Joint Scheduling of New Energy Hybrid Tugboats and Berths Under Shore Power Constraint

With the rapid advancement of battery technology, new energy hybrid tugboats have been progressively adopted. In order to align with the trend of electrifying tugboat fleets, a mixed-integer linear programming (MILP) model for the joint scheduling of new energy hybrid tugboats and berths has been established. The model incorporates the constraint imposed by the limited number of tugboat charging connectors. The objective is to minimize the total cost over the scheduling horizon, including ship waiting, delayed-departure costs, and the operating costs of both conventional diesel and hybrid tugboats. In light of the characteristics inherent to the problem, a hybrid solution approach combining CPLEX with a heuristic-enhanced whale optimization algorithm (WOA) is employed to solve the model. A case study was conducted using data on the energy consumption of tugboats at Xiamen Port. The effectiveness of the model and algorithm was then verified through a series of small-scale instance experiments. Finally, a comprehensive sensitivity analysis of key parameters is finally conducted, including the number of tugboat charging connectors, battery capacity, and charging rate. This analysis provides valuable guidance for port tugboat operations.

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Publication Details

Journal
Journal of Marine Science and Engineering
Published
2025-11-24
DOI
https://doi.org/10.3390/jmse13122236
Citations
1
Primary Topic
Maritime Transport Emissions and Efficiency
Type
article
Field-Weighted Citation Impact
0.80

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article

Joint Scheduling of New Energy Hybrid Tugboats and Berths Under Shore Power Constraint

Zihao Yang, Jiachen Lin, Liangyong Chu, Xiao Xu et al.
1 citations
Journal of Marine Science and Engineering
Maritime Transport Emissions and Efficiency
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article

Joint Scheduling of New Energy Hybrid Tugboats and Berths Under Shore Power Constraint

Zihao Yang, Jiachen Lin, Liangyong Chu, Xiao Xu, Qiuping Yang
article en
1 citations

Abstract

With the rapid advancement of battery technology, new energy hybrid tugboats have been progressively adopted. In order to align with the trend of electrifying tugboat fleets, a mixed-integer linear programming (MILP) model for the joint scheduling of new energy hybrid tugboats and berths has been established. The model incorporates the constraint imposed by the limited number of tugboat charging connectors. The objective is to minimize the total cost over the scheduling horizon, including ship waiting, delayed-departure costs, and the operating costs of both conventional diesel and hybrid tugboats. In light of the characteristics inherent to the problem, a hybrid solution approach combining CPLEX with a heuristic-enhanced whale optimization algorithm (WOA) is employed to solve the model. A case study was conducted using data on the energy consumption of tugboats at Xiamen Port. The effectiveness of the model and algorithm was then verified through a series of small-scale instance experiments. Finally, a comprehensive sensitivity analysis of key parameters is finally conducted, including the number of tugboat charging connectors, battery capacity, and charging rate. This analysis provides valuable guidance for port tugboat operations.

Journal of Marine Science and EngineeringVol. 13(12)
Hong Kong Polytechnic University (HK), Jimei University (CN), China Waterborne Transport Research Institute (CN), Fujian Fisheries Research Institute (CN)
National Office for Philosophy and Social Sciences
Openalex Percentile: Top 22%
Maritime Transport Emissions and Efficiency
0.80
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Joint Scheduling of New Energy Hybrid Tugboats and Berths Under Shore Power Constraint — Zihao Yang, Jiachen Lin, et al. · Journal of Marine Science and Engineering (2025) | TGRS Research Map | TGRS