摘要：
Differential evolution (DE) is one of the most powerful and effective evolutionary algorithms for the global optimization problems. However, the performance of DE highly depends on control parameters. To solve this problem, dissipative differential evolution with self-adaptive control parameters (DSDE) is proposed in this paper. In DSDE approach, the values of control parameters are adjusted by the fitness information between the target vector and trial vector. Because the population diversity is a key to avoid falling into the local optima, DSDE develops dissipative scheme to make the population far away equilibrium state. Experimental studies on comprehensive set of benchmark functions show DSDE achieves better results for the majority of test cases.
期刊：
International Journal of Computer Applications in Technology,2013年46(3):252-258 ISSN：0952-8091
通讯作者：
Guo, J.(guojinglei@mail.ccnu.edu.cn)
作者机构：
[Jinglei Guo] Department of Computer Science, Central China Normal University, Wuhan 430079, China;[Zhijian Wu] State Key Lab of Software Engineering, Wuhan University, Wuhan 430072, China;[Bin Zhao] School of Automation, Wuhan University of Technology, Wuhan 430079, China
通讯机构：
Department of Computer Science, Central China Normal University, China
期刊：
PROCEEDINGS OF 2013 2ND INTERNATIONAL CONFERENCE ON MEASUREMENT, INFORMATION AND CONTROL (ICMIC 2013), VOLS 1 & 2,2013年1:482-485 ISSN：2376-6158
通讯作者：
Jin, Cong
作者机构：
[Jin, Cong; Guo, Jing-Lei] Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.
通讯机构：
[Jin, Cong] C;Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.
会议名称：
2nd International Conference on Measurement, Information and Control (ICMIC)
会议时间：
AUG 16-18, 2013
会议地点：
Harbin, PEOPLES R CHINA
会议主办单位：
[Jin, Cong;Guo, Jing-Lei] Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.
会议论文集名称：
International Conference on Measurement Information and Control
关键词：
software fault-proneness prediction;fuzzy inference system (fis);automated;inspection metrics
摘要：
The identification of a module's fault-proneness is very important for minimizing cost and improving the effectiveness of the software development process. How to obtain the correlation between inspection metrics and module's fault-proneness, hiding in the observed data, has been focused by very researches. In this paper, we propose the use of a fuzzy inference system for this purpose. In order to empirically evaluate the effectiveness of proposed approach, we apply it on empirical data published by Ebenau and NASA's Metrics Data Program data repository, respectively. Experiments results confirm that proposed approach is very effective for establishing relationship between inspection metrics and fault-proneness, and that its implementation don't require neither extra cost nor expert's knowledge, and it is completely automated. Novel approach can provide software project managers with reasonably suggestion and much-needed insights.
摘要：
This paper proposes an effective particle swarm optimization algorithm with social weight (ESWPSO) to solve economic dispatch problem in power system. Many nonlinear characteristics of cost function and operational constraints are all considered for practical operation. The extremum disturbance operator in ESWPSO effectively contributes to finding better solutions by generating random points in promising area. The penalty strategy is adopted to help particles satisfy the dynamic power balance constraints. The effectiveness and feasibility of ESWPSO are demonstrated by two power system cases. Compared with previous literature, the experiment results show ESWPSO can fast find higher quality solutions.
摘要：
Opposition-based Differential Evolution (ODE) has been proved to be an effective method to Differential Evolution (DE) in solving many optimization functions, and it's faster and more robust convergence than classical DE. In this paper, a fast ODE algorithm (FODE), using a local search method with Cauchy mutation is proposed. The simulation experiments are conducted on a comprehensive set of 10 complex benchmark functions. Compared with ODE, FODE is faster and more robust.
期刊：
Information Technology Journal,2011年10(1):152-157 ISSN：1812-5638
通讯作者：
Guo, J.-L.
作者机构：
[Guo, Jing-Lei] Department of Computer Science, Hua Zhong Normal University, Wuhan Hubei, 430079, China;[Guo, Jing-Lei; Wu, Zhi-Jian] State Key Lab of Software Engineering, Wuhan University, Wuhan Hubei, 430072, China
通讯机构：
[Guo, J.-L.] D;Department of Computer Science, Hua Zhong Normal University, China
作者机构：
[张建伟; 吴志健; 郭京蕾] State Key Laboratory of Software Engineering, Wuhan University, Wuhan 430072, China;[郭京蕾] Department of Computer Science, Huazhong Normal University, Wuhan 430079, China
通讯机构：
State Key Laboratory of Software Engineering, Wuhan University, China
期刊：
Proceedings of the IEEE International Conference on Industrial Technology,2008年:646-+
通讯作者：
Wu, Y.(yngww@163.com)
作者机构：
[Wu, Yong] Wuhan Univ Technol, Sch Automat, Wuhan 430070, Hubei Province, Peoples R China.;[Guo, Jinglei] Huazhong Normal Univ, Dept Comp Sci, Wuhan, Peoples R China.
通讯机构：
School of Automation, Wuhan University of Technology, China
会议名称：
IEEE International Conference on Industrial Technology
会议时间：
APR 21-24, 2008
会议地点：
Chengdu, PEOPLES R CHINA
会议主办单位：
[Wu, Yong] Wuhan Univ Technol, Sch Automat, Wuhan 430070, Hubei Province, Peoples R China.^[Guo, Jinglei] Huazhong Normal Univ, Dept Comp Sci, Wuhan, Peoples R China.
关键词：
active power filter;current predictive control;system performance
摘要：
This paper presents a study on predictive control for current closed loop control of active power filter (APF). Through analyzing the mathematical model of APF and predictive control theory, the current predictive control (CPC) of active power filter is deduced. The mathematical expressions of predictive model, feedback adjustment and optimization control are analyzed and the relationship between control parameters and system performance is discussed. The proposed method is tested on a DSP-based APF system. The results of simulation and experiment show that the method improves the controlling precision and dynamic performance of APF and it is correct and feasible.
期刊：
Proceedings - ISDA 2006: Sixth International Conference on Intelligent Systems Design and Applications,2006年1:385-389
通讯作者：
Guo, J.(guojinglei@mail.ccnu.edu.cn)
作者机构：
[Liu, Wei; Guo, Jinglei] Department of Computer Science, Central China Normal University;[Wu, Yong] School of Automation, Wuhan University of Technology
