Pure stands of Spain
Status:
Stable| Version:v1.0.0(2026-08-28)
General description
- Description: Distance-independent individual-tree growth model for pure stands in Spain
- Target Species: Pinus sylvestris, Pinus uncinata, Pinus pinea, Pinus halepensis, Pinus nigra, Pinus pinaster, Pinus canariensis, Pinus radiata, Abies alba, Juniperus thurifera, Quercus robur, Quercus petraea, Quercus pyrenaica, Quercus faginea, Quercus ilex, Quercus suber, Populus nigra, Eucalyptus globulus, Eucalyptus camaldulensis, Fagus sylvatica, Castanea sativa, Quercus pubescens, Populus x canadensis, Betula alba (codes:
21, 22, 23, 24, 25, 26, 27, 28, 31, 38, 41, 42, 43, 44, 45, 46, 58, 61, 62, 71, 72, 243, 258, 273) - Application Region: Spain
Technical characteristics
- Model Level: Individual tree
- Allows Projection: Yes
- Projection Time Step: 1, 2, 3, 4, 5, 10 years
- Notes: Projection age not defined, although periods over 10 years are not recommended.
To view the step-by-step sequence of initialization, projection, and harvest, see the individual-tree model calculation flow diagram.
Required variables
To run this model in SIMANFOR, the initial inventory must include the following minimum data:
Plot level (Plots sheet)
- Inventory and plot IDs
- province (NFI volume)
- biogeographical region, specific composition and stand origin (for initial heights if not included)
Tree level (Trees sheet)
- Inventory, plot and tree IDs
- species
- expansion factor
- dbh
- quality and special parameters (see documentation)
Sample inventories
You can download the following sample inventories in Excel format to test this model:
Modules and equations
Breakdown of simulated biological processes and their methodological references:
- Site index / Stand productivity: Aguirre et al. (2022)
- Growth: Aguirre et al. (2026)
- Height-diameter relationship / height estimation: Vázquez-Veloso et al. (2025)
- Tree volume and taper: Badía et al. (2001), Calama & Montero (2006), Fernández-Manso & Sarmiento (2004), Rodríguez et al. (2015), López-Sánchez (2009), Manrique-González et al. (2017), Rodríguez (2009), MITECO (), MITECO (2025)
- Biomass: Diéguez-Aranda et al. (2009), Manrique González et al. (2017), Montero et al. (2005), Ruiz-Peinado et al. (2011), Ruiz-Peinado et al. (2012)
- Carbon content: Castaño-Santamaría & Bravo (2012), Diéguez-Aranda et al. (2009), Herrero de Aza et al. (2011), Montero et al. (2005), Telmo et al. (2010)
- Diversity indexes: Omoro et al. (2010), Simpson (1949), Ulanowicz (2001), Bray & Curtis (1957)
- Structural and size indexes: Varga et al. (2005), Moreno-Fernández & others (2025), Barbeito (2009)
References and documentation
- How to Cite this Model:
SIMANFOR, 2026. Distance-independent individual-tree growth model for pure stands in Spain (v1.0.0). https://www.simanfor.es
- SIMANFOR Citation:
Bravo, F., Ordóñez, C., Vázquez-Veloso, A., Michalakopoulos, S., 2025. SIMANFOR cloud Decision Support System: Structure, content, and applications. Ecological Modelling 499, 110912. https://doi.org/10.1016/j.ecolmodel.2024.110912
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Technical Documentation: SIMANFOR Models Repository (GitHub)
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Model Bibliography:
- MITECO (). 3er INVENTARIO FORESTAL NACIONAL. DESCRIPCIÓN DE LOS CÓDIGOS DE LA BASE DE DATOS DE SIG. https://www.miteco.gob.es/content/dam/miteco/es/biodiversidad/servicios/banco-datos-naturaleza/documentador_bdsig_ifn3_tcm30-293905.pdf
- MITECO (2025). CUARTO INVENTARIO FORESTAL NACIONAL. Descripción de los códigos de la base de datos Sig. https://www.miteco.gob.es/content/dam/miteco/es/biodiversidad/temas/inventarios-nacionales/documentador_sig_tcm30-536622.pdf
- Aguirre, Ana, Cañellas, Isabel, Adame, Patricia, Moreno-Fernández, Daniel, Condés, Sonia, Alberdi, Icíar (2026). Refining current annual volume increment estimation for forest tree species in Spain. Forest Systems, 34(3), 21004. 10.5424/fs/2025343-21004
- Aguirre, Ana, Moreno-Fernández, Daniel, Alberdi, Iciar, Hernández, Laura, Adame, Patricia, Cañellas, Isabel, Montes, Fernando (2022). Mapping forest site quality at national level. Forest Ecology and Management, 508, 120043. 10.1016/j.foreco.2022.120043
- Badía, M, Rodríguez-Puerta, F, Broto, M (2001). Modelos del perfil del árbol. Aplicación al pino radiata (Pinus radiata D. Don.). https://secforestales.org/publicaciones/index.php/congresos_forestales/article/view/15722/15565
- Barbeito, I. (2009). Natural regeneration dynamics of Pinus sylvestris L. in Central Spain.
- Bray, J. R., Curtis, J. T. (1957). An Ordination of the Upland Forest Communities of Southern Wisconsin. Ecological Monographs.
