----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
---------------------------------------------------------------------------------------------------
Global Optimization (全局优化), Swarm Intelligence(群体智能),Evolutionary Computation(演化计算),Machine Learning(机器学习)
---------------------------------------------------------------------------------------------------
科研代表作(限10篇内):
1. Qunfeng Liu, William V. Gehrlein, Ling Wang, Yuan Yan, Yingying Cao, Wei Chen, and Yun Li. Paradoxes in Numerical Comparison of Optimization Algorithms. IEEE Transactions on Evolutionary Computation, 24(4), 777-791, 2020 (演化计算领域TOP1,SCI一区)
2. Qunfeng Liu, Wei-Neng, Chen, Jeremiah D. Deng, Tianlong Gu, Huaxiang Zhang, Zhengtao Yu, Jun Zhang. Benchmarking Stochastic Algorithms for Global Optimization Problems by Visualizing Confidence Intervals.IEEE Transactions on Cybernetics, 47(9), 2924-2937, 2017 (自动化领域TOP1,SCI一区)
3. Qunfeng Liu. Order-2 stability analysis of particle swarm optimization. Evolutionary Computation, 23(2), 187-216, 2015 (演化计算领域TOP2,SCI二区)
4. Qunfeng Liu. Linear scaling and the DIRECT algorithm.Journal of Global Optimization, 56(3), 1233-1245, 2013 (全局优化领域TOP2,SCI二区)
5. Qunfeng Liu, Guang Yang, Zhongzhi Zhang, Jinping Zeng. Improving the convergence rate of the DIRECT global optimization algorithm.Journal of Global Optimization, 67(4), 851–872, 2017 (全局优化领域TOP2,SCI二区)
6. Qunfeng Liu, Wenhong Wei, Huaqiang Yuan, Zhi-Hui Zhan, Yun Li. Topology selection for particle swarm optimization. Information Sciences, 363,154-173, 2016 (工程技术领域TOP,SCI一区)
7. Qunfeng Liu, Jinping Zeng, Guang Yang. MrDIRECT: A multilevel robust DIRECT algorithm for global optimization problems.Journal of Global Optimization, 62(2), 205-227, 2015 (全局优化领域TOP2,SCI二区)
8. Qunfeng Liu, Jinping Zeng. Global optimization by multilevel partition.Journal of Global Optimization, 61 (1), 47-69, 2015 (全局优化领域TOP2,SCI二区)
9. Qunfeng Liu and Wanyou Cheng. A modified DIRECT algorithm with bilevel partition.Journal of Global Optimization, 60 (3), 483-499, 2014 (全局优化领域TOP2,SCI二区)
----------------------------------------------------------------------------------------------------------
主持科研项目:
进化算法数值比较的若干理论问题研究及其应用,国家自然科学基金面上项目(2018/01-2021/12)
多水平粒子群优化及其动态分析,广东省自然科学基金面上项目(2016.01-2018.12)
基于粒子群优化的群动态决策模型,教育部人文社会科学基金青年项目(2013.1-2015.12)
基于多水平演化的群体智能优化算法,广东省普通高校国家级重点领域专项(2020.1-2022.12)
-------------------------------------------------------------------------------------------------------
学术团体:
中国人工智能学会会员 2020 -
中国仿真学会会员 2018 -(智能仿真优化与调度专委会委员)
中国计算机学会会员 2016 -
国际全局优化协会会员Member of International Society of Global Optimization(http://www.isogop.org/membership)2013---
-------------------------------------------------------------------------------------------------------
期刊审稿人:
l IEEE Transactions on Evolutionary Computation
l Swarm Intelligence
l ACM Computing Surveys
l Artificial Intelligence Review
l Optimization and Engineering
l International Journal of Bio-inspired Computation
l Pacific Journal of Optimization
l Mathematical Modeling and Analysis
l Journal of Computational Mathematics
l Numerical Algorithms
I Computational Optimization and Applications
l 计算机应用
l 威尼斯官方网站学报
-------------------------------------------------------------------------------------------------------
学术会议审稿人, 程序委员会成员:
CEC 2018,2019,2020
ICACI 2020
BIC-TA 2019
WCCI 2016
ICSI 2018
DMBD 2018,2019,2020
SEAL 2017
--------------------------------------------------------------------------------------------------------
主讲课程
计算智能,运筹学,最优化方法,数值分析,概率论与数理统计
-------------------------------------------------------------------------------------------------------
导师要求
选我做指导老师的学生需要熟悉Matlab或Python编程,喜欢数值模拟与数值计算。