Multi-Objective Optimization for Artificial Island Construction Scheduling Using Cooperative Differential Evolution
The construction of artificial islands is a complex engineering challenge requiring precise scheduling to optimize resource utilization, manage costs, ensure safety, and minimize environmental impacts in dynamic marine settings. In this paper, we present a multi-objective artificial island construction scheduling optimization model. This model considers many crucial factors that influence artificial island construction from 5 aspects: construction time, construction cost, project quality, resource utilization efficiency, and environmental impact. To optimize the proposed model, we propose an algorithm called Multi-objective Cooperative Differential Evolution (MOCDE). MOCDE integrates Cooperative Co-evolutionary Algorithms, and Differential Evolution to efficiently obtain the optimal schedules. To explore the performance of this model and the algorithm, extensive experiments are conducted based on real-world project data. Comparing MOCDE with established algorithms, results indicate that MOCDE improvements over previous SOTA models, achieving a reduction of 0.56% in Total Time, a decrease of 0.43% in Total Cost, and an enhancement of 7.38% in Total Quality. Besides, it also could adhere to ensure the environmental requirements.
Authors
- Jifeng Chen (ORCID: https://orcid.org/0009-0009-2438-8314)
- Tongxin Zheng (ORCID: https://orcid.org/0000-0002-3508-2929)
- Liping Sun (ORCID: https://orcid.org/0000-0003-4605-4269)
- Xinyuan Cui (ORCID: https://orcid.org/0000-0001-7355-167X)
- Shuqi Li (ORCID: https://orcid.org/0009-0006-8074-3243)
Institutions
- Harbin Engineering University (CN)
- Renmin University of China (CN)
Publication Details
- Journal
- Journal of Marine Science and Engineering
- Published
- 2025-03-02
- DOI
- https://doi.org/10.3390/jmse13030492
- Primary Topic
- Resource-Constrained Project Scheduling
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- Natural Science Foundation of Heilongjiang Province
- National Key Research and Development Program of China