A holistic approach to resilient port management: Synergizing space template and crane deployment via benders decomposition algorithm

IF 4.8 2区 环境科学与生态学 Q1 OCEANOGRAPHY
Junliang He , Mingzhong Huang , Yu Wang , Yahua Zhang , Hang Yu
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引用次数: 0

Abstract

Continuous increases in throughput have exacerbated port congestion, highlighting the need for efficiency improvements as a critical objective for port management. Due to advancements in quayside technology, bottlenecks in port operations have shifted to the landside. To address this challenge, we propose a holistic approach that seeks to synergize yard space and yard cranes (YCs), which are the primary resources in the yard. Initially, we develop a space template that utilizes resilient subblocks rather than traditional fixed subblocks, while considering the operational requirements of YCs. Subsequently, YC deployment is optimized based on the generated template. This presents a complex problem that is typically addressed using heuristic algorithms; however, heuristic algorithms cannot guarantee the quality of solutions. Thus, we choose to formulate a two-stage mathematical model and solve it using the Benders decomposition algorithm. Numerical experiments show that our algorithm efficiently reaches the optimal solution, while commercial solvers often encounter convergence problems. Furthermore, scenario analysis of YC efficiency and cost is performed to provide management insights.
弹性港口管理的整体方法:通过弯曲器分解算法协同空间模板和起重机部署
吞吐量的持续增加加剧了港口拥堵,突出了提高效率作为港口管理关键目标的必要性。由于码头技术的进步,港口运营的瓶颈已经转移到陆地上。为了应对这一挑战,我们提出了一种整体方法,旨在协同堆场空间和堆场起重机(YCs),这是堆场的主要资源。最初,我们开发了一个空间模板,利用弹性子块而不是传统的固定子块,同时考虑到YCs的操作需求。随后,根据生成的模板对YC部署进行优化。这提出了一个复杂的问题,通常使用启发式算法来解决;然而,启发式算法并不能保证解的质量。因此,我们选择建立一个两阶段的数学模型,并使用Benders分解算法求解。数值实验表明,我们的算法能够有效地达到最优解,而市面上的算法经常会遇到收敛问题。此外,还进行了YC效率和成本的情景分析,以提供管理见解。
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来源期刊
Ocean & Coastal Management
Ocean & Coastal Management 环境科学-海洋学
CiteScore
8.50
自引率
15.20%
发文量
321
审稿时长
60 days
期刊介绍: Ocean & Coastal Management is the leading international journal dedicated to the study of all aspects of ocean and coastal management from the global to local levels. We publish rigorously peer-reviewed manuscripts from all disciplines, and inter-/trans-disciplinary and co-designed research, but all submissions must make clear the relevance to management and/or governance issues relevant to the sustainable development and conservation of oceans and coasts. Comparative studies (from sub-national to trans-national cases, and other management / policy arenas) are encouraged, as are studies that critically assess current management practices and governance approaches. Submissions involving robust analysis, development of theory, and improvement of management practice are especially welcome.
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