Road network, landing location, and routing optimization for forest smallholders landscapes

IF 3.1 4区 管理学 Q2 MANAGEMENT
Miguel F. Constantino, Marta Mesquita, Susete Marques, Sándor F. Tóth, José G. Borges
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引用次数: 0

Abstract

We present two mixed integer linear programming (MILP) formulations for a well-known integrated network, timber landing location, and routing problem that arises in forest management. The models seek to jointly optimize the construction and maintenance schedule of forest road networks with landing site selection and transportation routing for timber production. This problem is, in general, difficult to solve as it contains the so-called fixed charge network flow problem, which is known to be NP-hard. One of the proposed MILP formulations considers 3-index continuous variables to represent timber flows on road segments in each period. The presence of Big-M constraints leads to weak linear relaxation bounds. Disaggregating flow variables, according to timber origin, results in a novel 4-index formulation with very tight linear relaxation bounds. Nevertheless, the number of variables increases prohibitively. This research makes use of spatial constraints common to Smallholding Forested Landscapes to develop a solution approach that reduces the number of flow variables in the new 4-index model. Results from a real-world case study located in Northwest Portugal show that, with the 4-index formulation, the proposed solution approach makes it possible to obtain optimal solutions in a short computational time.

Abstract Image

森林小农户景观的路网、着陆点和路线优化
我们提出了两种混合整数线性规划(MILP)公式,用于解决森林管理中出现的众所周知的综合网络、木材着陆地点和路线问题。这些模型旨在联合优化森林道路网络的建设和维护计划,以及木材生产的着陆点选择和运输路线。一般来说,这个问题很难解决,因为它包含所谓的固定费用网络流问题,而这个问题是众所周知的 NP 难题。所提出的 MILP 公式之一考虑了 3 索引连续变量,以表示每个周期内各路段上的木材流量。Big-M 约束条件的存在导致了弱线性松弛约束。根据木材产地对流量变量进行分解,可以得到线性松弛边界非常严格的新型 4 索引公式。然而,变量数量的增加令人望而却步。本研究利用小块林地景观中常见的空间约束条件,开发出一种可减少新 4 指数模型中流量变量数量的求解方法。葡萄牙西北部的一个实际案例研究结果表明,采用 4 指数公式,所提出的求解方法可以在较短的计算时间内获得最优解。
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来源期刊
International Transactions in Operational Research
International Transactions in Operational Research OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
7.80
自引率
12.90%
发文量
146
审稿时长
>12 weeks
期刊介绍: International Transactions in Operational Research (ITOR) aims to advance the understanding and practice of Operational Research (OR) and Management Science internationally. Its scope includes: International problems, such as those of fisheries management, environmental issues, and global competitiveness International work done by major OR figures Studies of worldwide interest from nations with emerging OR communities National or regional OR work which has the potential for application in other nations Technical developments of international interest Specific organizational examples that can be applied in other countries National and international presentations of transnational interest Broadly relevant professional issues, such as those of ethics and practice Applications relevant to global industries, such as operations management, manufacturing, and logistics.
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