorial zoning
Land suitability
Analytical hierarchy
Remote sensing
Google earth engine
Cajamarca
Zonificación territorial
Aptitud del suelo
Jerarquía analítica
Teledetección
Motor de Google Earth
topic Territorial zoning
Land suitability
Analytical hierarchy
Remote sensing
Google earth engine
Cajamarca
Zonificación territorial
Aptitud del suelo
Jerarquía analítica
Teledetección
Motor de Google Earth
https://purl.org/pe-repo/ocde/ford#4.01.06
Café; Coffee; Theobroma cacao; Perú; Peru; Agricultura sostenible; Sustainable agricultura; Sistema de información geográfica; GIS
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#4.01.06
dc.subject.agrovoc.none.fl_str_mv Café; Coffee; Theobroma cacao; Perú; Peru; Agricultura sostenible; Sustainable agricultura; Sistema de información geográfica; GIS
description Generating agricultural suitability analyses that are objective, consistent, and accessible through digital platforms remains a technical and methodological challenge, creating an information gap for certain stakeholders. To address this issue, we assessed the territorial suitability of the Cajamarca region for coffee and cocoa cultivation using 18 subcriteria grouped into climatic, edaphological, topographic, and socioeconomic categories. To reduce subjectivity and improve consistency in variable comparisons, we applied multicriteria evaluation techniques, including the analytical hierarchy process (AHP) and Shannon entropy method. On the basis of the resulting weights, suitability models were generated using two approaches: one based on threshold reclassification and another using continuous suitability functions. Both approaches were validated using 3886 presence points for coffee and 671 for cocoa. The continuous approach demonstrated a greater ability to capture internal variability and spatial transitions, with greater dispersion and significant differences between classes. The most influential subcriteria for coffee were annual mean temperature, soil texture, elevation, and land use/land cover (LULC); for cocoa, they were annual mean temperature, soil pH, elevation, and LULC. In key districts, up to 59.8 % of the territory was classified as highly suitable, highlighting localized production potential. Finally, the results were integrated into the Suitability Watch Cajamarca application, developed in the Google Earth Engine, enabling interactive inspection of spatial suitability. This tool aims to support evidence-based agricultural planning and is intended for national scaling to other strategic crops.
publishDate 2025
dc.date.accessioned.none.fl_str_mv 2025-12-30T18:16:09Z
dc.date.available.none.fl_str_mv 2025-12-30T18:16:09Z
dc.date.issued.fl_str_mv 2025-09-25
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.citation.none.fl_str_mv Gómez Fernández, D., Atalaya Marin, N., Arce Inga, M., Tineo, D., Fernandez Jibaja, J. A., Taboada Mitma, V. H., Cabrera Hoyos, H., Cruz Luis, J., & Goñas Goñas, M. (2025). Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru. Ecological Informatics, 92, 103440. https://doi.org/10.1016/j.ecoinf.2025.103440
dc.identifier.issn.none.fl_str_mv 1574-9541
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12955/2965
dc.identifier.doi.none.fl_str_mv https://doi.org/10.1016/j.ecoinf.2025.103440
identifier_str_mv Gómez Fernández, D., Atalaya Marin, N., Arce Inga, M., Tineo, D., Fernandez Jibaja, J. A., Taboada Mitma, V. H., Cabrera Hoyos, H., Cruz Luis, J., & Goñas Goñas, M. (2025). Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru. Ecological Informatics, 92, 103440. https://doi.org/10.1016/j.ecoinf.2025.103440
1574-9541
url http://hdl.handle.net/20.500.12955/2965
https://doi.org/10.1016/j.ecoinf.2025.103440
dc.language.iso.none.fl_str_mv eng
language eng
dc.relation.ispartof.none.fl_str_mv urn:issn:1574-9541
dc.relation.ispartofseries.none.fl_str_mv Ecological Informatics
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.uri.none.fl_str_mv https://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by-nc-nd/4.0/
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Elsevier B.V.
dc.publisher.country.none.fl_str_mv PE
publisher.none.fl_str_mv Elsevier B.V.
