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...
| Autores: | , , , , , , , , |
|---|---|
| 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 |
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| 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 |
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urn:issn:1999-4907 |
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Forests |
| dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess |
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http://creativecommons.org/licenses/by/4.0/ |
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openAccess |
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http://creativecommons.org/licenses/by/4.0/ |
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application/pdf |
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MDPI |
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CH |
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MDPI |
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Instituto Nacional de Innovación Agraria |
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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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 |
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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).
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).