Overview:
Network design is being increasingly important and fundamental issue in
the fields of engineering, computer science, operations research, such
as transportation planning, project management, telecommunication
network, SCM (supply chain management) system, scheduling in FMS
(flexible manufacturing systems), airline scheduling, and so on. Network
models for scheduling problems also provide a useful way to modeling
various real world problems and are extensively used in practice.
Many real world applications impose on more complex issues, such as,
complex structure, complex constraints, and multiple objects to be
handled simultaneously and make the problem intractable to the
traditional approaches. Recent advances in evolutionary algorithms such
as genetic algorithm, genetic programming, and evolution strategy have
made it possible to solve such practical network design and scheduling
problems. The tutorial introduces a thorough treatment of evolutionary
algorithms, i.e., hybrid genetic algorithms approach to solve several
network design problems and scheduling problems as follows:
Part 1: Fundamental Genetic Algorithms and Hybrid Genetic Algorithms.
Part2: Shortest Path Problem (SPP), Minimum Cost Flow problem (MCF),
Maximum Flow problem (MXF), Bicriteria Network Design problem, and
Minimum Spanning Tree problems.
Part 3: Resource constrained-project scheduling problem (rc-PSP),
Resource constrained-multiple project scheduling problem (rc-mPSP) and
SCM network design.
Part 4: Several scheduling problems in FMS.
Instructor's
Background:
Dr. Mitsuo Gen is a Professor in Department (Field) of Information
Architecture, Graduate School of Information, Production and Systems at
Waseda University, Japan. He was a Visiting Prof. in Dept. of Industrial
Engineering & Operations Research at University of California, Berkeley;
Aug. 1999 to March 2000 and a Visiting Prof. in Dept. of Industrial
Engineering at Texas A&M University; Jan.-Feb. and Aug.-Sept. 2000 for
the intensive class. He received his B.E., M.S. and Ph.D. from Kogakuin
University, Tokyo.
His research interest includes Fuzzy Operations Research, Network Design
& Optimization, Reliability Analysis & Design, Genetic Algorithms &
Artificial Neural Networks, and their Applications to IE/OR Problems. He
has published several books including the books "Genetic Algorithms and
Engineering Design", Jan. 1997 and "Genetic Algorithms and Engineering
Optimization", Jan. 2000 with Dr. Cheng, John Wiley & Sons, Inc., New
York. He has published decades of papers in various international
journals such as: IEEE Transaction on Reliability, European J. of
Operational Research, Networks, J. of Operational Research Society,
Computers and Operations Research, Fuzzy Sets and Systems, Inter. J. of
Systems Science, Computers and Industrial Engineering, J. of
Intelligent Manufacturing, Computer Integrated Manufacturing, Fuzzy
Optimization & Decision Making, Intelligent Automation and Soft
Computing, Australian J. of Intelligent Information Processing Systems,
IEICE Transactions on Fundamentals, Electronics and Communications in
Japan, and so on.
Dr. Gen organized and chaired several special sessions on Genetic
Algorithms and related areas at the following recent international
conferences: IEEE Inter. Conference on Systems, Man. & Cyber.,
International Conference on Computers and Industrial Engineering,
European Congress on Intelligent Techniques and Soft Computing, and so
on. He edited several special issues on Genetic Algorithms and related
areas as a guest editor:
- Genetic Algorithms and Industrial Engineering; Computers and
Industrial Engineering, Vol. 30, No. 4, 1996; Guest Editors: Mitsuo
Gen, Gary Wassermann, and Alice Smith.
- Intelligent Engineering Design; Engineering Design and Automation,
Vol. 3, No.2, 1997;
Guest Editors: Mitsuo Gen and Alice Smith.
- Evolutionary Computation for Engineering Valuation; Engineering
Valuation and Cost
Analysis, 1998; Guest Editors: Mitsuo Gen and Alice Smith.
- Computational Intelligence for Industrial Engineering; Computers and
Industrial Engineering,
1999; Guest Editors: Mitsuo Gen, Hamid Seifoddini, and Andreas Bastian.
- Next Generation of Production Management, Inter. J. of Production
Economics, Vols. 60/61,
664 pages 1999; Guest Editors: T. Ichimura, M. Kuroda, H. Tsubone, H.
Ohta, Mitsuo Gen.
- Supply Chain Management; Computers and Industrial Engineering, Vol.
43, Nos. 1-2, 405
pages, July, 2002: Guest Editors: Young Hae Lee, Mitsuo Gen, Dorit S.
Hochbaum.
- Soft Computing for Supply Chain Management; OR Spectrum, Guest
Editors: Mitsuo Gen
and Hans-Otto Gunteher, work in process.
He is a member of the editorial board of the following international
journals: Computers and Industrial Engineering, OR Spectrum, Fuzzy
Optimization and Decision Making, and so on.