A multi-objective optimization strategy for timber forwarding in cut-to-length harvesting operations

IF 2.1 3区 农林科学 Q2 FORESTRY International Journal of Forest Engineering Pub Date : 2022-12-15 DOI:10.1080/14942119.2022.2149003
Eero Holmström, J. Nikander, J. Backman, K. Väätäinen, J. Uusitalo, P. Jylhä
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引用次数: 3

Abstract

ABSTRACT Optimization of forwarding work on the trail network created by the harvester in cut-to-length operations carries much potential for increasing the efficiency and reducing the environmental impact of timber removal. While several approaches to this optimization task have been proposed, existing methods focus on optimizing a single objective at a time. In this work, a heuristic multi-objective optimization strategy for the problem is presented, where the route length, operation duration, and soil damage can be optimized simultaneously. The strategy is based on a tailored version of ant colony optimization and linear scalarization of the full multi-objective problem. The relative importance of the objectives can be set via tunable weights, and the approach is of a modular nature. Results on a realistically sized clearcut harvest site indicate that the strategy produces promising results and gives the expected qualitative behavior when optimizing either a single objective or two objectives at a time.
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切割长度采伐作业中木材运输的多目标优化策略
在切割长度操作中,由收割机创建的小径网络上转发工作的优化对于提高效率和减少木材移除对环境的影响具有很大的潜力。虽然已经提出了几种优化任务的方法,但现有的方法主要集中在一次优化单个目标。本文提出了一种启发式多目标优化策略,该策略可以同时优化路线长度、运行时间和土壤损害。该策略基于蚁群优化的定制版本和全多目标问题的线性缩放。目标的相对重要性可以通过可调的权重来设置,并且该方法具有模块化的性质。在实际大小的清晰收获地点上的结果表明,该策略产生了有希望的结果,并且在一次优化单个目标或两个目标时给出了预期的定性行为。
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来源期刊
CiteScore
3.70
自引率
21.10%
发文量
33
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