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A Markov Chain Model for Simulating Wood Supply from Any-Aged Forest Management Based on National Forest Inventory (NFI) Data

机译:基于国家森林清单(NFI)数据的模拟任何年龄森林经营木材供应的马尔可夫链模型

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Markov chain models have been applied for a long time to simulate forest dynamics based on transitions in matrices of tree diameter classes or areas of forest size and structure types. To date, area-based matrix models have been applied assuming either even-aged or uneven-aged forest management. However, both management systems may be applied simultaneously due to land-use constraints or the rationality of combining the systems, which is called any-aged management. We integrated two different Markov chain models, one for even-aged and another for uneven-aged forest management, in an area-based approach to analyze wood supply from any-aged forest management. We evaluate the impacts of parameterizing the model based on available data sets, namely permanent and temporary Finnish National Forest Inventory (NFI) sample plots and a plot-level simulator to determine transitions due to different types of thinning treatments, and present recommendations for the related methodological choices. Our overall observation is that the combined modelling chain simulated the development of both the even- and uneven-aged forest structures realistically. Due to the flexibility of the implementation, the approach is very well suited for situations where scenario assumptions need to be varied according to expected changes in silvicultural practices or land-use constraints, for example.
机译:马尔可夫链模型已被长期应用,以基于树木直径类别或森林大小和结构类型区域的矩阵转换来模拟森林动态。迄今为止,已采用基于面积的矩阵模型,假设森林的管理年龄是平均年龄或不平均年龄。但是,由于土地使用的限制或组合这些系统的合理性,两个管理系统可能会同时应用,这称为“任何年龄的管理”。我们在基于区域的方法中集成了两种不同的马尔可夫链模型,一种用于平均年龄的森林管理,另一种用于不平均年龄的森林管理,以分析来自任何年龄的森林管理的木材供应。我们根据可用的数据集(即永久性和临时性的芬兰国家森林清单(NFI)样地以及样地级仿真器,以确定由于不同类型的间伐处理而导致的过渡),评估参数化模型的影响,并提出相关建议方法的选择。我们的整体观察结果是,组合建模链实际模拟了均匀和不均匀年龄的森林结构的发展。由于实施的灵活性,该方法非常适用于需要根据造林实践或土地使用限制等预期变化来改变情景假设的情况。

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