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Article

Uncertain Parameters Adjustable Two-Stage Robust Optimization of Bulk Carrier Energy System Considering Wave Energy Utilization

1
Department of Economics and Management, Shanghai Maritime University, Shanghai 201306, China
2
Key Laboratory Marine Technology and Control Engineering, Ministry of Transport, Shanghai Maritime University, Shanghai 201306, China
3
State Key Laboratory of Maritime Technology and Safety, Shanghai Ship and Shipping Research Institute Co., Ltd., Shanghai 200135, China
*
Author to whom correspondence should be addressed.
J. Mar. Sci. Eng. 2025, 13(5), 844; https://doi.org/10.3390/jmse13050844
Submission received: 18 March 2025 / Revised: 22 April 2025 / Accepted: 23 April 2025 / Published: 24 April 2025
(This article belongs to the Section Ocean Engineering)

Abstract

Abstract: Within the 21st century, in the Maritime Silk Road, wave energy, a clean renewable source, is drawing more interest, especially in areas with power shortages. This paper investigates wave energy in ships, particularly in a hybrid electric bulk carrier, by designing a system that supplements the existing power setup with oscillating buoy wave energy converters. The system includes diesel generators (DGs), a wave energy generation system, heterogeneous energy storage (consisting of battery storage (BS) and thermal storage (TS)), a combined cooling heat and power (CCHP) unit, and a power-to-thermal conversion (PtC) unit. To ensure safe and reliable navigation despite uncertainties in wave energy output, onboard power loads, and outdoor temperature, a robust coordination method is adopted. This method employs a two-stage robust optimization (RO) strategy to coordinate the various onboard units across different time scales, minimizing operational costs while satisfying all operational constraints, even in the worst-case scenarios. By applying constraint linearization, the robust coordination model is formulated as a mixed-integer linear programming (MILP) problem and solved using an efficient solver. Finally, the effectiveness of the proposed method is validated through case studies and comparisons with existing ship operation benchmarks, demonstrating significant reductions in operational costs and robust performance under various uncertain conditions. Notably, the simulation results for the Singapore–Trincomalee route show an 18.4% reduction in carbon emissions compared to conventional systems.
Keywords: hybrid electric bulk carrier (HEBC); wave energy generation system; two-stage robust optimization; energy management hybrid electric bulk carrier (HEBC); wave energy generation system; two-stage robust optimization; energy management

Share and Cite

MDPI and ACS Style

Zhang, W.; Bao, C.; Chen, J. Uncertain Parameters Adjustable Two-Stage Robust Optimization of Bulk Carrier Energy System Considering Wave Energy Utilization. J. Mar. Sci. Eng. 2025, 13, 844. https://doi.org/10.3390/jmse13050844

AMA Style

Zhang W, Bao C, Chen J. Uncertain Parameters Adjustable Two-Stage Robust Optimization of Bulk Carrier Energy System Considering Wave Energy Utilization. Journal of Marine Science and Engineering. 2025; 13(5):844. https://doi.org/10.3390/jmse13050844

Chicago/Turabian Style

Zhang, Weining, Chunteng Bao, and Jianting Chen. 2025. "Uncertain Parameters Adjustable Two-Stage Robust Optimization of Bulk Carrier Energy System Considering Wave Energy Utilization" Journal of Marine Science and Engineering 13, no. 5: 844. https://doi.org/10.3390/jmse13050844

APA Style

Zhang, W., Bao, C., & Chen, J. (2025). Uncertain Parameters Adjustable Two-Stage Robust Optimization of Bulk Carrier Energy System Considering Wave Energy Utilization. Journal of Marine Science and Engineering, 13(5), 844. https://doi.org/10.3390/jmse13050844

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