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基于3-PG模型模拟杉木人工林生产力

Modelling the Productivity of Chinese Fir Plantations Based on 3-PG Model

  • 摘要:
    目的 基于3-PG机理模型预测杉木人工林生长、生产、物质分配等,构建高精度的杉木生长模型系统,为其生长规律研究提供依据。
    方法 以杉木人工林为研究对象,基于70块样地实测数据、土壤数据和历史气象数据,结合各组分生物量计算公式,运用3-PG模型模拟了研究区内杉木的胸径、树高及各组分生物量。同时,探究主要环境因子对杉木人工林光合生产的影响。此外,通过鱼眼镜头摄影分析法获取叶面积指数(LAI)实测值,并与模型模拟值进行比较。选取土壤肥力等级(FR)和当胸径为20 cm时的叶干质量(P20)2个参数进行敏感性分析。
    结果 (1)经过校准与验证,获得了适用于杉木人工林的模型参数。模型预测值和实测值之间呈现较高的一致性,R2在0.72~0.94之间,林分各指标的MRE在−1.01%~13.86%,同时也具备了生物学上的合理性。(2)温度(fT)、大气水汽压差(fD)和可利用土壤水(fasw)对杉木人工林光合生产的影响较为显著,其值范围分别为0.49~0.99、0.40~0.91和0.29~0.48。(3)模型模拟杉木人工林中龄林阶段(林龄18 a)的LAI值在1.84~3.23 m2·m−2。(4)FR和P20 2个生理参数对叶、根、干和地上生物量的敏感性较高。FR和P20是杉木3-PG模型中的关键参数。
    结论 该模型通过调参校正后能够有效地模拟杉木人工林生产力,其预测的精度相对可靠,可以作为一种有效的工具,广泛应用于林木的长期生长预测与森林经营管理实践中。

     

    Abstract:
    Objective A high-precision growth model system of Chinese fir (Cunninghamia lanceolata) plantations was developed based on the 3-PG model to predict growth, productivity, and biomass allocation, thereby providing a basis for studying the growth patterns in Chinese fir plantations.
    Method Based on the data of 70 measured plots, soil data, historical meteorological data, and the biomass of each component of Chinese fir plantations, the 3-PG model was used to simulate the diameter at breast height (DBH), height and biomass of each component of the Chinese fir in the study area. Simultaneously, the effects of the main environmental factors on the photosynthetic production of Chinese fir plantations were examined. In addition, the measured values of the leaf area index were compared with the simulated values by fish-eye lens photography. Sensitivity analysis was conducted on two parameters: soil fertility rating (FR) and leaf biomass when DBH=20 cm (P20).
    Result (1) The model parameters of the Chinese fir plantation were obtained by calibration and validation. The model predicted values and measured values of the stand variables were consistent with each other, with R2 ranging from 0.72 to 0.94, and the MRE of stand variables ranging from -1.01% to 13.86%. The results were also biologically reasonable. (2)The effects of temperature (fT), atmospheric vapor pressure deficit (fD), and available soil water (fasw) on photosynthetic production of Chinese fir plantation were significant, with values ranging from 0.49 to 0.99, 0.40 to 0.91, and 0.29 to 0.48, respectively. (3)The LAI values of the middle-aged Chinese fir plantation (18 years old) simulated by the model were between 1.84 and 3.23 m2·m−2. (4) The physiological parameters FR and P20 showed high sensitivity in relation to leaf, root, stem, and aboveground biomass, indicating they are key parameters in the C. lanceolata 3-PG model.
    Conclusion After parameter calibration, the 3-PG model effectively simulates the productivity of C. lanceolata plantations with relatively reliable prediction accuracy. It can serve as an effective tool for long-term growth predictions and forest management practices.

     

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