健康大数据研究中心

朱庆灵

助理教授

朱庆灵,博士,深圳大学助理教授。

Email: zhuqingling@szu.edu.cn

博士毕业于香港城市大学。

科研能力及成果

朱庆灵,香港城市大学电脑科学系博士。研究方向包括多目标优化,组合优化和自动算法设计。目前在IEEE Transactions on Evolutionary Computation, IEEE Transactions on Cybernetics,以及其他国际期刊和会议共发表论文十余篇。连续三年获得香港城市大学杰出学术研究奖学金。获得EMO2021华为国际物流大赛金奖。获得ICAPS2021华为动态取送货问题竞赛金奖。部分成果如下:

2023

Xiaoqiang Wu,Qingling Zhu, Qiuzhen Lin, Weineng Chen, Jianqiang Li, Adaptive Evolutionary Reinforcement Learning Algorithm with Early Termination Strategy, AAMAS 2024, Accepted.

Qingling Zhu, Xiaoqiang Wu, Qiuzhen Lin, Wei-Neng Chen, Two-Stage Evolutionary Reinforcement Learning for Enhancing Exploration and Exploitation, AAAI 2024, Accepted.

Qingling Zhu, Xiaoqiang Wu, Qiuzhen Lin, Lijia Ma, Jianqiang Li, Zhong Ming, Jianyong Chen, A survey on evolutionary reinforcement learning algorithms,Neurocomputing, 2023, 556:126628.

Jianqiang Li, Junchuang Cai, Tao Sun,Qingling Zhu, Qiuzhen Lin, Multitask-Based Evolutionary Optimization for Vehicle Routing Problems in Autonomous Transportation, IEEE Transactions on Automation Science and Engineering, 2023, Early Accepted.

2022

Junchuang Cai,Qingling Zhu, Qiuzhen Lin, Variable neighborhood search for a new practical dynamic pickup and delivery problem, Swarm and Evolutionary Computation, 2022, 75:101182.

2020

Qingling Zhu, Qingfu Zhang, Qiuzhen Lin,A Constrained Multiobjective Evolutionary Algorithm with Detect-and-Escape Strategy, IEEE Transactions on Evolutionary Computation, 2020, 24(5):938-947.

2019

Qingling Zhu, Qiuzhen Lin, Jianqiang Li, Carlos A. Coello Coello, Jianyong Chen, and Jun ZhangAn Elite Gene Guided Reproduction Operator for Many-objective Optimization, 2019, 51(2):765-778.

2018

Qiuzhen Lin,Qingling Zhu (corresponding author), Na Wang, Peizhi Huang, Wenjun Wang, Jianyong Chen, Zhong Ming.A multi-objective immune algorithm with dynamic population strategy.Swarm and Evolutionary Computation, Early Access, DOI:10.1016/j.swevo.2018.12.003.

Qingling Zhu, Qiuzhen Lin, Jianyong Chen.A gene-level hybrid search framework for multiobjective evolutionary optimization.Neural Computing and Applications, 2018, 30(3):759-773.

Qiuzhen Lin, Yueping Ma, Jianyong Chen,Qingling Zhu, Carlos A. Coello Coello, Ka-Chun Wong, Fei Chen.An adaptive immune-inspired multi-objective algorithm with multiple differential evolution strategies.Information Sciences. 2018, 430:46-64.

Qiuzhen Lin, Songbai Liu,Qingling Zhu, Chaoyu Tang, Ruizhen Song, Jianyong Chen, Carlos A. Coello Coello, Ka-Chun Wong, Jun Zhang.Particle swarm optimization with a balanceable fitness estimation for many-objective optimization problems.IEEE Transactions on Evolutionary Computation. 2018, 22(1):32-46.

2017

Qingling Zhu, Qiuzhen Lin, Weineng Chen, Ka-Chun Wong, Carlos A. Coello Coello, Jianqiang Li, Jianyong Chen, Jun Zhang.An external archive-guided multiobjective particle swarm optimization algorithm.IEEE Transactions on Cybernetics, 2017, 47(9): 2794-2808.

主持项目:

(1)国家自然科学基金-青年科学基金项目,智慧社区微电网能源预测及多目标优化技术研究,62203308,2023.01.01--2025.12.31;

教学经历

C语言程序设计,深大成人教育,2022.