刘群锋｜东莞理工学院｜学者主页

2026

A multi-pheromone ant colony optimization for large-scale traveling salesman problems

Qunfeng Liu, Qingnan Liu, Qingnan Liu, Qingnan Liu, Kanghua Zhu, Jiarui Zhang

Applied Soft Computing

DOI

2026

Geometric-Information-Based Ant Colony Optimization for Large-Scale Traveling Salesman Problem

Qingnan Liu, Qunfeng Liu

International Symposium on Intelligent Robotics and Systems (ISoIRS)

DOI

2026

The mean performance of stochastic optimization algorithms may not average

Yuan Yan, Qunfeng Liu, Yun Li

Computational and Applied Mathematics

DOI

2025

A Universal Urban Flood Risk Model Based on Particle-Swarm-Optimization-Enhanced Spiking Graph Convolutional Networks

Xuhong Fang, Jiaye Li, Mengyao Wang, Aifang Chen, Songdong Shao, Qunfeng Liu

Sustainability，Vol. 170, No. 220

DOI

2025

An Improved Adaptive Whale Optimization Algorithm with Multi-Strategy for Optimization Problems

Jiarui Zhang, Qunfeng Liu, Yunchao Zhi, Kanghua Zhu

International Conference on Consumer Electronics and Computer Engineering (ICCECE)

DOI

2025

Time-Weighted Method to Compare the Convergence Performances of Optimization Algorithms

Yuan Yan, Qunfeng Liu, Ao-Jin Li, S.Y. Wang, Changjiang Ma, Yun Li

Communications in computer and information science

DOI

2024

计算智能与人工智能辅助的科学计算之辨析

刘群锋，叶展煜，邓洛宁

《东莞理工学院学报》

2024

全局最优化算法评价与数值比较

刘群锋

2024

Paradox-Free Data Analysis in Numerical Comparisons of Optimization Algorithms

Yunchao Zhi, Qunfeng Liu, Yuan Yan, Yunpeng Jing

International Journal of Swarm Intelligence Research

DOI

2024

On the representativeness metric of benchmark problems in numerical optimization

Caifeng Chen, Qunfeng Liu, Yunpeng Jing, Mingming Zhang, Shi Cheng, Yun Li

Swarm and Evolutionary Computation

DOI

2024

Mean-based Borda count for paradox-free comparisons of optimization algorithms

Qunfeng Liu, Yunpeng Jing, Yuan Yan, Yun Li

Information Sciences

DOI

2023

基于改进人工蜂群算法的多阈值图像分割

李鑫鑫，刘群锋

《计算机技术与发展》

2023

Feature Selection Using Binary Particle Swarm Optimization Based on Conditional Independence

Jiaao Yu, Qunfeng Liu, Jiarui Zhang, Peixin Zheng

DOI

2023

A partition-based convergence framework for population-based optimization algorithms

Xinxin Li, Shuai Hua, Qunfeng Liu, Yun Li

Information Sciences

DOI

2023

A Modified Gaining-Sharing Knowledge Algorithm Based on Dual-Population and Multi-operators for Unconstrained Optimization

Haoran Ma, Jiahao Zhang, Wenhong Wei, Wanyou Cheng, Qunfeng Liu

Lecture notes in computer science

DOI

2023

A Bilevel Genetic Algorithm for Global Optimization Problems

Ziru Lun, Zhanyu Ye, Qunfeng Liu

Lecture notes in computer science

DOI

2022

Research on Optimization of Fireworks Algorithm Based on Gravity Search Operator

Lianghao Gong, Qunfeng Liu

IEEE International Conference on Civil Aviation Safety and Information Technology (ICCASIT)

DOI

2022

Paradox-Free Analysis for Comparing the Performance of Optimization Algorithms

Yuan Yan, Qunfeng Liu, Yun Li

IEEE Transactions on Evolutionary Computation

DOI

2022

An adaptive differential evolution with extended historical memory and iterative local search

Caifeng Chen, Yuan Yan, Qunfeng Liu

Applied Soft Computing

DOI

2022

A General Framework for Intelligent Optimization Algorithms Based on Multilevel Evolutions

Chenchen Wang, Caifeng Chen, Ziru Lun, Zhanyu Ye, Qunfeng Liu

Lecture notes in computer science

DOI

2022

Quantum-Behaved Simple Brain Storm Optimization with Simplex Search

Xi Wang, Wei Chen, Qunfeng Liu, Yingying Cao, Shi Cheng, Yanmin Yang

Lecture notes in computer science

DOI

2021

全局最优化基于递归深度群体搜索的新方法

刘群锋

《清华大学出版社》

2021

基于优化算法竞赛场景的改进data profile技术

严圆，刘群锋

《东莞理工学院学报》

DOI

2021

Bilevel-search particle swarm optimization for computationally expensive optimization problems

