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Description and test of a simple process-based model of forest growth for mixed-species stands

机译:基于混合物种的林木基于过程的简单过程模型的描述和测试

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摘要

Process-based models of forest growth have been discussed for decades, but their utility as management tools has only recently begun to increase. Ideally this type of model would be tested by treating it as a complex hypothesis that relates independently measured parameters to predicted responses. This approach provides a test of the structure and the parameterization of the model that is not possible if the model has been calibrated (or tuned). We conduct such a test of a new model of forest production and allocation. The test uses a series of plots located across complex terrain in northern Idaho, USA. The production model scales leaf-level gas exchange to the canopy, and is parameterized with foliar nitrogen, leaf area index (LAI), and canopy structural parameters. New biomass is allocated such that tree allometry is maintained while foliage and branches turn over. A simple approach combines allometric equations across species in mixed-species stands. Predictions of volume increment for a 10-year period were higher than measurements, but the two were significantly correlated. The discrepancy was reduced when leaf area index was estimated from canopy light transmission rather than allometric equations. We argue that one likely reason for the overprediction is the occurrence of soil water deficits in the summer. A sensitivity analysis showed that estimates of production were most sensitive to leaf area index and canopy average foliar nitrogen content, but much less to other parameters. We conclude that comparing the model to observed data reveals shortcomings that might have been hidden if the parameters had been tuned. The mixed-species allometric constraint provides a new tool for modeling biomass allocation in mixed-species stands.
机译:基于过程的森林生长模型已经讨论了数十年,但是它们作为管理工具的效用直到最近才开始增加。理想情况下,可以通过将其视为将独立测量的参数与预测响应相关联的复杂假设来对其进行测试。这种方法提供了对模型的结构和参数化的测试,如果模型已经过校准(或调整),则无法进行测试。我们对森林生产和分配的新模式进行了这样的测试。该测试使用了位于美国爱达荷州北部复杂地形上的一系列地块。生产模型按比例将叶片级气体交换到冠层,并用叶氮,叶面积指数(LAI)和冠层结构参数进行参数化。分配新的生物量,以便在树木和枝条翻转时维持树木的异形。一种简单的方法将混合物种站中跨物种的异速方程组合在一起。 10年期间体积增加的预测值高于测量值,但两者之间存在显着相关性。当根据冠层透光率而不是异速方程估算叶面积指数时,差异会减小。我们认为,过度预测的一个可能原因是夏季土壤缺水的发生。敏感性分析表明,产量估算对叶面积指数和冠层平均叶面氮含量最敏感,而对其他参数则最不敏感。我们得出的结论是,将模型与观察到的数据进行比较可以发现,如果对参数进行了调整,这些缺陷可能已经被隐藏了。混合物种的异度约束为模拟混合物种林分中的生物量分配提供了一种新工具。

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