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Technical University of Sofia, BULGARIA
RONALD YAGER, Iona College, New Rochelle, NY, USA (honorary)
AMAURI CABALLERO, Florida International University, Miami, FL,
USA
GEORGE VACHTSEVANOS, Georgia Inst. of Technol., Atlanta, GA, USA
ROBERT FINKEL, Physics Dept., St. John's University, USA
DEMETRIOS KAZAKOS, Texas Southern University, USA
THEODORE TRAFALIS, University of Oklahoma, USA
TAKIS KASPARIS, University of Central Florida, USA
ZHIQIANG GAO, Cleveland State University, Cleveland, OH, USA
YAN WU, Georgia Southern University, Statesboro, GA, USA
SPYROS TRAGOUDAS, Southern Illinois University Carbondale,
IL, USA
ARKADY KHOLODENKO, Clemson University, USA
GREGORY BAKER, Ohio State Univ, Columbus, Ohio, USA
GALIGEKERE DATTATREYA, University of Texas at Dallas, TX, USA
CAROLINE SWEEZY, New Mexico State University, USA
ASAD SALEM, Texas A&M University- Corpus Christi, USA
DIAN ZHOU, The University of Texas at Dallas, USA
METIN DEMIRALP, Istanbul Technical University, TURKEY
OLGA MARTIN, University Politehnica of Bucharest, ROMANIA
PANOS PARDALOS, University of Florida, USA
CONSTANTIN UDRISTE, University Politehnica of Bucharest, ROMANIA
KLEANTHIS PSARRIS, The University of Texas at San Antonio, TX, USA
ANDREW D. JONES, Florida A&M University, Tallahassee, FL, USA
VALERI MLADENOV, Technical University of Sofia, BULGARIA
NERI F., University of Piemonte Orientale, Alessandria, ITALY
CHEN S. Y., Zhejiang University of Technology, P. R. CHINA
SHYI-MING CHEN, Nat.Taiwan Univ. of Science & Techn, Taipei,
R.O.C.
YEN K., Florida International University, Miami, FL, USA
RONG-JYUE FANG, Southern Taiwan University of Technology, TAIWAN
ARGYRIOS VARONIDES, University of Scranton, USA
NIKOLAI KOBASKO, R&D of IQ Technologies Inc , Akron, Ohio, USA
XU ANPING, Hebei University of Technology, Tianjin 300130, P. R. CHINA
ZHU H., Hiroshima Kokusai Gakuin University, JAPAN
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Lajosz
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Andrej Krope, SLOVENIA
Tina Krope, SLOVENIA
Danijela Dobersek, SLOVENIA
Nicolas Abatzoglou, CANADA
Beghidja Abdelhadi, FRANCE
Wael Al-hasawi, KUWAIT
Zakaria Al-Qodah, JORDAN
Omar Othman Badran, JORDAN
Pandelis Biskas, GREECE
Tomas Bodnar, CZECH REPUBLIC
Luis Borges, PORTUGAL
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Fernando Carapau, PORTUGAL
Sombat Chuenchooklin, THAILAND
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Abdel-Karim Daud, ISRAEL
Paul Deuring, FRANCE
Yue Dong, CHINA
Jassim Gaeb, JORDAN
Mohamed Hassan, KUWAIT
Iraj Hassanzadeh, IRAN
Toshiaki Hishida, JAPAN
Seied Hossein, Hosseiny IRAN
Chun Chang Huang, CHINA
Pei-Hwa Huang, TAIWAN
Niranjan Kumar Injeti, INDIA
Lucio Ippolito, ITALY
J. Janela, PORTUGAL
C.M. Kao, TAIWAN
Sameer Khader, ISRAEL
Stanislav Krasmar, CZECH REPUBLIC
Rainer Krebs, GERMANY
Petr Kucera, CZECH REPUBLIC
Sonia Leva, ITALY
Bugaru Mihai, ROMANIA
Ebrahim Mussavi, IRAN
Jiri Neustupa, CZECH REPUBLIC
Panos Papanicolaou, GREECE
Hassan Rahimzadeh, IRAN
Dong-Hee Rhie, KOREA
Nasreddine Saadouli, KUWAIT
Maria Specovius-Neugebauer, GERMANY
Frank Stagnitti, AUSTRALIA
Mladen Stanojevic, SERBIA and MONTENEGRO
Heiki Tammoja, ESTONIA
Juhan Valtin, ESTONIA
Werner Varnhorn, GERMANY
T.Y. Yeh, TAIWAN
Ruey-Fang Yu, TAIWAN
Chen Yuchen, CHINA
Mohamed Zahran, EGYPT
Jiri Zdenek, CZECH REPUBLIC
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Valentin Dogaru Ulieru, ROMANIA
Tomas Dostal, CZECH REPUBLIC
Maitreyee Dutta, INDIA
Karl Edelmoser, AUSTRIA
Erki Eessaar, ESTONIA
Karim El Guemhioui, CANADA
Hamed Elsimary, EGYPT
Ehsan Esfandiary, IRAN
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Tchier Fairouz, SAUDI ARABIA
Qi Feng, CHINA
Marta Fernandez, SPAIN
Franco Frattolillo, ITALY
Juan Frausto-Solis, MEXICO
Richard Gallery, IRELAND
Gao Gang-yi, CHINA
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Kuo-Hung Hou, TAIWAN
Michel Houtermans, NETHERLANDS,
Chung-Yuan Huang, TAIWAN
Zhou Huiwei, CHINA
Ren-junn Hwang, TAIWAN
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Cheng-chang Jeng, TAIWAN
Zhang Jilong, CHINA
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HJ Kadim ,UNITED KINGDOM
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Dong-liang Lee, TAIWAN
Seongkee Lee, KOREA
Yong Woo Lee, KOREA
Huey-Ming Lee, TAIWAN
Somchai Lekcharoen, THAILAND
Sheng-Tun Li, TAIWAN
Chunshien Li, TAIWAN
Ying Li, TAIWAN
Yiming Li, TAIWAN,
Wen-Yew Liang, TAIWAN
Ioan Lie, ROMANIA
S. S. Lin, TAIWAN
Wilfred Lin, HONG KONG S.A.R.