Yuan Yan, Qin Zhou, Shi Cheng, Qunfeng Liu, Yun Li

Soft Computing

DOI

2020

A novel surrogate-assisted evolutionary algorithm with an uncertainty grouping based infill criterion

Qunfeng Liu, Xunfeng Wu, Qiuzhen Lin, Junkai Ji, Ka‐Chun Wong

Swarm and Evolutionary Computation

DOI

2019

Paradoxes in Numerical Comparison of Optimization Algorithms

Qunfeng Liu, William V. Gehrlein, Ling Wang, Yuan Yan, Yingying Cao, Wei Ren Chen, Yun Li

IEEE Transactions on Evolutionary Computation

DOI

2019

Benchmarks for Evaluating Optimization Algorithms and Benchmarking MATLAB Derivative-Free Optimizers for Practitioners’ Rapid Access

Lin Li, Alfredo Alan Flores Saldívar, Yun Bai, Yi Chen, Qunfeng Liu, Yun Li

IEEE Access

DOI

2018

Simplex Search-Based Brain Storm Optimization

Wei Chen, Yingying Cao, Shi Cheng, Yifei Sun, Qunfeng Liu, Yun Li

IEEE Access

DOI

2018

Two Possible Paradoxes in Numerical Comparisons of Optimization Algorithms

Qunfeng Liu, Wei Chen, Yingying Cao, Yun Li, Ling Wang

Lecture notes in computer science

DOI

2017

多水平直接搜索全局优化方法

刘群锋，陈景周，徐钦桂

《数值计算与计算机应用》

2017

Benchmarking Stochastic Algorithms for Global Optimization Problems by Visualizing Confidence Intervals

Qunfeng Liu, Wei–Neng Chen, Jeremiah D. Deng, Tianlong Gu, Huaxiang Zhang, Zhengtao Yu, Jun Zhang

IEEE Transactions on Cybernetics

DOI

2017

Benchmarking and Evaluating MATLAB Derivative-Free Optimisers for Single-Objective Applications

Lin Li, Yi Chen, Qunfeng Liu, Jasmina Lazić, Wuqiao Luo, Yun Li

Lecture notes in computer science

DOI

2017

A Simple Brain Storm Optimization Algorithm via Visualizing Confidence Intervals

Yingying Cao, Wei Chen, Shi Cheng, Yifei Sun, Qunfeng Liu, Yun Li, Yuhui Shi

Lecture notes in computer science

DOI

2016

支持向量机多项式光滑函数的误差理论研究

何文斌，刘群锋，熊金志

《计算机研究与发展》

2016

Improving the convergence rate of the DIRECT global optimization algorithm

Qunfeng Liu, Guang Yang, Zhongzhi Zhang, Jinping Zeng

Journal of Global Optimization

DOI

2016

Topology selection for particle swarm optimization

Qunfeng Liu, Wenhong Wei, Huaqiang Yuan, Zhi‐Hui Zhan, Yun Li

Information Sciences

DOI

2015

基于混合非单调下降条件的直接搜索方法

刘群锋，曾金平，张忠志，程万友

《计算数学》

2014

MrDIRECT: a multilevel robust DIRECT algorithm for global optimization problems

Qunfeng Liu, Jinping Zeng, Gang Yang

Journal of Global Optimization

DOI

2014

Order-2 Stability Analysis of Particle Swarm Optimization

Qunfeng Liu

Evolutionary Computation

DOI

2014

Global optimization by multilevel partition

Qunfeng Liu, Jinping Zeng

Journal of Global Optimization

DOI

2013

A modified DIRECT algorithm with bilevel partition

Qunfeng Liu, Wanyou Cheng

Journal of Global Optimization

DOI

2013

An accurate active set conjugate gradient algorithm with project search for bound constrained optimization

Wanyou Cheng, Qunfeng Liu, Donghui Li

Optimization Letters

DOI

2012

基于遗传算法的高校排课数学模型

钟耀广，刘群锋

《东莞理工学院学报》

2012

最小正基直接搜索共轭梯度法

刘群锋

《高等学校计算数学学报》

2012

Linear scaling and the DIRECT algorithm

Qunfeng Liu

Journal of Global Optimization

DOI

2012

Research of University Timetabling Model Based on Genetic Algorithm

Qunfeng Liu

Journal of Dongguan University of Technology

2011

最优化问题的几种网格型算法

刘群锋

《湖南大学》

2011

非单调Frame型直接搜索共轭梯度法

刘群锋

《计算数学》

2011

Newton-Hermite插值与正号函数的光滑化

刘群锋，熊金志

《东莞理工学院学报》

2011

Two minimal positive bases based direct search conjugate gradient methods for computationally expensive functions