- Calama, R., Montero, G. (2006). Stand and tree-level variability on stem form and tree volume in Pinus pinea L.: A multilevel random components approach. Forest Systems, 15(1), 24-41. 10.5424/srf/2006151-00951
- Castaño-Santamaría, J., Bravo, F. (2012). Variation in carbon concentration and basic density along stems of sessile oak (Quercus petraea (Matt.) Liebl.) and Pyrenean oak (Quercus pyrenaica Willd.) in the Cantabrian Range (NW Spain). Annals of Forest Science, 69, 663-672. 10.1007/s13595-012-0183-6
- Diéguez-Aranda, U., Álvarez González, J.G., Balboa-Murias, M.A., Barrio-Anta, M., Castedo-Dorado, F., Crecente-Campo, F., González González, J.M., Gorgoso Varela, J.J., López-Sánchez, C.A., Pérez-Cruzado, C., Rodríguez Soalleiro, R., Rojo Alboreca, A., Sánchez Rodríguez, F. (2009). Herramientas selvícolas para la gestión forestal sostenible en Galicia. Consellería do Medio Rural, Xunta de Galicia. https://www.researchgate.net/publication/305443573_Herramientas_selvicolas_para_la_gestion_forestal_sostenible_en_Galicia
- Fernández-Manso, A., Sarmiento, A. (2004). El pino radiata (Pinus radiata). Manual de gestión forestal sostenible. Junta de Castilla y León. https://medioambiente.jcyl.es/web/jcyl/MedioAmbiente/es/Plantilla100Detalle/1284827598811/Publicacion/1284851126859/Redaccion
- Herrero de Aza, C., Turrión, M. B., Pando, V., others (2011). Carbon in heartwood, sapwood and bark along the stem profile in three Mediterranean Pinus species. Annals of Forest Science, 68, 1067. 10.1007/s13595-011-0122-y
- López-Sánchez, C.A. (2009). Estado selvícola y modelos de crecimiento y gestión de plantaciones de Pseudotsuga menziesii (Mirb.) Franco en España. Universidad de Santiago de Compostela,
- Manrique-González, J., Bravo, F., del Peso, C., Herrero, C., Rodríguez, F. (2017). Ecuaciones de perfil para las especies de roble albar (Quercus petraea (Matt.) Liebl.) y rebollo (Quercus pyrenaica Willd) en la comarca de la “Castillería” en el Norte de la provincia de Palencia. http://7cfe.congresoforestal.es/sites/default/files/comunicaciones/776.pdf
- Manrique González, J M, Bravo, F, Del Peso, C, Herrero De Aza, C (2017). Ecuaciones de biomasa para roble albar (Quercus petraea (Matt.) Liebl.) y rebollo (Quercus pyrenaica Willd) en la comarca de la “Castillería” en el Norte de la provincia de Palencia. https://7cfe.congresoforestal.es/sites/default/files/comunicaciones/772.pdf
- Montero, G, Ruiz-Peinado, R, Muñoz (2005). Producción de biomasa y fijación de CO2 por los bosques españoles.. Monografías INIA: Serie Forestal no, 13. https://gregoriomontero.files.wordpress.com/2016/09/2005-01-monografc3ada-forestal-13-m-produccic3b3n-de-biomasa-y-fijacic3b3n-de-co2-por-los-bosques-espac3b1oles.pdf
- Moreno-Fernández, D., others (2025). Structural diversity indices in managed forests.
- Omoro, L. M. A., Starr, M., Pellikka, P. K. E. (2010). Tree biomass and soil carbon stocks in Taita Hills, Kenya. African Journal of Ecology.
- Rodríguez, F. (2009). Cuantificación de productos forestales en la planificación forestal: Análisis de casos con cubiFOR. https://secforestales.org/publicaciones/index.php/congresos_forestales/article/view/17189/17024
- Rodríguez, Francisco, Lizarralde, Iñigo, Bravo, Felipe (2015). Comparison of stem taper equations for eight major tree species in the Spanish Plateau. Forest Systems, 24(3), e034. 10.5424/fs/2015243-06229
- Ruiz-Peinado, R., Montero, G., Del Rio, M. (2012). Biomass models to estimate carbon stocks for hardwood tree species. Forest Systems, 21(1), 42. 10.5424/fs/2112211-02193
- Ruiz-Peinado, Ricardo, Del Rio, Miren, Montero, Gregorio (2011). New models for estimating the carbon sink capacity of Spanish softwood species. Forest Systems, 20(1), 176-188. 10.5424/fs/2011201-11643
- Simpson, E. H. (1949). Measurement of Diversity. Nature, 163, 688.
- Telmo, C., Lousada, J., Moreira, N. (2010). Proximate analysis, backwards stepwise regression between gross calorific value, ultimate and chemical analysis of wood. Bioresource Technology, 101(11), 3808-3815. 10.1016/j.biortech.2010.01.021
- Ulanowicz, R. E. (2001). Information theory in ecology. Computers & Chemistry.
- Varga, P., Chen, H. Y., Klinka, K. (2005). Tree-size diversity in progression of stand development in Douglas-fir forests. Forest Ecology and Management.
- Vázquez-Veloso, Aitor, Yang, Sheng-I, Bullock, Bronson P., Bravo, Felipe (2025). One model to rule them all: A nationwide height–diameter model for 91 Spanish forest species. Forest Ecology and Management, 595, 122981. 10.1016/j.foreco.2025.122981