1、0Contentsp A Glimpse p Optimization and Benchmarkp Fuzzy Logic(FL) p Swarm Intelligence(SI)p Evolutionary Computation(EC) p Genetic Algorithm(GA)p Particle Swarm Optimization(PSO)p Brain Storm Optimization(BSO)p Bacterial Foraging Algorithm(BFA) p Memetic Algorithm(MA)A Glimpse夏顺仁夏顺仁浙江大学生物医学工程学系浙江大学
2、生物医学工程学系2017年年3月月1日日21.1 History1.2 Magazines & Conferences1.3 People31.1 History 1975 Genetic Algorithm (遗传遗传) by J. Holland 1977 Tabu Search (禁忌搜索禁忌搜索) by Glover 1983 Simulated Annealing (模拟退火模拟退火) by Kirkpatrick 1992 Ant Colony Optimization (蚁群算法蚁群算法) by Dorigo 1992 Memetic algorithm (文化基因算法文化基因算
3、法) by Pablo Moscato and Michael G. Norman 1995 Particle Swarm Optimization (粒子群优化算法粒子群优化算法) by Kennedy and Eberhart 1999 Predatory Search (捕食搜索捕食搜索) by Linhares 2001 Bacterial Foraging Algorithm (细菌捕食算法细菌捕食算法) by Passino41.1 HistoryMany Concepts: Confused? Modern Heuristics (现代启发式现代启发式) Advanced Heu
4、ristics (高级启发式高级启发式) Intelligent Computation (智能计算智能计算) Intelligent Optimization Algorithm (智能优化算法智能优化算法) Soft Computing (软计算软计算) Evolutionary Computation (进化计算进化计算) Natural Computation (自然计算自然计算) Biologically Inspired Computation (生物启发式计算生物启发式计算) and more5IEEE Computational Intelligence SocietyHome
5、page: http:/ieee-cis.org/CIS LOGOProf. Gary G. Yen, President (2010-2011)6PublicationsIEEE Computational Intelligence MagazineThis magazine aims to introduce the readers to all areas of computational intelligence design and applications, with specific emphasis on applications oriented developments,
6、successful industrial implementations, design tools, technology reviews, computational intelligence education, and applied research. The Magazine has a broad readership, reaching all CIS members as part of the membership benefits.Kay Chen TanEditor-in-Chief (2010-2011)7PublicationsIEEE Transactions
7、on Neural NetworksThis journal is devoted to the science and technology of neural networks, which disclose significant technical knowledge, exploratory developments, and applications of neural networks from biology to software to hardware. Emphasis is on artificial neural networks.Derong LiuEditor-i
8、n-Chief (2010-2011)8PublicationsIEEE Transactions on Fuzzy SystemsThis journal is devoted to the theory, design and applications of fuzzy systems, ranging from hardware to software. Emphasis will be given to engineering applications.Nikhil R. PalEditor-in-chief (2009-2010) 9PublicationsIEEE Transact
9、ions on Evolutionary ComputationThis journal is devoted to the theory, design and applications of evolutionary computation, with emphasis given to engineering systems and scientific applications encompassing, but not limited to, evolutionary optimization, machine learning, intelligent systems design
10、, image processing and machine vision, pattern recognition, evolutionary neurocomputing, evolutionary fuzzy systems, applications in biomedicine and biochemistry, robotics and control, mathematical modelling, civil, chemical, aeronautical, and industrial engineering applications.Garrison GreenwoodEd
11、itor-in-chief (2009-2010) 10PublicationsIEEE Transactions on Autonomous Mental DevelopmentThe journal is co-sponsored by the IEEE Computational Intelligence Society and the IEEE Consumer Electronics Society. It is technically co-sponsored by the IEEE Computer Society, the IEEE Engineering in Medicin
12、e and Biology Society, and the IEEE Robotics and Automation Society.Zhengyou ZhangEditor-in-chief (2008-2009)11PublicationsIEEE Transactions on Computational Intelligence and AI in GamesThe journal has a broad scope and publishes high quality papers on all aspects of computational intelligence and a
13、rtificial intelligence related to games.The journal is co-sponsored by the IEEE Computational Intelligence Society, the IEEE Computer Society, the IEEE Consumer Electronics Society and the IEEE Sensors Council. It is technically co-sponsored by the IEEE Systems, Man, and Cybernetics Society, the IEE