Qunfeng Liu

Numerical Algorithms

DOI

2011

PRP-Type Direct Search Methods for Unconstrained Optimization

Qunfeng Liu, Wanyou Cheng

Applied Mathematics

DOI

2010

基于二次多项式的光滑支持向量机在分类中的若干问题

陈勇，刘群锋，毛焕章

《计算机与现代化》

2009

支持向量机一阶多项式光滑函数的唯一性分析

陈勇，刘群锋，黄仁泰

《信息与电脑》

2009

Sufficient descent nonlinear conjugate gradient methods with conjugacy condition

Wanyou Cheng, Qunfeng Liu

Numerical Algorithms

DOI

精选作品

期刊论文

A multi-pheromone ant colony optimization for large-scale traveling salesman problems

Geometric-Information-Based Ant Colony Optimization for Large-Scale Traveling Salesman Problem

The mean performance of stochastic optimization algorithms may not average

A Universal Urban Flood Risk Model Based on Particle-Swarm-Optimization-Enhanced Spiking Graph Convolutional Networks

An Improved Adaptive Whale Optimization Algorithm with Multi-Strategy for Optimization Problems

Time-Weighted Method to Compare the Convergence Performances of Optimization Algorithms

计算智能与人工智能辅助的科学计算之辨析

全局最优化 算法评价与数值比较

Paradox-Free Data Analysis in Numerical Comparisons of Optimization Algorithms

On the representativeness metric of benchmark problems in numerical optimization

Mean-based Borda count for paradox-free comparisons of optimization algorithms

基于改进人工蜂群算法的多阈值图像分割

Feature Selection Using Binary Particle Swarm Optimization Based on Conditional Independence

A partition-based convergence framework for population-based optimization algorithms

A Modified Gaining-Sharing Knowledge Algorithm Based on Dual-Population and Multi-operators for Unconstrained Optimization

A Bilevel Genetic Algorithm for Global Optimization Problems

Research on Optimization of Fireworks Algorithm Based on Gravity Search Operator

Paradox-Free Analysis for Comparing the Performance of Optimization Algorithms

An adaptive differential evolution with extended historical memory and iterative local search

A General Framework for Intelligent Optimization Algorithms Based on Multilevel Evolutions

Quantum-Behaved Simple Brain Storm Optimization with Simplex Search

全局最优化 基于递归深度群体搜索的新方法

基于优化算法竞赛场景的改进data profile技术

Bilevel-search particle swarm optimization for computationally expensive optimization problems

A novel surrogate-assisted evolutionary algorithm with an uncertainty grouping based infill criterion

Paradoxes in Numerical Comparison of Optimization Algorithms

Benchmarks for Evaluating Optimization Algorithms and Benchmarking MATLAB Derivative-Free Optimizers for Practitioners’ Rapid Access

Simplex Search-Based Brain Storm Optimization

Two Possible Paradoxes in Numerical Comparisons of Optimization Algorithms

多水平直接搜索全局优化方法

Benchmarking Stochastic Algorithms for Global Optimization Problems by Visualizing Confidence Intervals

Benchmarking and Evaluating MATLAB Derivative-Free Optimisers for Single-Objective Applications

A Simple Brain Storm Optimization Algorithm via Visualizing Confidence Intervals

支持向量机多项式光滑函数的误差理论研究

Improving the convergence rate of the DIRECT global optimization algorithm

Topology selection for particle swarm optimization

基于混合非单调下降条件的直接搜索方法

MrDIRECT: a multilevel robust DIRECT algorithm for global optimization problems

Order-2 Stability Analysis of Particle Swarm Optimization

Global optimization by multilevel partition

A modified DIRECT algorithm with bilevel partition

An accurate active set conjugate gradient algorithm with project search for bound constrained optimization

基于遗传算法的高校排课数学模型

最小正基直接搜索共轭梯度法

Linear scaling and the DIRECT algorithm

Research of University Timetabling Model Based on Genetic Algorithm

最优化问题的几种网格型算法

非单调Frame型直接搜索共轭梯度法

Newton-Hermite插值与正号函数的光滑化

Two minimal positive bases based direct search conjugate gradient methods for computationally expensive functions

PRP-Type Direct Search Methods for Unconstrained Optimization

基于二次多项式的光滑支持向量机在分类中的若干问题

支持向量机一阶多项式光滑函数的唯一性分析

Sufficient descent nonlinear conjugate gradient methods with conjugacy condition

预印本

Learning to Design Convex Relaxations for Nonconvex Optimization

书籍章节

Modified DIRECT Algorithm for Scaled Global Optimization Problems

研究方向

全局最优化算法评价与数值比较

全局最优化基于递归深度群体搜索的新方法