An iterative goal programming approach for solving fuzzy multiobjective integer linear programming problems

This paper presents an iterative goal programming approach for solving fuzzy multiobjective integer linear programming problems. These problems involve fuzzy parameters in the right-hand side of the constraints. The concept of α-level set of these fuzzy parameters is introduced with the definition o...

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Veröffentlicht in:Applied mathematics and computation Jg. 170; H. 1; S. 216 - 225
1. Verfasser: Saad, Omar M.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York, NY Elsevier Inc 01.11.2005
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ISSN:0096-3003, 1873-5649
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Abstract This paper presents an iterative goal programming approach for solving fuzzy multiobjective integer linear programming problems. These problems involve fuzzy parameters in the right-hand side of the constraints. The concept of α-level set of these fuzzy parameters is introduced with the definition of their membership function. A solution algorithm is described in sequential steps to solve the formulated model. The suggested approach in this paper is mainly based on the iterative goal programming technique together with Gomory cuts. An illustrative numerical example is given to clarify the theory and the solution algorithm.
AbstractList This paper presents an iterative goal programming approach for solving fuzzy multiobjective integer linear programming problems. These problems involve fuzzy parameters in the right-hand side of the constraints. The concept of α-level set of these fuzzy parameters is introduced with the definition of their membership function. A solution algorithm is described in sequential steps to solve the formulated model. The suggested approach in this paper is mainly based on the iterative goal programming technique together with Gomory cuts. An illustrative numerical example is given to clarify the theory and the solution algorithm.
Author Saad, Omar M.
Author_xml – sequence: 1
  givenname: Omar M.
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  fullname: Saad, Omar M.
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  organization: Department of Mathematics, College of Science, Qatar University, P.O. Box 2713, Doha, Qatar
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Cites_doi 10.1016/0165-0114(78)90031-3
10.1287/mnsc.25.1.64
10.1137/0109008
10.1016/0305-0548(81)90027-7
10.1016/S0096-3003(03)00669-6
10.1016/0360-8352(90)90182-L
10.1287/mnsc.17.4.B141
10.1057/jors.1977.143
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Issue 1
Keywords Fuzzy parameters
Gomory cuts
Multiobjective integer linear programming
Goal programming
Membership function
Level set
Multiobjective programming
Iterative method
Linear programming
Gomory cut
Integer programming
Algorithm theory
Applied mathematics
Language English
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References Charnes, Cooper (bib2) 1961
Osman, Awad, Saad (bib11) 1989; 9
Ignizio (bib7) 1981; 8
Taha (bib16) 1975
Dauer, Krueger (bib3) 1977; 28
Ignizio (bib6) 1983; 4
Steuer (bib15) 1978
J.B. Hughes, O.M. Saad, Stability sets for integer linear multiobjective and goal programming, Paper presented at EuroX, The 10th European Conference on Operational Research, Belgrade, Yugoslavia, June 27–30, 1989.
