A hybrid SA-based model for integrated routing and 3D stowage of inter-continental RoRo ships with mixed pickup-delivery and stability constraints

IF 3.9 3区 工程技术 Q2 ENGINEERING, MARINE
Jonghae Kim , Heechang Yoon , Jong Hun Woo
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引用次数: 0

Abstract

Integrated voyage and stowage planning for Roll-on/Roll-off (RoRo) ships involves optimizing port sequences and managing simultaneous loading/unloading operations. While most existing research on RoRo Ship Routing and Stowage Problems (RSRSP) addresses simplified routing scenarios, this study proposes a more realistic model termed 3L-MPD-RSRSP. It incorporates intercontinental routing, 3D stowage constraints, and operational complexities such as simultaneous loading/unloading at ports and adjustable deck heights for high & heavy cargo. To solve this, we propose a hybrid algorithm based on simulated annealing. The framework is used to generate high-quality initial route plans. Then, a newly developed heuristic, RSP, is applied to stowage planning. RSP prioritizes cargo placement through rule-based logic, including cargo classification and location ranking. It works in conjunction with a simulation engine that evaluates 3D stowage feasibility, ship stability, Last-In-First-Out constraints, and cargo profitability. Experimental results demonstrate that the proposed algorithm outperforms conventional methods in both solution quality and operational robustness, offering a more realistic and effective framework for RoRo voyage and stowage planning.
具有混合装卸和稳定性约束的洲际滚装船集成路线和3D积载的混合sa模型
滚装(RoRo)船舶的综合航行和积载规划包括优化港口顺序和管理同时装卸作业。虽然大多数关于滚装船路线和积载问题(RSRSP)的现有研究都是针对简化的路线问题,但本研究提出了一个更现实的模型,称为3L-MPD-RSRSP。它结合了洲际航线、3D积载限制和操作复杂性,例如在港口同时装卸货物和可调节的甲板高度,以适应重型货物。为了解决这个问题,我们提出了一种基于模拟退火的混合算法。该框架用于生成高质量的初始路由规划。然后,将一种新开发的启发式算法RSP应用于积载规划。RSP通过基于规则的逻辑(包括货物分类和位置排序)对货物放置进行优先排序。它与模拟引擎一起工作,可以评估3D积载可行性、船舶稳定性、后进先出约束和货物盈利能力。实验结果表明,该算法在求解质量和操作鲁棒性方面均优于传统方法,为滚装航次和配载规划提供了更加真实有效的框架。
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来源期刊
CiteScore
4.90
自引率
4.50%
发文量
62
审稿时长
12 months
期刊介绍: International Journal of Naval Architecture and Ocean Engineering provides a forum for engineers and scientists from a wide range of disciplines to present and discuss various phenomena in the utilization and preservation of ocean environment. Without being limited by the traditional categorization, it is encouraged to present advanced technology development and scientific research, as long as they are aimed for more and better human engagement with ocean environment. Topics include, but not limited to: marine hydrodynamics; structural mechanics; marine propulsion system; design methodology & practice; production technology; system dynamics & control; marine equipment technology; materials science; underwater acoustics; ocean remote sensing; and information technology related to ship and marine systems; ocean energy systems; marine environmental engineering; maritime safety engineering; polar & arctic engineering; coastal & port engineering; subsea engineering; and specialized watercraft engineering.
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