Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru

Descripción del Articulo

Romerillo (Retrophyllum rospigliosii), a vulnerable conifer native to the cloud forests of Cajamarca, Peru, persists in small remnants at high altitudes in San Ignacio province, where its integration into agroforestry systems may support both conservation and sustainable production. This study aimed...

Descripción completa

Detalles Bibliográficos
Autores: Oblitas Troyes, Jhon Franklin, Ocaña Zúñiga, Candy Lisbeth, Quiñones Huatangari, Lenin, Sánchez Fuentes, Teiser, Atalaya Marin, Nilton, Gómez Fernández, Darwin, Taboada Mitma, Víctor Hugo, Tineo Flores, Daniel, Goñas Goñas, Malluri
Formato: artículo
Fecha de Publicación:2026
Institución:Instituto Nacional de Innovación Agraria
Repositorio:INIA-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.inia.gob.pe:20.500.12955/3044
Enlace del recurso:http://hdl.handle.net/20.500.12955/3044
https://doi.org/10.3390/f17020255
Nivel de acceso:acceso abierto
Materia:Podocarpaceae
Native species
Survival
Growth models
Cloud forests
Especies nativas
Supervivencia
Modelos de crecimiento
Bosques de neblina
https://purl.org/pe-repo/ocde/ford#4.01.00
Agroforestería; Agroforesty; Altitud; Altitude; Bosques; Forests; Biomasa; Biomass; Coffea arabica
id INIA_74ea3f255f52c7ec2b40cac352ac8b38
oai_identifier_str oai:repositorio.inia.gob.pe:20.500.12955/3044
network_acronym_str INIA
network_name_str INIA-Institucional
repository_id_str 4830
dc.title.none.fl_str_mv Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru
title Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru
spellingShingle Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru
Oblitas Troyes, Jhon Franklin
Podocarpaceae
Native species
Survival
Growth models
Cloud forests
Especies nativas
Supervivencia
Modelos de crecimiento
Bosques de neblina
https://purl.org/pe-repo/ocde/ford#4.01.00
Agroforestería; Agroforesty; Altitud; Altitude; Bosques; Forests; Biomasa; Biomass; Coffea arabica
title_short Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru
title_full Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru
title_fullStr Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru
title_full_unstemmed Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru
title_sort Mathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peru
author Oblitas Troyes, Jhon Franklin
author_facet Oblitas Troyes, Jhon Franklin
Ocaña Zúñiga, Candy Lisbeth
Quiñones Huatangari, Lenin
Sánchez Fuentes, Teiser
Atalaya Marin, Nilton
Gómez Fernández, Darwin
Taboada Mitma, Víctor Hugo
Tineo Flores, Daniel
Goñas Goñas, Malluri
author_role author
author2 Ocaña Zúñiga, Candy Lisbeth
Quiñones Huatangari, Lenin
Sánchez Fuentes, Teiser
Atalaya Marin, Nilton
Gómez Fernández, Darwin
Taboada Mitma, Víctor Hugo
Tineo Flores, Daniel
Goñas Goñas, Malluri
author2_role author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Oblitas Troyes, Jhon Franklin
Ocaña Zúñiga, Candy Lisbeth
Quiñones Huatangari, Lenin
Sánchez Fuentes, Teiser
Atalaya Marin, Nilton
Gómez Fernández, Darwin
Taboada Mitma, Víctor Hugo
Tineo Flores, Daniel
Goñas Goñas, Malluri
dc.subject.none.fl_str_mv Podocarpaceae
Native species
Survival
Growth models
Cloud forests
Especies nativas
Supervivencia
Modelos de crecimiento
Bosques de neblina
topic Podocarpaceae
Native species
Survival
Growth models
Cloud forests
Especies nativas
Supervivencia
Modelos de crecimiento
Bosques de neblina
https://purl.org/pe-repo/ocde/ford#4.01.00
Agroforestería; Agroforesty; Altitud; Altitude; Bosques; Forests; Biomasa; Biomass; Coffea arabica
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#4.01.00
dc.subject.agrovoc.none.fl_str_mv Agroforestería; Agroforesty; Altitud; Altitude; Bosques; Forests; Biomasa; Biomass; Coffea arabica
description Romerillo (Retrophyllum rospigliosii), a vulnerable conifer native to the cloud forests of Cajamarca, Peru, persists in small remnants at high altitudes in San Ignacio province, where its integration into agroforestry systems may support both conservation and sustainable production. This study aimed to model the growth of R. rospigliosii associated with coffee (Coffea arabica L.) using diameter and height as indicators. Field data were collected over 18 months in two experimental plots and the study analyzed 329 individuals selected from 600 initially planted, with monthly monitoring to evaluate early growth and survival dynamics. The data were analyzed with nonlinear mathematical models, including Schumacher, Chapman–Richards, and Weibull, with model selection based on goodness-of-fit and prediction statistics such as R², AIC, and BIC. Results showed that Schumacher provided the best performance for height (R² = 0.98, AIC = 27,978.54), while Weibull (R² = 0.80, AIC = 27,204.63) and Chapman–Richards (R² = 0.80, AIC = 27,207.97) also yielded consistent estimates. For diameter, Schumacher was the most accurate (R² = 0.92, AIC = 2627.87). Survival analysis revealed significant differences between plots (p = 0.011), with higher survival at 1820 m (87.8% at 18 months) compared to 1540 m (77.3%). These findings indicate that the Schumacher model is most suitable for growth estimation, while altitude plays a critical role in survival, underscoring its importance in establishing R. rospigliosii within coffee-based agroforestry systems.