14、E Instrumentation and Measurement Society, the IEEE Robotics and Automation Society, and the IEEE Communications Society.Simon M. LucasEditor-in-chief (2008) 12PublicationsIEEE/ACM Transactions on Computational Biology and BioinformaticsThis journal publishes archival research results related to: th
15、e algorithmic, mathematical, statistical, and computational methods that are central to bioinformatics and computational biology; the development and testing of effective computer programs in bioinformatics; the development and optimization of biological databases; and important biological results t
16、hat are obtained from the use of these methods, programs, and databases.The journal is co-sponsored by the ACM, the IEEE Computational Intelligence Society, the IEEE Computer Society, and the IEEE Engineering in Medicine and Biology Society. It is technically co-sponsored by the IEEE Control Systems
17、 Society.Marie-France Sagot Editor-in-Chief 13PublicationsIEEE Transactions on Information Forensics and Security(信息取证与安全信息取证与安全)This journal aims to provide a unified focus for archival research on the fundamental contributions and the mathematics behind information forensics, information security,
18、 surveillance, and systems applications that incorporate these features.The journal is sponsored by the IEEE Signal Processing Society. It is technically co-sponsored by the IEEE Communications Society, the IEEE Computational Intelligence Society, the IEEE Computer Society, the IEEE Engineering in M
19、edicine and Biology Society, and the IEEE Information Theory Society.14PublicationsIEEE Transactions on NanoBioscienceThis journal reports on original, innovative and interdisciplinary work on all aspects of molecular systems, cellular systems, and tissues - including molecular electronics. The jour
20、nal includes basic and applied research - from practical, clinical and environmental applications to formalized mathematical theory - from the worlds of engineering, physics, chemistry, computer science, biology and medicine.The journal is sponsored by the IEEE Computational Intelligence Society, IE
21、EE Computer Society, IEEE Engineering in Medicine and Biology Society, IEEE Nanotechnology Council, IEEE Robotics and Automation Society, and IEEE Systems, Man, and Cybernetics Society.15PublicationsInternational Journal of Swarm Intelligence Research (IJSIR)The International Journal of Swarm Intell
22、igence Research (IJSIR) serves as a forum for facilitating and enhancing the information sharing among swarm intelligence researchers in the field, ranging from algorithm developments to real-world applications. Targeting at researchers, academicians, students, and engineers, this journal provides i
23、nnovative findings in swarm intelligence, evolutionary computation, computational intelligence, optimization techniques, and their applications. Yuhui ShiEditor-in-chief16PublicationsIEEE Computational Intelligence Magazine (IF: 4.629)IEEE Transactions on Neural Networks and Learning Systems (IF: 3.
24、766)IEEE Transactions on Fuzzy Systems (IF: 5.484)IEEE Transactions on Evolutionary Computation (IF: 4.810)IEEE Transactions on Computational Intelligence and AI in Games (IF: 1.694)IEEE Transactions on Autonomous Mental Development (IF: 2.170) 17WCCI (World Conference on Computational Intelligence)
25、=CEC+IJCNN+FUZZWCCI 1994June 26-July 2, 1994Walt Disney World Dolphin Hotel, Orlando, Florida, USA General Chair: Charles J. RobinsonWCCI 1998May 4-9, 1998Egan Civic & Convention Center and Anchorage Hilton Hotel, Anchorage, Alaska, USAGeneral Chair: Patrick K. Simpson WCCI 2002May 12-17, 2002Hilton
