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第5期 屠传运,等:膜系统下的一种多目标优化算法 ·683 Evolutionary Computation.Orlando,FL,USA,1994: [15]张玉良.改进粒子群优化算法在图像矢量量化中的应 82-87. 用研究[D].天津:天津工业大学,2013. [4 ZITZLER E,THIELE L.Multi-objective evolutionary ZHANG Yuliang.Application of improved particle swarm algorithms:a comparative case study and the strength optimization algorithm in image vector quantization [D]. Pareto approach [J].IEEE trans.on evolutionary Tianjin:Tianjin Polytechnic University,2013. computation,1999,3(4):257-271. [16]周明.遗传算法原理及应用M].北京:国防工业出版 [5 MARK ERICKSON A M,HORN J.The niched pareto 社,1999. genetic algorithm 2 applied to the design of groundwater [17]李俊.基于膜计算模型的多目标优化算法研究[D].合 remediation systems [J].Lecture notes in computer 肥:安徽大学,2016. 8 cience,2001,1993:681-695. LI Jun.Study on Multi-objective Optimization Algorithm [6]DEB K,PRATAP A,AGARWAL S,et al.A fast and Based on Membrane Computing Model [D].Hefei Anhui elitist multi-objective genetic algorithm:NSGA-II [J]. University,2016. IEEE trans.on evolutionary computation,2002,6(2): [18]黄席越,张著洪,何传江,等.现代智能算法理论及应 182-197. 用[M].北京:科学出版社,2005. [7]PAUN G,ROZENBERG G.A guide to membrane [19]JU Y,ZHANG S,DING N,et al.Complex network computing[J].Theoretical computer science,2002,287 clustering by a multi-objective evolutionary algorithm (1):73-100 based on decomposition and membrane structure [J]. [8 ZAHARIE D,CIOBANU G.Distributed evolutionary Scientific reports,2016,6:33870. algorithms inspired by membranes in solving continuous [20]ZHANG G,LI Y,GHEORGHE M.A multi-objective optimization problems [J].Lecture notes in computer membrane algorithm for knapsack problems[C]//IEEE science,2009,4361:536-553. Fifth International Conference on Bio-Inspired Computing: [9 LIU C,HAN M,WANG X Z.A multi-objective Theories and Applications.Gwalior,India,2012:604 evolutionary algorithm based on membrane systems[C]// -609. Fourth International Workshop on Advanced Computational 作者简介: Intelligence.Wuhan,China,2011:103-109. 屠传运,男,1992年生,硕士研究 [10]ZHANG G,CHENG J,GHEORGHE M,et al.A hybrid 生,主要研究方向为多目标优化、膜 approach based on differential evolution and tissue 计算。 membrane systems for solving constrained manufacturing parameter optimization problems[.Applied soft computing. 2013,13(3):1528-1542. [11]韩敏,刘闯,邢军.一种基于膜系统理论的多目标演算 法[J].自动化学报,2014,40(3):431-438, 陈韬伟,男,1972年生,副教授,博 士,主要研究方向为智能信息处理、面 HAN Min,LIU Chuang,XING Jun.A multi-objective 达信号处理及电子商务。主持并参与 evolutionary algorithm based on membrane system theory 多项国家级课题,发表学术论文多篇, [J].Acta automatica sinica,2014,40(3):431-438. 其中被SCI,EI检索10余篇。 [12]PAUN G,ROZENBERG G,SALOMAA A.The Oxford handbook of membrane computing [M].Oxford Oxford University Press,2010. 余益民.男.1968年生,副教授,博 [13]张葛祥,潘林强.自然计算的新分支一膜计算[J]. 士,主要研究方向为跨境电子商务、能 计算机学报,2010,33(2):208-214. 源互联网及数据挖掘技术。主持参与 ZHANG Gexiang,PAN Lingiang.A survey of membrane 多项国家级课题,发表学术论文30余 computing as a new branch of natural computing [J]. 篇,被SCL,EI检索10余篇。 Chinese journal of computers,2010,33(2):208-214. [14]张葛祥,程吉祥,王涛,等.