Sasaki, Gen, Ida (bib14) 1990; 19
Sasaki, Gen (bib13) 1992; J75-A
Lee, Morris (bib10) 1977; 6
Balinski (bib1) 1961; 1
Zimmermann (bib18) 1978; 1
Klein, Holm (bib9) 1979; 25
Saad, Sharif (bib12) 2004; 153
Ignizio (bib8) 1976
Dubois, Prade (bib4) 1980
Zadeh, Bellman (bib17) 1970; 17
Taha (10.1016/j.amc.2004.11.026_bib16) 1975
Ignizio (10.1016/j.amc.2004.11.026_bib8) 1976
Osman (10.1016/j.amc.2004.11.026_bib11) 1989; 9
Ignizio (10.1016/j.amc.2004.11.026_bib7) 1981; 8
Ignizio (10.1016/j.amc.2004.11.026_bib6) 1983; 4
Zadeh (10.1016/j.amc.2004.11.026_bib17) 1970; 17
Dauer (10.1016/j.amc.2004.11.026_bib3) 1977; 28
Saad (10.1016/j.amc.2004.11.026_bib12) 2004; 153
Sasaki (10.1016/j.amc.2004.11.026_bib13) 1992; J75-A
Zimmermann (10.1016/j.amc.2004.11.026_bib18) 1978; 1
10.1016/j.amc.2004.11.026_bib5
Klein (10.1016/j.amc.2004.11.026_bib9) 1979; 25
Dubois (10.1016/j.amc.2004.11.026_bib4) 1980
Steuer (10.1016/j.amc.2004.11.026_bib15) 1978
Charnes (10.1016/j.amc.2004.11.026_bib2) 1961
Sasaki (10.1016/j.amc.2004.11.026_bib14) 1990; 19
Balinski (10.1016/j.amc.2004.11.026_bib1) 1961; 1
Lee (10.1016/j.amc.2004.11.026_bib10) 1977; 6
References_xml – volume: J75-A
  start-page: 1590
  year: 1992
  end-page: 1995
  ident: bib13
  article-title: A method for solving fuzzy multiobjective decision making problems by interactive sequential goal programming
  publication-title: Transactions of the Institute of Electronics, Information and Communication Engineers
– year: 1976
  ident: bib8
  article-title: Goal Programming and Extensions
– volume: 153
  start-page: 743
  year: 2004
  end-page: 750
  ident: bib12
  article-title: Stability set for integer linear goal programming
  publication-title: Applied Mathematics and Computation
– year: 1980
  ident: bib4
  article-title: Fuzzy sets and systems
  publication-title: Theory and Applications
– volume: 6
  start-page: 273
  year: 1977
  end-page: 289
  ident: bib10
  article-title: Integer goal programming methods
  publication-title: TIMS Studies in the Management Sciences
– reference: J.B. Hughes, O.M. Saad, Stability sets for integer linear multiobjective and goal programming, Paper presented at EuroX, The 10th European Conference on Operational Research, Belgrade, Yugoslavia, June 27–30, 1989.
– volume: 25
  start-page: 64
  year: 1979
  end-page: 72
  ident: bib9
  article-title: Integer programming post-optimal analysis with cutting-planes
  publication-title: Management Science
– volume: 9
  start-page: 13
  year: 1989
  end-page: 22
  ident: bib11
  article-title: Stability in multiobjective integer programming
  publication-title: AMSE Review
– year: 1975
  ident: bib16
  article-title: Integer Programming: Theory, Applications, and Computations
– volume: 19
  start-page: 567
  year: 1990
  end-page: 571
  ident: bib14
  article-title: Interactive sequential fuzzy goal programming
  publication-title: Computers and Industrial Engineering
– volume: 1
  start-page: 45
  year: 1978
  end-page: 55
  ident: bib18
  article-title: Fuzzy programming and linear programming with several objective functions
  publication-title: Fuzzy Sets and Systems
– year: 1978
  ident: bib15
  publication-title: Vector-Maximum Gradient Cone Contraction Techniques, Multiple Criteria Problem Solving
– volume: 28
  start-page: 671
  year: 1977
  end-page: 681
  ident: bib3
  article-title: An iterative approach to goal programming
  publication-title: Operational Research Quarterly
– volume: 4
  start-page: 177
  year: 1983
  end-page: 188
  ident: bib6
  article-title: GP-GN: An approach to certain large scale multiobjective integer programming models
  publication-title: Large Scale Systems
– year: 1961
  ident: bib2
  article-title: Management Models and Industrial Applications of Linear Programming
– volume: 8
  start-page: 9
  year: 1981
  end-page: 16
  ident: bib7
  article-title: The determination of a subset of efficient solutions via goal programming
  publication-title: Computers and Operations Research
– volume: 17
  start-page: 141
  year: 1970
  end-page: 164
  ident: bib17
  article-title: Decision making in a fuzzy environment
  publication-title: Management Sciences
– volume: 1
  start-page: 72
  year: 1961
  end-page: 88
  ident: bib1
  article-title: An algorithm for finding all vertices of convex polyhedral sets
