An empirical ecological-type model for predicting stone pine (Pinus pinea L.) cone production in the Northern Plateau (Spain)

被引:47
|
作者
Calama, Rafael [1 ]
Gordo, Fco. Javier [2 ]
Mutke, Sven [1 ]
Montero, Gregorio [1 ]
机构
[1] INIA, CIFOR, Madrid 28040, Spain
[2] Serv Territorial Med Ambiente, Valladolid 47001, Spain
关键词
non-wood forest product; cone production; ecological-type model; stone pine; mixed model;
D O I
10.1016/j.foreco.2007.09.079
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
Data from a 10 year series of cone production taken from 755 trees were used to model individual cone production in stone pine (Pinus pinea L.) stands in the Northern Inland Plateau of Spain following three different approaches. The first step was the construction of a silvicultural model, including typical forest growth covariates as tree size, stand density, site index and distance independent competition indices. Remaining between-plot variability was related with ecological attributes, as winter rainfall and altitude, resulting in a hybrid model. The third approach attempted to develop an ecological-type based model by considering a previous stratification of stone pine forests based on altitude, soil, geology and climate characteristics. The best model in terms of likelihood, bias and accuracy on predictions was the ecological-type one, producing unbiased marginal estimates for the main part of the territory with an efficiency reaching up to 39%. Due to the hierarchical structure of data set, proposed model was formulated as a multilevel mixed model. Stochastic formulation allows simulating cone production under different changing scenarios and describing real distribution of cone production within a given stand. Developed model constitutes the cone yield module for PINEA2, an integrated single tree model for the management of stone pine stands within the northern Plateau of Spain. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:660 / 673
页数:14
相关论文
共 50 条
  • [31] Variability of stone pine (Pinus pinea L.) fruit traits impacting pine nut yield
    Verónica Loewe-Muñoz
    Mónica Balzarini
    Claudia Delard
    Andrea Álvarez
    Annals of Forest Science, 2019, 76
  • [32] Growth of Stone pine (Pinus pinea L.) European provenances in central Chile
    Loewe Munoz, Veronica
    Balzarini, Monica
    Delard Rodriguez, Claudia
    Alvarez Contreras, Andrea
    Maria Navarro-Cerrillo, Rafael
    IFOREST-BIOGEOSCIENCES AND FORESTRY, 2017, 10 : 64 - 69
  • [33] Effects of stone pine (Pinus pinea L.) plantation spacing on initial growth and conelet entry into production
    Verónica Loewe-Muñoz
    Mónica Balzarini
    Rodrigo Del Río
    Claudia Delard
    New Forests, 2019, 50 : 489 - 503
  • [34] Use of megagametophyte storage proteins as markers of the genetic diversity in stone pine (Pinus pinea L.) in Andalucia, Spain
    J.B. Alvarez
    M.J. Toledo
    B. Abellanas
    L.M. Martín
    Genetic Resources and Crop Evolution, 2004, 51 : 621 - 627
  • [35] Factors influencing mercury uptake by leaves of stone pine (Pinus pinea L.) in Almadén (Central Spain)
    José Ignacio Barquero
    Sofía Rojas
    José María Esbrí
    Eva M. García-Noguero
    Pablo Higueras
    Environmental Science and Pollution Research, 2019, 26 : 3129 - 3137
  • [36] Use of megagametophyte storage proteins as markers of the genetic diversity in stone pine (Pinus pinea L.) in Andalucia, Spain
    Alvarez, JB
    Toledo, MJ
    Abellanas, B
    Martín, LM
    GENETIC RESOURCES AND CROP EVOLUTION, 2004, 51 (06) : 621 - 627
  • [37] Variability of stone pine (Pinus pinea L.) fruit traits impacting pine nut yield
    Loewe-Munoz, Veronica
    Balzarini, Monica
    Delard, Claudia
    Alvarez, Andrea
    ANNALS OF FOREST SCIENCE, 2019, 76 (02)
  • [38] Effects of stone pine (Pinus pinea L.) plantation spacing on initial growth and conelet entry into production
    Loewe-Munoz, Veronica
    Balzarini, Monica
    Del Rio, Rodrigo
    Delard, Claudia
    NEW FORESTS, 2019, 50 (03) : 489 - 503
  • [39] Selection of Pinus pinea L. plus tree candidates for cone production
    Carrasquinho, Isabel
    Freire, Joao
    Rodrigues, Abel
    Tome, Margarida
    ANNALS OF FOREST SCIENCE, 2010, 67 (08) : 814 - 814
  • [40] Selection of Pinus pinea L. plus tree candidates for cone production
    Isabel Carrasquinho
    João Freire
    Abel Rodrigues
    Margarida Tomé
    Annals of Forest Science, 2010, 67 : 814 - 814