膜计算:理论与应用[M] 北京:科学出版社,2015.Evolutionary Computation. Orlando, FL, USA, 1994: 82-87. [ 4 ] ZITZLER E, THIELE L. Multi⁃objective evolutionary algorithms: a comparative case study and the strength Pareto approach [ J ]. IEEE trans. on evolutionary computation, 1999, 3(4):257-271. [ 5 ] MARK ERICKSON A M, HORN J. The niched pareto genetic algorithm 2 applied to the design of groundwater remediation systems [ J ]. Lecture notes in computer science, 2001, 1993:681-695. [6] DEB K, PRATAP A, AGARWAL S, et al. A fast and elitist multi⁃objective genetic algorithm: NSGA⁃II [ J ]. IEEE trans. on evolutionary computation, 2002, 6 ( 2): 182-197. [ 7 ] PAUN G, ROZENBERG G. A guide to membrane computing[ J]. Theoretical computer science, 2002, 287 (1):73-100. [ 8 ] ZAHARIE D, CIOBANU G. Distributed evolutionary algorithms inspired by membranes in solving continuous optimization problems [ J ]. Lecture notes in computer science, 2009, 4361:536-553. [ 9 ] LIU C, HAN M, WANG X Z. A multi⁃objective evolutionary algorithm based on membrane systems [ C] / / Fourth International Workshop on Advanced Computational Intelligence. Wuhan, China, 2011:103-109. [10]ZHANG G, CHENG J, GHEORGHE M, et al. A hybrid approach based on differential evolution and tissue membrane systems for solving constrained manufacturing parameter optimization problems[J]. Applied soft computing, 2013, 13(3):1528-1542. [11]韩敏, 刘闯, 邢军. 一种基于膜系统理论的多目标演算 法[J]. 自动化学报, 2014, 40(3):431-438. HAN Min, LIU Chuang, XING Jun. A multi⁃objective evolutionary algorithm based on membrane system theory [J]. Acta automatica sinica, 2014, 40(3):431-438. [12] PAUN G, ROZENBERG G, SALOMAA A. The Oxford handbook of membrane computing [ M]. Oxford :Oxford University Press, 2010. [13]张葛祥, 潘林强. 自然计算的新分支———膜计算[ J]. 计算机学报, 2010, 33(2):208-214. ZHANG Gexiang, PAN Linqiang. A survey of membrane computing as a new branch of natural computing [ J ] . Chinese journal of computers, 2010, 33 (2): 208-214. [14]张葛祥, 程吉祥,王涛,等. 膜计算: 理论与应用 [M]. 北京:科学出版社, 2015. [15]张玉良. 改进粒子群优化算法在图像矢量量化中的应 用研究[D]. 天津:天津工业大学, 2013. ZHANG Yuliang. Application of improved particle swarm optimization algorithm in image vector quantization [ D]. Tianjin: Tianjin Polytechnic University, 2013. [16]周明. 遗传算法原理及应用[M]. 北京:国防工业出版 社, 1999. [17]李俊. 基于膜计算模型的多目标优化算法研究[D]. 合 肥:安徽大学, 2016. LI Jun. Study on Multi⁃objective Optimization Algorithm Based on Membrane Computing Model [D]. Hefei : Anhui University, 2016. [18]黄席越, 张著洪, 何传江,等. 现代智能算法理论及应 用[M] . 北京: 科学出版社, 2005. [19] JU Y, ZHANG S, DING N, et al. Complex network clustering by a multi⁃objective evolutionary algorithm based on decomposition and membrane structure [ J ]. Scientific reports, 2016, 6:33870. [20 ] ZHANG G, LI Y, GHEORGHE M. A multi⁃objective membrane algorithm for knapsack problems [ C] / / IEEE Fifth International Conference on Bio⁃Inspired Computing: Theories and Applications. Gwalior, India, 2012: 604 -609. 作者简介: 屠传运,男,1992 年生,硕士研究 生,主要研究方 向 为 多 目 标 优 化、 膜 计算。 陈韬伟,男,1972 年生,副教授,博 士,主要研究方向为智能信息处理、雷 达信号处理及电子商务。 主持并参与 多项国家级课题,发表学术论文多篇, 其中被 SCI、EI 检索 10 余篇。 余益民,男,1968 年生,副教授,博 士,主要研究方向为跨境电子商务、能 源互联网及数据挖掘技术。 主持参与 多项国家级课题,发表学术论文 30 余 篇,被 SCI、EI 检索 10 余篇。 第 5 期 屠传运,等:膜系统下的一种多目标优化算法 ·683·
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