publishDate 2026
dc.date.accessioned.none.fl_str_mv 2026-03-06T15:34:57Z
dc.date.available.none.fl_str_mv 2026-03-06T15:34:57Z
dc.date.issued.fl_str_mv 2026-02-14
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.citation.none.fl_str_mv Oblitas-Troyes, J. F., Ocaña-Zúñiga, C. L., Quiñones-Huatangari, L., Sánchez-Fuentes, T., Atalaya-Marin, N., Gómez-Fernández, D., Taboada-Mitma, V. H., Tineo, D., & Goñas, M. (2026). Mathematical models for studying growth of Retrophyllum rospigliosii in agroforestry systems with coffee: A case study in northern Peru. Forests, 17(2), 255. https://doi.org/10.3390/f17020255
dc.identifier.issn.none.fl_str_mv 1999-4907
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12955/3044
dc.identifier.doi.none.fl_str_mv https://doi.org/10.3390/f17020255
identifier_str_mv Oblitas-Troyes, J. F., Ocaña-Zúñiga, C. L., Quiñones-Huatangari, L., Sánchez-Fuentes, T., Atalaya-Marin, N., Gómez-Fernández, D., Taboada-Mitma, V. H., Tineo, D., & Goñas, M. (2026). Mathematical models for studying growth of Retrophyllum rospigliosii in agroforestry systems with coffee: A case study in northern Peru. Forests, 17(2), 255. https://doi.org/10.3390/f17020255
1999-4907
url http://hdl.handle.net/20.500.12955/3044
https://doi.org/10.3390/f17020255
dc.language.iso.none.fl_str_mv eng
language eng
dc.relation.ispartof.none.fl_str_mv urn:issn:1999-4907
dc.relation.ispartofseries.none.fl_str_mv Forests
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.uri.none.fl_str_mv http://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by/4.0/
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv MDPI
dc.publisher.country.none.fl_str_mv CH
publisher.none.fl_str_mv MDPI
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
bitstream.url.fl_str_mv https://repositorio.inia.gob.pe/bitstreams/8256e20f-8329-4e95-af8e-7ef3d74aa122/download
https://repositorio.inia.gob.pe/bitstreams/05e724e4-d2d5-4ca9-a4f5-ee0c0dee4733/download
https://repositorio.inia.gob.pe/bitstreams/ddd209f8-0b4c-45eb-b3c3-617aa51d063e/download
bitstream.checksum.fl_str_mv a1dff3722e05e29dac20fa1a97a12ccf
263db71692bf4b47cf1f2938dc52b131
0e47c2ae11730b7056bc213162d50958
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
repository.name.fl_str_mv Repositorio Institucional INIA
repository.mail.fl_str_mv repositorio@inia.gob.pe
_version_ 1865674961785454592
spelling Oblitas Troyes, Jhon FranklinOcaña Zúñiga, Candy LisbethQuiñones Huatangari, LeninSánchez Fuentes, TeiserAtalaya Marin, NiltonGómez Fernández, DarwinTaboada Mitma, Víctor HugoTineo Flores, DanielGoñas Goñas, Malluri2026-03-06T15:34:57Z2026-03-06T15:34:57Z2026-02-14Oblitas-Troyes, J. F., Ocaña-Zúñiga, C. L., Quiñones-Huatangari, L., Sánchez-Fuentes, T., Atalaya-Marin, N., Gómez-Fernández, D., Taboada-Mitma, V. H., Tineo, D., & Goñas, M. (2026). Mathematical models for studying growth of Retrophyllum rospigliosii in agroforestry systems with coffee: A case study in northern Peru. Forests, 17(2), 255. https://doi.org/10.3390/f170202551999-4907http://hdl.handle.net/20.500.12955/3044https://doi.org/10.3390/f17020255Romerillo (Retrophyllum rospigliosii), a vulnerable conifer native to the cloud forests of Cajamarca, Peru, persists in small remnants at high altitudes in San Ignacio province, where its integration into agroforestry