dc.source.none.fl_str_mv Instituto Nacional de Innovación Agraria
reponame:INIA-Institucional
instname:Instituto Nacional de Innovación Agraria
instacron:INIA
instname_str Instituto Nacional de Innovación Agraria
instacron_str INIA
institution INIA
reponame_str INIA-Institucional
collection INIA-Institucional
dc.source.uri.none.fl_str_mv Repositorio Institucional - INIA
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spelling Gómez Fernández, DarwinAtalaya Marin, NiltonArce Inga, MarielitaTineo Flores, DanielFernandez Jibaja, Jorge AntonioTaboada Mitma, Víctor HugoCabrera Hoyos, Héctor AntonioCruz Luis, Juancarlos AlejandroGoñas Goñas, Malluri2025-12-30T18:16:09Z2025-12-30T18:16:09Z2025-09-25Gómez Fernández, D., Atalaya Marin, N., Arce Inga, M., Tineo, D., Fernandez Jibaja, J. A., Taboada Mitma, V. H., Cabrera Hoyos, H., Cruz Luis, J., & Goñas Goñas, M. (2025). Territorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peru. Ecological Informatics, 92, 103440. https://doi.org/10.1016/j.ecoinf.2025.1034401574-9541http://hdl.handle.net/20.500.12955/2965https://doi.org/10.1016/j.ecoinf.2025.103440Generating agricultural suitability analyses that are objective, consistent, and accessible through digital platforms remains a technical and methodological challenge, creating an information gap for certain stakeholders. To address this issue, we assessed the territorial suitability of the Cajamarca region for coffee and cocoa cultivation using 18 subcriteria grouped into climatic, edaphological, topographic, and socioeconomic categories. To reduce subjectivity and improve consistency in variable comparisons, we applied multicriteria evaluation techniques, including the analytical hierarchy process (AHP) and Shannon entropy method. On the basis of the resulting weights, suitability models were generated using two approaches: one based on threshold reclassification and another using continuous suitability functions. Both approaches were validated using 3886 presence points for coffee and 671 for cocoa. The continuous approach demonstrated a greater ability to capture internal variability and spatial transitions, with greater dispersion and significant differences between classes. The most influential subcriteria for coffee were annual mean temperature, soil texture, elevation, and land use/land cover (LULC); for cocoa, they were annual mean temperature, soil pH, elevation, and LULC. In key districts, up to 59.8 % of the territory was classified as highly suitable, highlighting localized production potential. Finally, the results were integrated into the Suitability Watch Cajamarca application, developed in the Google Earth Engine, enabling interactive inspection of spatial suitability. This tool aims to support evidence-based agricultural planning and is intended for national scaling to other strategic crops.This research was financed by the Instituto Nacional de Innovación Agraria (INIA) through the Investment Project with CUI N° 2472675 titled: "Mejoramiento de los servicios de investigación y transferencia de tecnología agraria en la estación agraria experimental Baños del Inca en la localidad de Baños del Inca del distrito de Baños del Inca – provincia de Cajamarca - departamento de Cajamarca."application/pdfengElsevier B.V.PEurn:issn:1574-9541Ecological Informaticsinfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-nd/4.0/Instituto Nacional de Innovación Agrariareponame:INIA-Institucionalinstname:Instituto Nacional de Innovación Agrariainstacron:INIARepositorio Institucional - INIATerritorial zoningLand suitabilityAnalytical hierarchyRemote sensingGoogle earth engineCajamarcaZonificación territorialAptitud del sueloJerarquía analíticaTeledetecciónMotor de Google Earthhttps://purl.org/pe-repo/ocde/ford#4.01.06Café; Coffee; Theobroma cacao; Perú; Peru; Agricultura sostenible; Sustainable agricultura; Sistema de información geográfica; GISTerritorial zoning as a strategy for sustainable natural resource management in Cajamarca, Northwestern Peruinfo:eu-repo/semantics/articleORIGINALGomez_et-al_2025_territorial zoning_sustainable_cajamarca.pdfGomez_et-al_2025_territorial zoning_sustainable_cajamarca.pdfapplication/pdf32272441https://repositorio.inia.gob.pe/bitstreams/69b4d5b0-6099-49ab-bb60-cde9aba9e5f2/download0541ed0c0a83fe46fa17a961ab6f48f0MD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81792https://repositorio.inia.gob.pe/bitstreams/a11e3cc4-e825-4ffc-b4c7-5318cf5500ab/downloada1dff3722e05e29dac20fa1a97a12ccfMD5220.500.12955/2965oai:repositorio.inia.gob.pe:20.500.12955/29652025-12-30 13:16:09.186https://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.inia.gob.peRepositorio Institucional INIArepositorio@inia.gob.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