{"title":"A hybrid SA-based model for integrated routing and 3D stowage of inter-continental RoRo ships with mixed pickup-delivery and stability constraints","authors":"Jonghae Kim , Heechang Yoon , Jong Hun Woo","doi":"10.1016/j.ijnaoe.2026.100751","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":14160,"journal":{"name":"International Journal of Naval Architecture and Ocean Engineering","volume":"18 ","pages":"Article 100751"},"PeriodicalIF":3.9000,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Naval Architecture and Ocean Engineering","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2092678226000154","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/2/18 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"ENGINEERING, MARINE","Score":null,"Total":0}
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.
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.