On solving a multiobjective fixed charge problem with imprecise fractional objectives

•Multiobjective Fixed Charge Problem with fractional objective functions.•Imprecise nature of objectives – fuzzy coefficients and fuzzy fixed charges.•Systematically enumerating the extreme points of the feasible region.•Ranking function is employed to deal with fuzziness, and a set of efficient sol...

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Vydáno v:Applied soft computing Ročník 40; s. 64 - 69
Hlavní autoři: Upmanyu, M., Saxena, R.R.
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier B.V 01.03.2016
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ISSN:1568-4946, 1872-9681
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Abstract •Multiobjective Fixed Charge Problem with fractional objective functions.•Imprecise nature of objectives – fuzzy coefficients and fuzzy fixed charges.•Systematically enumerating the extreme points of the feasible region.•Ranking function is employed to deal with fuzziness, and a set of efficient solutions is obtained.•Numerical example provided to illustrate the algorithm. The fixed charge problem is a special type of nonlinear programming problem which forms the basis of many industry problems wherein a charge is associated with performing an activity. In real world situations, the information provided by the decision maker regarding the coefficients of the objective functions may not be of a precise nature. This paper aims to describe a solution algorithm for solving such a fixed charge problem having multiple fractional objective functions which are all of a fuzzy nature. The enumerative technique developed not only finds the set of efficient solutions but also a corresponding fuzzy solution, enabling the decision maker to operate in the range obtained. A real life numerical example in the context of the ship routing problem is presented to illustrate the proposed method.
AbstractList •Multiobjective Fixed Charge Problem with fractional objective functions.•Imprecise nature of objectives – fuzzy coefficients and fuzzy fixed charges.•Systematically enumerating the extreme points of the feasible region.•Ranking function is employed to deal with fuzziness, and a set of efficient solutions is obtained.•Numerical example provided to illustrate the algorithm. The fixed charge problem is a special type of nonlinear programming problem which forms the basis of many industry problems wherein a charge is associated with performing an activity. In real world situations, the information provided by the decision maker regarding the coefficients of the objective functions may not be of a precise nature. This paper aims to describe a solution algorithm for solving such a fixed charge problem having multiple fractional objective functions which are all of a fuzzy nature. The enumerative technique developed not only finds the set of efficient solutions but also a corresponding fuzzy solution, enabling the decision maker to operate in the range obtained. A real life numerical example in the context of the ship routing problem is presented to illustrate the proposed method.
Author Upmanyu, M.
Saxena, R.R.
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  surname: Saxena
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  email: ratnesh65@gmail.com
  organization: Department of Mathematics, Deen Dayal Upadhyaya College, University of Delhi, Delhi, India
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Cites_doi 10.1002/nav.3800140110
10.1007/s13675-014-0020-9
10.1016/0165-0114(95)00273-1
10.1016/0165-0114(90)90189-D
10.1002/nav.3800170209
10.1016/0005-1098(77)90008-5
10.1287/mnsc.22.5.587
10.1007/s12597-010-0016-z
10.1002/nav.3800180303
10.1002/nav.3800150306
10.1016/0165-0114(92)90223-Q
10.1287/opre.13.6.1029
10.1287/opre.16.2.268
10.1016/0165-0114(85)90012-0
10.1016/0898-1221(75)90010-3
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Keywords Fixed charge problem
Fractional programming
Fuzzy objective function
Multiobjective programming
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References Bazaraa, Sherali, Shetty (bib0025) 2013
Kaufmann, Gupta (bib0075) 1991
