TY - GEN
T1 - Surrogate-based Global Optimization Methods for Expensive Black-Box Problems
T2 - 2nd International Conference of Intelligent Robotic and Control Engineering, IRCE 2019
AU - Ye, Pengcheng
AU - Pan, Guang
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/8
Y1 - 2019/8
N2 - The great computational burden caused by complicated and unknown analysis restricts the use of simulation based optimization. In order to mitigate this challenge, surrogate-based global optimization methods have gained popularity for their capability in handling expensive black-box problems. This paper surveys the fundamental issues that arise in surrogate-based global optimization (SBGO) from a practitioner's perspective, including highlighting concepts, methods, techniques as well as engineering applications. To provide a brief discussion on the issues involved, recent advances in design of experiments, surrogate modeling techniques, infill criteria and design space reduction are investigated. Future challenges and research is also analyzed and discussed.
AB - The great computational burden caused by complicated and unknown analysis restricts the use of simulation based optimization. In order to mitigate this challenge, surrogate-based global optimization methods have gained popularity for their capability in handling expensive black-box problems. This paper surveys the fundamental issues that arise in surrogate-based global optimization (SBGO) from a practitioner's perspective, including highlighting concepts, methods, techniques as well as engineering applications. To provide a brief discussion on the issues involved, recent advances in design of experiments, surrogate modeling techniques, infill criteria and design space reduction are investigated. Future challenges and research is also analyzed and discussed.
KW - expensive black-box problems
KW - future challengest
KW - global optimization
KW - recent advances
KW - surrogate models
UR - http://www.scopus.com/inward/record.url?scp=85087059465&partnerID=8YFLogxK
U2 - 10.1109/IRCE.2019.00026
DO - 10.1109/IRCE.2019.00026
M3 - 会议稿件
AN - SCOPUS:85087059465
T3 - Proceedings - 2019 2nd International Conference of Intelligent Robotic and Control Engineering, IRCE 2019
SP - 96
EP - 100
BT - Proceedings - 2019 2nd International Conference of Intelligent Robotic and Control Engineering, IRCE 2019
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 26 August 2019 through 29 August 2019
ER -