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刘俊华

2023年08月29日 14:04  点击:[]

所属学科专业:计算机科学与技术,电子信息

导师简介:

刘俊华,女,博士,副教授,硕士生导师。长期从事最优化方法、进化算法、多目标优化等方面的研究工作。主持国家自然科学青年基金项目1项,陕西省自然基金青年项目1项,参与国家级项目2项,主持横向项目1项。期间以第一作者在《knowledge-based systems》、《Integrated Computer-Aided Engineering》、《International Journal of Pattern Recognition and Artificial Intelligence》等国际期刊上公开发表学术论文十余篇,其中有2篇发表在中科院1区(TOP)期刊。受邀成为《Information Sciences》,《Applied Soft Computing》等学术期刊审稿人。

联系方式:liujunhua@xpu.edu.cn

主要研究方向:

1.最优化方法;

2.(超)多目标优化算法及其应用;

3.演化算法.

近年来主持科研项目及学术成果

1.国家自然科学青年基金项目,62202366,“基于自适应跟踪反馈的超多目标优化方法研究”2023.01至2025.12,在研,主持;

2.陕西省自然科学基础研究计划项目,一般项目(青年),2022JQ-624,“基于非线性支配框架的超多目标优化算法研究”, 2022.01至2023.12,在研,主持;

3.横向项目,2021KJ-708,“智能调度管理系统优化”,2022.12-2023.12,在研,主持;

4.国家自然科学基金项目,面上项目,61872281,“大规模生物数据计算的优化建模与高效算法研究”,2019.01-2022.12,已结题,参加。

5.国家自然科学基金项目,地区项目,61561001,“基于粒子群优化的多目标智能算法及应用研究”,2016.01-2019.12,已结题,参加。

代表性论文:

[1]Junhua Liu, Yuping Wang, Yiu-ming Cheung. A Cα-dominance-Based Solution Estimation Evolutionary Algorithm for Many-Objective Optimization, Knowledge-BasedSystems,2022, 248: 108738(1-25).(SCI,中科院-1区, Top期刊)

[2]Junhua Liu, Yuping Wang, Ninglei Fan, Shiwei Wei and Wuning Tong.AConvergence-Diversity Balanced Fitness Evaluation Mechanism for Decomposition-Based Many-Objective Optimization Algorithm [J]. Integrated Computer-Aided Engineering, 2019, 26(2):159-184. (SCI,中科院-1区, Top期刊)

[3]Junhua Liu, Yuping Wang, Shiwei Wei, Xiangjuan Wu and Wuning Tong. A Parameterless Penalty Rule-Based Fitness Estimation for Decomposition-Based Many-Objective Optimization Evolutionary Algorithm [J]. IEEE Access, 2019, 7: 81701-81716. (SCI,中科院-2区)

[4]Junhua Liu, Yuping Wang, Xingyin Wang, Si Guo, Xin Sui. A New Dominance Method Based on Expanding Dominated Area for Many-Objective Optimization [J]. International Journal of Pattern Recognition and Artificial Intelligence, 2019, 33(3): 1959008(1-24). (SCI)

[5]Junhua Liu, Yuping Wang, Shiwei Wei, Xin Sui and Wuning Tong. A Filled Flatten Function Method Based on Basin Deepening and Adaptive Initial Point for Global Optimization [J]. International Journal of Pattern Recognition and Artificial Intelligence, 2020, 34(4): 2059011(1-26). (SCI)

[6]Junhua Liu, Yuping Wang, Xin Sui, Si Guo, Liwen Liu. An α-Dominance Expandation Based Algorithm for Many-Objective Optimization[C] //The 13th International Conference on Computational Intelligence and Security (CIS),Hong Kong, China, December 15-18, 2017, pp. 6-10. (EI)

[7]Junhua Liu, Yuelin Gao. A Multi-Objective Cultural Algorithm Based on Particle Swarm Optimization with Crowding Entropy[C]// WIT Transactions on Information and Communication Technologies, Wuhan, P.R. China, December 22-25, 2014, pp. 555-564. (EI)

[8]刘俊华,高岳林,多目标非支配邻近免疫粒子群算法[J].太原理工大学学报,2014, 45(6): 769-775.

[9]Xin Sui, Yuping Wang,Junhua Liu. A New Filled Function Method Combining Auxiliary Function for Global Optimization [J]. Pacific Journal of Optimization, 15(1): 23-44. (SCI)

[10]Xiangjuan Wu, Yuping Wang,Junhua Liu, Ninglei Fan. A New Hybrid Algorithm for Solving Large Scale Global Optimization Problems [J], IEEE Access, 2019, 7: 103354-103364.(SCI,中科院-2区)

[11]Xingyin Wang, Yuping Wang,Junhua Liu, Si Guo, Liwen Liu. Two Archive Based Evolutionary Algorithm Using Adaptive Reference Direction and Decomposition for Many-Objective Optimization[C]// The 14th International Conference on Computational Intelligence and Security (CIS), Hangzhou, China, November 16-19, 2018, pp. 20-24. (EI)

[12]NingleiFan, Yuping Wang,Junhua Liu, Yiu-ming Cheung. A New Adaptive Hybrid Algorithm for Large-Scale Global Optimization[C]// The 16th International Symposium on Neural Networks (ISNN 2019), Moscow, Russia, July 10-12, 2019, pp. 299-308. (EI)

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