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Does climate change affect optimal planning solutions for multi-objective forest management?

机译:气候变化是否会影响多目标森林管理的最佳规划解决方案?

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The aim of this study was to: (i) demonstrate the combined use of a process-based growth model, a wood products model and a multi-objective optimization heuristic in the analysis of optimized management plans for a forest management unit (FMU) under changing climatic conditions, and (ii) to analyse the potential benefits of considering climate change in forest management planning. Specific questions addressed were: (a) how different climate scenarios affect optimized management plans, and (b) how management plans optimized for current climate perform under climate change scenarios. When analysing these questions, contrasting priorities for different management objectives within multipurpose forestry were considered. The case study was carried out within a management unit of 1451 hectares made up of a mosaic of Scots pine (Pinus sylvestris), Norway spruce (Picea abies) and silver birch (Betula pendula) dominated stands in central Finland. Based on stand inventory data, the process-based growth model FinnFor was firstly used to simulate stand development over 100 years. Simulations were done utilizing the current climate and two transient climate change scenarios (ECHAM4 and HadCM2), employing six alternative management regimes (five thinning regimes and one unthinned management regime). The simulated timber harvests were inputted into a wood products model which estimated carbon sequestration in the products. Thereafter, a combined random and direct search optimization heuristic was employed to find, for each stand, a stand treatment programme (STP) that optimizes an additive utility function consisting of stand level and unit level components. A total of three management objective scenarios were analysed: timber production, carbon sequestration, and multi-objective management (timber, carbon, biodiversity). As a result, there were significant differences in the share of allocated STPs within the FMU between different management objective scenarios as well as between climate scenarios within each objective scenario. A generally observed pattern was that under climate change, regardless of objective scenarios, the share of some STPs increased compared to the results under current climate. Those STPs allowed a higher stand stocking over the rotation and later thinnings and/or final cutting compared to the currently recommended management. The relative increase in the utility of optimised plans due to climate change differed somewhat between the objective scenarios. For maxTP, the maximum increase was 16.8% (ECHAM4), while for maxCS it was 9.9% (HadCM2) and for MO 11.3% (ECHAM4). Depending on the management objectives and climate scenario, optimization contributed between 30% and 50% of that gain, the rest comes from increased production due to climate change. As a conclusion, the combined use of process models and multi-objective optimization appears a promising approach for multiple-use management planning under conditions of climate change.
机译:这项研究的目的是:(i)在分析森林经营单位(FMU)的优化管理计划时,展示基于过程的增长模型,木材产品模型和多目标优化启发式方法的结合使用。变化的气候条件;(ii)分析在森林经营规划中考虑气候变化的潜在利益。解决的具体问题是:(a)不同的气候情景如何影响优化的管理计划,以及(b)在气候变化情景下针对当前气候优化的管理计划如何执行。在分析这些问题时,考虑了多用途林业中不同管理目标的优先重点对比。案例研究是在一个占地1451公顷的管理单元内进行的,该管理单元由位于芬兰中部的以苏格兰松树(Pinus sylvestris),挪威云杉(Picea abies)和白桦树(Betula pendula)为主的马赛克组成。基于展位库存数据,基于过程的增长模型FinnFor首先用于模拟100年的展位发展。利用当前的气候和两种瞬态气候变化情景(ECHAM4和HadCM2)进行了模拟,采用了六种替代管理制度(五种稀疏制度和一种未稀疏的管理制度)。将模拟的木材采伐量输入到木材产品模型中,该模型可以估算产品中的碳固存。此后,采用组合的随机和直接搜索优化试探法来为每个林分找到林分处理程序(STP),该程序可以优化由林分级和单元级组件组成的附加效用函数。总共分析了三种管理目标方案:木材生产,碳固存和多目标管理(木材,碳,生物多样性)。结果,在不同的管理目标情景之间以及在每个目标情景中的气候情景之间,FMU中分配的STP的份额存在显着差异。通常观察到的模式是,在气候变化下,无论客观情景如何,与当前气候条件下的结果相比,某些STP的份额都增加了。与当前推荐的管理方式相比,那些STP允许在轮换期间进行更多的林木储备,随后进行减薄和/或最终切割。在目标方案之间,由于气候变化而导致的优化计划效用的相对增加有所不同。对于maxTP,最大增加为16.8%(ECHAM4),对于maxCS,最大增加为9.9%(HadCM2),对于MO为11.3%(ECHAM4)。根据管理目标和气候情景,优化贡献了30%至50%的收益,其余收益则归因于气候变化带来的产量增加。结论是,在气候变化条件下,过程模型和多目标优化的组合使用对于多用途管理计划而言是一种很有前途的方法。

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