Kim, Park (bib0080) 1990; 35
Fortemps, Roubens (bib0055) 1996; 82
Almogy, Levin (bib0010) 1971; 18
Hirsch, Dantzig (bib0065) 1968; 2
Bortolan, Degani (bib0030) 1985; 15
Adlakha, Kowalski (bib0005) 2010; 47
Baas, Kwakernaak (bib0020) 1977; 13
Liou, Wang (bib0085) 1992; 50
Arora (bib0015) 1977; 5
Swarup (bib0070) 1965; 13
Murty (bib0090) 1968; 16
Fernndez, Landete (bib0050) 2015
Steinberg (bib0100) 1970; 17
Dubois, Prade (bib0045) 1980
Cooper (bib0035) 1975; 1
Cooper, Drebes (bib0040) 1967; 14
Walker (bib0105) 1976; 22
Gendron, Larose (bib0060) 2014; 2
Stancu Minasian (bib0095) 2013; 15
Walker (10.1016/j.asoc.2015.10.008_bib0105) 1976; 22
Liou (10.1016/j.asoc.2015.10.008_bib0085) 1992; 50
Fernndez (10.1016/j.asoc.2015.10.008_bib0050) 2015
Hirsch (10.1016/j.asoc.2015.10.008_bib0065) 1968; 2
Stancu Minasian (10.1016/j.asoc.2015.10.008_bib0095) 2013; 15
Almogy (10.1016/j.asoc.2015.10.008_bib0010) 1971; 18
Bazaraa (10.1016/j.asoc.2015.10.008_bib0025) 2013
Kaufmann (10.1016/j.asoc.2015.10.008_bib0075) 1991
Gendron (10.1016/j.asoc.2015.10.008_bib0060) 2014; 2
Swarup (10.1016/j.asoc.2015.10.008_bib0070) 1965; 13
Steinberg (10.1016/j.asoc.2015.10.008_bib0100) 1970; 17
Arora (10.1016/j.asoc.2015.10.008_bib0015) 1977; 5
Bortolan (10.1016/j.asoc.2015.10.008_bib0030) 1985; 15
Dubois (10.1016/j.asoc.2015.10.008_bib0045) 1980
Cooper (10.1016/j.asoc.2015.10.008_bib0035) 1975; 1
Fortemps (10.1016/j.asoc.2015.10.008_bib0055) 1996; 82
Murty (10.1016/j.asoc.2015.10.008_bib0090) 1968; 16
Baas (10.1016/j.asoc.2015.10.008_bib0020) 1977; 13
Cooper (10.1016/j.asoc.2015.10.008_bib0040) 1967; 14
Adlakha (10.1016/j.asoc.2015.10.008_bib0005) 2010; 47
Kim (10.1016/j.asoc.2015.10.008_bib0080) 1990; 35
References_xml – volume: 18
  start-page: 307
  year: 1971
  end-page: 315
  ident: bib0010
  article-title: The fractional fixed charge problem
  publication-title: Nav. Res. Logist. Q.
– volume: 15
  start-page: 1
  year: 1985
  end-page: 19
  ident: bib0030
  article-title: A review of some methods for ranking fuzzy subsets
  publication-title: Fuzzy Sets Syst.
– year: 1980
  ident: bib0045
  article-title: Fuzzy Sets and Systems: Theory and Applications
– volume: 2
  start-page: 413
  year: 1968
  end-page: 424
  ident: bib0065
  article-title: The fixed charge problem
  publication-title: Nav. Res. Logist. Q.
– volume: 13
  start-page: 47
  year: 1977
  end-page: 58
  ident: bib0020
  article-title: Rating and ranking of multiple aspect alternative using fuzzy sets
  publication-title: Automatica
– volume: 17
  start-page: 217
  year: 1970
  end-page: 235
  ident: bib0100
  article-title: The fixed charge problem
  publication-title: Nav. Res. Logist. Q.
– volume: 5
  start-page: 66
  year: 1977
  end-page: 71
  ident: bib0015
  article-title: A note on fractional fixed charge problem
  publication-title: NZOR
– year: 2013
  ident: bib0025
  article-title: Nonlinear Programming: Theory and Algorithms
– start-page: 47
  year: 2015
  end-page: 77
  ident: bib0050
  article-title: “Fixed-charge Facility Location Problems”, Location Science
– volume: 82
  start-page: 319
  year: 1996
  end-page: 330
  ident: bib0055
  article-title: Ranking and defuzzification methods based on area compensation
  publication-title: Fuzzy Sets Syst.
– volume: 50
  start-page: 247
  year: 1992
  end-page: 255
  ident: bib0085
  article-title: Ranking fuzzy numbers with integral value
  publication-title: Fuzzy Sets Syst.
– volume: 47
  start-page: 166
  year: 2010
  end-page: 175
  ident: bib0005
  article-title: A heuristic algorithm for the fixed charge problem
  publication-title: Opsearch
– volume: 15
  start-page: 309
  year: 2013
  end-page: 386
  ident: bib0095
  article-title: A seven bibliography of fractional programming
  publication-title: Adv. Model. Optim.
– volume: 14
  start-page: 101
  year: 1967
  end-page: 113
  ident: bib0040
  article-title: An approximate solution method for the fixed charge problem
  publication-title: Nav. Res. Logist. Q.
– volume: 35
  start-page: 143
  year: 1990
  end-page: 150
  ident: bib0080
  article-title: Ranking fuzzy numbers with index of optimism
  publication-title: Fuzzy Sets Syst.
