Tsinghua Science and Technology Open Access Editor-in-Chief: Jiaguang SUN
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Topical collection: Special Issue on Learning-Driven Optimization for Complex Systems
Open Access
A Cooperative Fruit Fly Optimization Algorithm for Energy-Efficient Scheduling of Distributed Permutation Flow-Shop with Limited Buffers
Cai Zhao, Lianghong Wu, Weihua Tan, [...], Cili Zuo, Hongqiang Zhang, Matthias Rätsch << Fewer
Published: 25 August 2025
2026, 31(1): 16-42
Open Access
Joint Optimization of Topology Design and Capacity Configuration for Multi-Microgrid System
Ze Liu, Zhichao Shi, Rui Wang, Hongtao Lei
Published: 25 August 2025
2026, 31(1): 43-58
Open Access
Scale-Adaptive Subspace-Based Multiform Optimization for Large-Scale Optimization Problems
Yiqiao Cai, Xiaoxuan Zhu, Chunxiang Song, [...], Zongwen Fan, Peizhong Liu, Raymond Chiong << Fewer
Published: 25 August 2025
2026, 31(1): 59-83
Open Access
Artificial Bee Colony Algorithm with Hybrid Strategies for Many-Objective Optimization
Hui Wang, Shaowei Zhang, Mahamed G. H. Omran, [...], Zhihua Cui, Feng Wang << Fewer
Published: 25 August 2025
2026, 31(1): 84-100
Open Access
Differential Evolution with Joint Adaptation of Mutation Strategies and Control Parameters via Distributed Proximal Policy Optimization
Wenjie Ding, Mengtao Qian, Chao Lu, [...], Jin Yi, Huayan Pu, Jun Luo << Fewer
Published: 25 August 2025
2026, 31(1): 101-124
Open Access
Evolution Strategies-Guided Deep Reinforcement Learning for Dynamic Hybrid Flow-Shop Scheduling Problem
Lin Luo, Xuesong Yan, Qinghua Wu, Victor S. Sheng
Published: 25 August 2025
2026, 31(1): 125-141
Open Access
Hybrid Improved Brain Storm Optimization with Support Vector Machine for Cardiovascular Diseases Classification
Yifei Sun, Wenya Shi, Shi Cheng, [...], Kashif Talpur, Yuhui Shi << Fewer
Published: 25 August 2025
2026, 31(1): 142-161
Open Access
Optimization-Based Finite-Time Multi-Robot Formation: A Zeroing Neurodynamics Method
Cheng Hua, Jinsha Xu, Zhendai Huang, [...], Bolin Liao, Shuai Li << Fewer
Published: 25 August 2025
2026, 31(1): 162-179
Open Access
A Deep Reinforcement Learning-Based Self-Repair Method for Solving the Agile Satellite Scheduling Problem
Yahui Zuo, Ming Chen, Xiaolu Liu, [...], Yonghao Du, Amr Qamar, Yuan Shang << Fewer
Published: 25 August 2025
2026, 31(1): 180-198
Open Access
Building a Self-Evolving Digital Twin System with Bayesian Optimization and Deep Reinforcement Learning for Complex Equipment Optimization and Control
Kunyu Wang, Zhen Chen, Lin Zhang, [...], Mohammad S. Obaidat, Jin Cui, Hongbo Cheng, Han Lu << Fewer
Published: 25 August 2025
2026, 31(1): 199-216
Total 19