Dr. Hao CHEN 陈浩 博士 
Mechanical Engineering 机械工程
PhD (2024)
Email: chenhao@westlake.edu.cn
Biography
Current Major: Mechanical Engineering
Undergraduate School: Ocean University of China
Awards: Su Wu scholarship of Westlake University (2021).
Excellent Graduate Students of Zhejiang University (2021).
The Outstanding Graduate of Shandong Province (2017).
The Outstanding Graduate of Ocean University of China (2017).
The National Scholarship (2016).
Research
My research interests include multi-disciplinary design optimization architectures, multi-objective optimization algorithms, surrogate modeling, data-driven optimization frameworks, uncertainty quantification, and their application in complex engineering system design optimization, such as the robotic fish system.
Publications
[1] Chen H, Li W, Cui W, et al. A pointwise ensemble of surrogates with adaptive function and heuristic formulation[J]. Structural and Multidisciplinary Optimization, 2022, 65(4): 1-23. https://doi.org/10.1007/s00158-022-03202-3 [PDF]
[2] Chen H, Li W, Cui W, et al. A robust offline data-driven evolutionary optimization framework with application to expensive soft pneumatic actuator structure design. Structural and Multidisciplinary Optimization. (Under review)
[3] Chen H, Li W, Song W, et al. Grid feature-based weighted simulation method for multi-objective reliability-based design optimization[J]. International Journal of Computational Intelligence Systems, 2022, 15(1): 1-23. https://doi.org/10.1007/s44196-022-00142-0 [PDF]
[4] Chen H, Li W, Cui W, et al. Multi-objective multidisciplinary design optimization of a robotic fish system [J]. Journal of Marine Science and Engineering, 2021, 9(5): 478. https://doi.org/10.3390/jmse9050478 [PDF]
[5] Chen H, Li W, Cui W. Disruption-based multi-objective equilibrium optimization algorithm[J]. Computational Intelligence and Neuroscience, 2020, 2020:1-21. https://doi.org/10.1155/2020/8846250 [PDF]
[6] Chen H, Li W, Cui W. Comparison of multidisciplinary design optimization architectures through multiple evaluation indicators and computational efficiency[C]//2021 4th International Conference on Information Systems and Computer Aided Education. 2021: 2583-2586.
[7] Chen H. Multidisciplinary Design Optimization (MDO) [M]. Encyclopedia of Ocean Engineering, W. Cui, S. Fu, Z. Hu, Eds. Singapore: Springer, 2022: 1-7. https://doi.org/10.1007/978-981-10-6946-8_65
[8] Chen H. Reliability-Based Design (RBD) [M]. Encyclopedia of Ocean Engineering, W. Cui, S. Fu, Z. Hu, Eds. Singapore: Springer, 2022: 1-6. https://doi.org/10.1007/978-981-10-6946-8_66
[9] Li W K, Chen H, Cui W C, et al. Multi-objective evolutionary design of central pattern generator network for biomimetic robotic fish[J]. Complex & Intelligent Systems, 2022: 1-21. https://doi.org/10.1007/s40747-022-00883-7 [PDF]
[10] Liu Q, Chen H, Wang Z, et al. A manta ray robot with soft material based flapping wing[J]. Journal of Marine Science and Engineering, 2022, 10(7): 962. https://doi.org/10.3390/jmse10070962 [PDF]
[11] Hong L, Cui W, Chen H. A novel multi-robot task allocation model in marine plastics cleaning based on replicator dynamics[J]. Journal of Marine Science and Engineering, 2021, 9(8): 879. https://doi.org/10.3390/jmse9080879 [PDF]
Research directions
(1) Multi-disciplinary Design Optimization
(2) Surrogate Modeling
(3) Data-driven Optimization
(4) Multi-objective Optimization
(5) Uncertainty Quantification
(6) Robotic Fish System