  publication-title: Journal of the Society of Industrial and Applied Mathematics
– year: 1976
  ident: 10.1016/j.amc.2004.11.026_bib8
– volume: 1
  start-page: 45
  year: 1978
  ident: 10.1016/j.amc.2004.11.026_bib18
  article-title: Fuzzy programming and linear programming with several objective functions
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(78)90031-3
– volume: 25
  start-page: 64
  issue: 1
  year: 1979
  ident: 10.1016/j.amc.2004.11.026_bib9
  article-title: Integer programming post-optimal analysis with cutting-planes
  publication-title: Management Science
  doi: 10.1287/mnsc.25.1.64
– volume: 1
  start-page: 72
  year: 1961
  ident: 10.1016/j.amc.2004.11.026_bib1
  article-title: An algorithm for finding all vertices of convex polyhedral sets
  publication-title: Journal of the Society of Industrial and Applied Mathematics
  doi: 10.1137/0109008
– volume: 8
  start-page: 9
  year: 1981
  ident: 10.1016/j.amc.2004.11.026_bib7
  article-title: The determination of a subset of efficient solutions via goal programming
  publication-title: Computers and Operations Research
  doi: 10.1016/0305-0548(81)90027-7
– volume: 153
  start-page: 743
  issue: 3
  year: 2004
  ident: 10.1016/j.amc.2004.11.026_bib12
  article-title: Stability set for integer linear goal programming
  publication-title: Applied Mathematics and Computation
  doi: 10.1016/S0096-3003(03)00669-6
– volume: 6
  start-page: 273
  year: 1977
  ident: 10.1016/j.amc.2004.11.026_bib10
  article-title: Integer goal programming methods
  publication-title: TIMS Studies in the Management Sciences
– year: 1980
  ident: 10.1016/j.amc.2004.11.026_bib4
  article-title: Fuzzy sets and systems
– year: 1978
  ident: 10.1016/j.amc.2004.11.026_bib15
– volume: 4
  start-page: 177
  year: 1983
  ident: 10.1016/j.amc.2004.11.026_bib6
  article-title: GP-GN: An approach to certain large scale multiobjective integer programming models
  publication-title: Large Scale Systems
– year: 1961
  ident: 10.1016/j.amc.2004.11.026_bib2
– volume: 19
  start-page: 567
  issue: 1–4
  year: 1990
  ident: 10.1016/j.amc.2004.11.026_bib14
  article-title: Interactive sequential fuzzy goal programming
  publication-title: Computers and Industrial Engineering
  doi: 10.1016/0360-8352(90)90182-L
– volume: 9
  start-page: 13
  issue: 3
  year: 1989
  ident: 10.1016/j.amc.2004.11.026_bib11
  article-title: Stability in multiobjective integer programming
  publication-title: AMSE Review
– year: 1975
  ident: 10.1016/j.amc.2004.11.026_bib16
– volume: 17
  start-page: 141
  year: 1970
  ident: 10.1016/j.amc.2004.11.026_bib17
  article-title: Decision making in a fuzzy environment
  publication-title: Management Sciences
  doi: 10.1287/mnsc.17.4.B141
– volume: J75-A
  start-page: 1590
  issue: 10
  year: 1992
  ident: 10.1016/j.amc.2004.11.026_bib13
  article-title: A method for solving fuzzy multiobjective decision making problems by interactive sequential goal programming
  publication-title: Transactions of the Institute of Electronics, Information and Communication Engineers
– ident: 10.1016/j.amc.2004.11.026_bib5
– volume: 28
  start-page: 671
  year: 1977
  ident: 10.1016/j.amc.2004.11.026_bib3
  article-title: An iterative approach to goal programming
  publication-title: Operational Research Quarterly
  doi: 10.1057/jors.1977.143
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Snippet This paper presents an iterative goal programming approach for solving fuzzy multiobjective integer linear programming problems. These problems involve fuzzy...
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SubjectTerms Algorithmics. Computability. Computer arithmetics
Applied sciences
Calculus of variations and optimal control
Computer science; control theory; systems
Exact sciences and technology
Fuzzy parameters
Goal programming
Gomory cuts
Mathematical analysis
Mathematical programming
Mathematics
Multiobjective integer linear programming
Operational research and scientific management
Operational research. Management science
Sciences and techniques of general use
Theoretical computing
Title An iterative goal programming approach for solving fuzzy multiobjective integer linear programming problems
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