Lily Lin, TAIWAN
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Xiaolin Lu, CHINA
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Manki Min, UNITED STATES
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Payman Moallem, IRAN
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Farah Mohammadi, CANADA
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Javad Nourinia, IRAN
Juan Jesus Ocampo-Hidalgo, MEXICO
Koji Ohashi, JAPAN
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Jin Park, UNITED STATES
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Rabin Raut, CANADA
Fuji Ren, JAPAN
Dimitrios Rigas, UNITED KINGDOM
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Francklin Rivas, VENEZUELA
Mercedes Ruiz, SPAIN
Jean Saade, LEBANON
Raafat Saade, CANADA
Mohammad Ali Sadrnia, IRAN
Ma Sadrnia, IRAN
Iwata Sakagami, JAPAN
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Enrique San Mill n, SPAIN
Usiel Sandler, ISRAEL
Oscar SanJuan, SPAIN
Michael Schwarz, GERMANY
Milos Seda, CZECH REPUBLIC
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Chao-Cheng Shih, TAIWAN
Khalil Shihab, OMAN
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Jungpil Shin, JAPAN
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Hung-Jen Yang, TAIWAN
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Eng-Thiam Yeoh, MALAYSIA
Huifen Ying, CHINA
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Enhai Yu, CHINA
Jian Yu ,CHINA
Eugen Zaharescu, ROMANIA
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Malika Zazi, MOROCCO
Wenyu Zhang, CHINA
Hong Zheng, CHINA
Hong Zhu, UNITED KINGDOM
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Plenary
Lecture
Artificial Bee Colony (ABC) Algorithm Exploitation and Exploration Balance

Professor Milan Tuba
Professor Milan Tuba
University Megatrend Belgrade
Faculty of Computer Science
Serbia
E-mail: tuba@ieee.org
Abstract: Many heuristic algorithms were developed to find suboptimal
solutions to hard optimization problems. Algorithms based on swarm intelligence
represent an important branch of such metaheuristics. Artificial bee colony
optimization algorithm is a recent addition to swarm intelligence algorithms
that was successfully used on many different hard optimization problems,
especially constrained optimization problems. All nature inspired algorithms
simulate various natural phenomena. In the case of honey bees the algorithm
mimics food foraging of bees with employed bees, onlooker bees and scout bees.
In essence, all these diverse mimicking tries to accomplish two things: to
exploit good found solutions (exploitation), but also go to unknown places
(exploration) in order to avoid being trapped in local minima. The
successfulness of any such nature inspired algorithm is determined by proper
balance between exploitation and exploration. This balance is maintained by
adjusting certain parameters and also by applying some rules in certain
situations.
In general, employed bees and onlookers in the ABC algorithm perform
exploitation while scout bees perform exploration. However, better results are
achieved by fine tuning of the algorithm that introduces some exploration into
exploitation phase and vice versa. This plenary lecture will demonstrate few
successful examples of such exploitation/exploration balance adjustments for the
artificial bee colony algorithm applied to constrained optimization problems.
Brief Biography of the Speaker:
Milan Tuba received B. S. in Mathematics, M. S. in Mathematics, M. S. in
Computer Science, M. Ph. in Computer Science, Ph. D. in Computer Science from
University of Belgrade and New York University. From 1983 to 1994 he was in the
U.S.A. first as a graduate student and teaching and research assistant at
Vanderbilt University in Nashville and Courant Institute of Mathematical
Sciences, New York University and later as an Assistant Professor of Electrical
Engineering at Cooper Union Graduate School of Engineering, New York. During
that time he was the founder and director of Microprocessor Lab and VLSI Lab,
leader of scientific projects and supervisor of many theses. From 1994 he was
Assistant professor of Computer Science and Director of Computer Center at
University of Belgrade, from 2001 Associate Professor, Faculty of Mathematics,
and from 2004 also a Professor of Computer Science and Dean of the College of
Computer Science, Megatrend University Belgrade. He was teaching more than 20
graduate and undergraduate courses, from VLSI Design and Computer Architecture
to Computer Networks, Operating Systems, Image Processing, Calculus and Queuing
Theory. His research interest includes mathematical, queuing theory and
heuristic optimizations applied to computer networks, image processing and
combinatorial problems. He is the author of more than 130 scientific papers and
a monograph. He is coeditor or member of the editorial board or scientific
committee of number of scientific journals and conferences. Member of the ACM
since 1983, IEEE 1984, New York Academy of Sciences 1987, AMS 1995, SIAM 2009
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