systems may support both conservation and sustainable production. This study aimed to model the growth of R. rospigliosii associated with coffee (Coffea arabica L.) using diameter and height as indicators. Field data were collected over 18 months in two experimental plots and the study analyzed 329 individuals selected from 600 initially planted, with monthly monitoring to evaluate early growth and survival dynamics. The data were analyzed with nonlinear mathematical models, including Schumacher, Chapman–Richards, and Weibull, with model selection based on goodness-of-fit and prediction statistics such as R², AIC, and BIC. Results showed that Schumacher provided the best performance for height (R² = 0.98, AIC = 27,978.54), while Weibull (R² = 0.80, AIC = 27,204.63) and Chapman–Richards (R² = 0.80, AIC = 27,207.97) also yielded consistent estimates. For diameter, Schumacher was the most accurate (R² = 0.92, AIC = 2627.87). Survival analysis revealed significant differences between plots (p = 0.011), with higher survival at 1820 m (87.8% at 18 months) compared to 1540 m (77.3%). These findings indicate that the Schumacher model is most suitable for growth estimation, while altitude plays a critical role in survival, underscoring its importance in establishing R. rospigliosii within coffee-based agroforestry systems.The authors thank the Instituto Nacional de Innovación Agraria (INIA) through the Investment Project with CUI No. 2472675 entitled: "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", which funded the execution of this research.application/pdfengMDPICHurn:issn:1999-4907Forestsinfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by/4.0/Instituto Nacional de Innovación Agrariareponame:INIA-Institucionalinstname:Instituto Nacional de Innovación Agrariainstacron:INIARepositorio Institucional - INIAPodocarpaceaeNative speciesSurvivalGrowth modelsCloud forestsEspecies nativasSupervivenciaModelos de crecimientoBosques de neblinahttps://purl.org/pe-repo/ocde/ford#4.01.00Agroforestería; Agroforesty; Altitud; Altitude; Bosques; Forests; Biomasa; Biomass; Coffea arabicaMathematical Models for Studying Growth of Retrophyllum rospigliosii in Agroforestry Systems with Coffee: A Case Study in Northern Peruinfo:eu-repo/semantics/articleLICENSElicense.txtlicense.txttext/plain; charset=utf-81792https://repositorio.inia.gob.pe/bitstreams/8256e20f-8329-4e95-af8e-7ef3d74aa122/downloada1dff3722e05e29dac20fa1a97a12ccfMD51ORIGINALOblitas-Troyes_et-al_2026_Retrophyllum_rospigliosii_agroforestry.pdfOblitas-Troyes_et-al_2026_Retrophyllum_rospigliosii_agroforestry.pdfapplication/pdf8334425https://repositorio.inia.gob.pe/bitstreams/05e724e4-d2d5-4ca9-a4f5-ee0c0dee4733/download263db71692bf4b47cf1f2938dc52b131MD52THUMBNAILOblitas-Troyes_et-al_2026_Retrophyllum_rospigliosii_agroforestry_carátula.jpgimage/jpeg173095https://repositorio.inia.gob.pe/bitstreams/ddd209f8-0b4c-45eb-b3c3-617aa51d063e/download0e47c2ae11730b7056bc213162d50958MD5320.500.12955/3044oai:repositorio.inia.gob.pe:20.500.12955/30442026-03-23 15:56:38.335http://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.inia.gob.peRepositorio Institucional INIArepositorio@inia.gob.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
score 13.411838
Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).