26、 Hawaiian Village Hotel, Honolulu, Hawaii, USAGeneral Chair: David Fogel18WCCI (World Conference on Computational Intelligence)WCCI 2006July 16-21, 2006Sheraton Vancouver Wall Center Hotel, Vancouver, BC, CanadaGeneral Chair: Gary G. YenWCCI 2008July 1-6, 2008Hong Kong Convention and Exhibition Cent
27、re, Hong Kong, ChinaGeneral Chair: Jun WangWCCI 2010July 18-23, 2010Barcelona International Convention Centre, Barcelona, SpainGeneral Chair: Pilar Sobrevilla19WCCI (World Conference on Computational Intelligence)WCCI 2016July 24-29, 2016Vancouver, Canada, 24-29 July 2016 Kay Chen TanGeneral Co-Chai
28、r of IEEE WCCI 2016 Gary G. YenGeneral Co-Chair of IEEE WCCI 2016 IEEE WCCI 2016 hosted three conferences: The 2016 International Joint Conference on Neural Networks (IJCNN 2016), the 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2016), and the 2016 IEEE Congress on Evolutionary Com
29、putation (IEEE CEC 2016) under one roof. 20CEC (IEEE Congress on Evolutionary Computation)uCEC 2017, Donostia - San Sebastin, Spain June 5-8, 2017uCEC 2015, Sendai Japan, 25-28 May, 2015uCEC 2013, Cancun Mexico, 20-23 June, 2013uCEC 2011, New Orleans USA, 5-8 June , 2011 uCEC 2009, Trondheim Norway,
30、 18-21 May, 2009uCEC 2007, Singapore, 23-26 July, 2007 uCEC 2005, Edinburgh U.K., 2-5 Sept, 2005 21Other ConferencesInternational Conference on Computational Intelligence 2010 : Amsterdam, The Netherlands Sept 15-17, 20102nd International Joint Conference on Computational Intelligence 2010 : Valenci
31、a, Spain, Oct 24-26, 2010International Conference on Evolutionary Computation International Conference on Fuzzy Computation International Conference on Neural Computation 2nd International Conference on Computational Intelligence and Natural Computing (CINC 2010), Wuhan, China, Sept 13-14, 201022Oth
32、er ConferencesIEEE Symposium Series on Computational Intelligence 2014, Orlando, FL, USA, 09 Dec - 12 Dec 2014 IEEE Symposium Series on Computational Intelligence 2013, Singapore, 15 Apr - 19 Apr 2013IEEE Symposium Series on Computational Intelligence 2011, Paris, France, April 11 15, 2011 IEEE Symp
33、osium Series on Computational Intelligence 2009, Tennessee, USA, March 30 - April 2, 2009IEEE Symposium Series on Computational Intelligence 2007, Honolulu, Hawaii, USA, April 1-5, 2007http:/www.ieee-ssci.org/231.3 People: Lotfi A. Zadeh Professor Lotfi A. Zadeh(卢特菲卢特菲泽德泽德 ) Graduate School, Compute
34、r Science Division Department of Electrical Engineering and Computer Sciences University of California BerkeleyEmail:zadeheecs.berkeley.edu http:/www.cs.berkeley.edu/zadeh/Fellow, IEEE (1958)Fuzzy Set: 1965 Fuzzy Logic: 1973 BISC( Berkeley Initiative in Soft Computing): 1990 Human-Machine Perception
35、: 2000 IEEE Millennium Medal(千禧奖章千禧奖章 ), 2000 Number of citations in the Citation Index: over 24,253 (April 3, 2009)241.3 People: Lawrence J. FOGELDr. Lawrence J. Fogel (UCLA) (1928-2007)Fellow IEEE (1998)Past President of Natural Selection Inc.Email: N/A http:/www.natural- IEEE Frank Rosenblatt Tec
36、hnical Field Award (2006)Fogel LJ (1963) Biotechnology: Concepts and Applications, Prentice Hall251.3 People: David B. FOGELDr. David B. Fogel (University of California)Fellow IEEE (1999)Chairman of Natural Selection Inc.Email: dfogelnatural- http:/www.natural- editor-in-chief of the IEEE Transactio
37、ns on Evolutionary Computation (1996-2002) President of the IEEE Computational Intelligence Society. 261.3 People: Gary B. FOGELDr. Gary B. Fogel (UCLA)Fellow IEEE (1999)Chairman of Natural Selection Inc.Email: gfogelnatural- http:/www.natural- expression analysis, gene recognition, drug activity/to
38、xicity prediction, structure analysis and similarity, sequence alignment, and biomedical pattern recognition 271.3 People: John Henry HOLLANDProf. John H. HollandComputer Science and Engineering the University of MichiganFirst introduced Genetic Algorithm (1975)Holland, Adaptation in Natural and Art
39、ificial Systems, The MIT Press; Reprint edition 1992 (originally published in 1975). developed Hollands schema theorem. 281.3 People: Marco DorigoAnt Colony OptimizationMIT Press, 2004Prof. Marco Dorigo (Politecnico di Milano,1992)Universit Libre de Bruxelles, BelgiumEmail: mdorigoulb.ac.behttp:/iri
40、dia.ulb.ac.be/mdorigo/HomePageDorigo/Fellow IEEE (2006)Inventor of the Ant Colony Optimization metaheuristic for combinatorial optimization problems. 291.3 People: YAO Xin (姚新姚新) Prof. Xin Yao, FIEEE Natural Computation GroupSchool of Computer Science The University of Birmingham Edgbaston, Birmingh
41、am B15 2TT, U.K. Phone: +44 121 414 3747, Fax: +44 121 414 2799 Email: x.yaocs.bham.ac.uk http:/www.cs.bham.ac.uk/xin/Evolutionary computation, neural network ensembles and multiple classifiers, meta-heuristic algorithms, data mining, computational complexity of evolutionary algorithms, and various
42、real-world applicationsDirector of the Centre of Excellence for Research in Computational Intelligence and Applications (CERCIA)Editor-in-Chief of the IEEE Transactions on Evolutionary Computation (2003-08), the maximum possible term allowed by IEEE301.3 People: TAN Kay ChenAssociate Professor TAN K
43、ay Chen (Ph.D University of Glasgow, Scotland, in 1997) DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERINGNATIONAL UNIVERSITY OF SINGAPORE4 ENGINEERING DRIVE 3, SINGAPORE 117576Office: E4 08-09 Tel: (65) 6516 2127 Fax: (65) 6779 1103 Email:eletankcnus.edu.sghttp:/vlab.ee.nus.edu.sg/kctan/Computationa
44、l and artificial intelligence, with applications to multi-objective optimization, scheduling, automation, data mining, and games.Editor-in-Chief: IEEE Computational Intelligence Magazine (2010-) (IF: 2.535) 311.3 People: ONG Yew-Soon (王友顺王友顺)Associate Professor Yew-Soon Ong(University of Southampton
45、, UK)School of Computer EngineeringNanyang Technological UniversityBlock N4, 2b-39, Nanyang Avenue, Singapore 639798Tel : +65-6790-6448Fax: +65-6792-6559asysongntu.edu.sghttp:/www3.ntu.edu.sg/home/ASYSOng/co-editor-in-chief of Memetic Computing Journal (Springer), associate editor of IEEE Computatio
46、nal Intelligence Magazine, IEEE Transactions on Systems, Man, Cybernetics- Part B, International Journal of Systems Science321.3 People: EBERHART RussellChair, Prof., Dept. of Electrical and Computer Engineering723 West Michigan Street, SL-160Indianapolis, Indiana 46206-5132 USAEmail:reberhariupui.e
47、duhttp:/www.engr.iupui.edu/eberhart/Adjunct Professor of Biomedical Engineering at the Purdue School of Engineering and TechnologyInventor of Particle Swarm IntelligenceFellow of the IEEEAssociate Editor of IEEE Transactions on Evolutionary ComputationPast President of IEEE Neural Networks Council.
48、Co-author of Swarm Intelligence, published by Morgan Kaufmann in 2001 Fellow of the American Institute for Medical and Biological Engineering331.3 People: SHI Yuhui (史玉回史玉回)Prof. Yuhui Shi (Southeast University)Electrical and Electronic Engineering at Xian Jiaotong-Liverpool University (XJTLU)Suzhou
49、, ChinaDirector of the Research and Postgraduate Office at XJTLUEmail: http:/ (0512) 8816-1402 Editor-in-Chief, International Journal of Swarm Intelligence Research, December 2008 - present Associate Editor, IEEE Transactions on Evolutionary Computation, January 2003 - present 341.3 People: SHI Yuhui (史玉回史玉回)l Yuhui Shi and Russell C. Eberhart, A Modified Particle Swarm Optimizer, 1998 IEEE International Conference on Evolutionary Computation, Anchorage, Alaska, USA, May 4-9, 1998 (*cited 1210 times) l Russell C. Eberhart, and Yuhui Shi, Particle swarm optimization: developments, applications