– volume: 22
  start-page: 587
  year: 1976
  end-page: 596
  ident: bib0105
  article-title: A heuristic adjacent extreme point algorithm for the fixed charge problem
  publication-title: Manag. Sci.
– volume: 13
  start-page: 1029
  year: 1965
  end-page: 1036
  ident: bib0070
  article-title: Linear fractional functionals programming
  publication-title: Oper. Res.
– year: 1991
  ident: bib0075
  article-title: Introduction to Fuzzy Arithmetic: Theory and Applications
– volume: 16
  start-page: 268
  year: 1968
  end-page: 279
  ident: bib0090
  article-title: Solving the fixed charge problem by ranking the extreme points
  publication-title: Oper. Res.
– volume: 1
  start-page: 89
  year: 1975
  end-page: 95
  ident: bib0035
  article-title: The fixed charge problem – I: A new heuristic method
  publication-title: Comput. Math. Appl.
– volume: 2
  start-page: 55
  year: 2014
  end-page: 75
  ident: bib0060
  article-title: Branch-and-price-and-cut for large-scale multicommodity capacitated fixed-charge network design
  publication-title: EURO J. Comput. Optim.
– volume: 14
  start-page: 101
  issue: 1
  year: 1967
  ident: 10.1016/j.asoc.2015.10.008_bib0040
  article-title: An approximate solution method for the fixed charge problem
  publication-title: Nav. Res. Logist. Q.
  doi: 10.1002/nav.3800140110
– volume: 2
  start-page: 55
  issue: 1–2
  year: 2014
  ident: 10.1016/j.asoc.2015.10.008_bib0060
  article-title: Branch-and-price-and-cut for large-scale multicommodity capacitated fixed-charge network design
  publication-title: EURO J. Comput. Optim.
  doi: 10.1007/s13675-014-0020-9
– start-page: 47
  year: 2015
  ident: 10.1016/j.asoc.2015.10.008_bib0050
– year: 1980
  ident: 10.1016/j.asoc.2015.10.008_bib0045
– volume: 82
  start-page: 319
  issue: 3
  year: 1996
  ident: 10.1016/j.asoc.2015.10.008_bib0055
  article-title: Ranking and defuzzification methods based on area compensation
  publication-title: Fuzzy Sets Syst.
  doi: 10.1016/0165-0114(95)00273-1
– volume: 35
  start-page: 143
  issue: 2
  year: 1990
  ident: 10.1016/j.asoc.2015.10.008_bib0080
  article-title: Ranking fuzzy numbers with index of optimism
  publication-title: Fuzzy Sets Syst.
  doi: 10.1016/0165-0114(90)90189-D
– year: 2013
  ident: 10.1016/j.asoc.2015.10.008_bib0025
– volume: 17
  start-page: 217
  issue: 2
  year: 1970
  ident: 10.1016/j.asoc.2015.10.008_bib0100
  article-title: The fixed charge problem
  publication-title: Nav. Res. Logist. Q.
  doi: 10.1002/nav.3800170209
– volume: 13
  start-page: 47
  issue: 1
  year: 1977
  ident: 10.1016/j.asoc.2015.10.008_bib0020
  article-title: Rating and ranking of multiple aspect alternative using fuzzy sets
  publication-title: Automatica
  doi: 10.1016/0005-1098(77)90008-5
– volume: 22
  start-page: 587
  issue: 5
  year: 1976
  ident: 10.1016/j.asoc.2015.10.008_bib0105
  article-title: A heuristic adjacent extreme point algorithm for the fixed charge problem
  publication-title: Manag. Sci.
  doi: 10.1287/mnsc.22.5.587
– volume: 47
  start-page: 166
  issue: 2
  year: 2010
  ident: 10.1016/j.asoc.2015.10.008_bib0005
  article-title: A heuristic algorithm for the fixed charge problem
  publication-title: Opsearch
  doi: 10.1007/s12597-010-0016-z
– volume: 18
  start-page: 307
  issue: 3
  year: 1971
  ident: 10.1016/j.asoc.2015.10.008_bib0010
  article-title: The fractional fixed charge problem
  publication-title: Nav. Res. Logist. Q.
  doi: 10.1002/nav.3800180303
– volume: 2
  start-page: 413
  year: 1968
  ident: 10.1016/j.asoc.2015.10.008_bib0065
  article-title: The fixed charge problem
  publication-title: Nav. Res. Logist. Q.
  doi: 10.1002/nav.3800150306
– volume: 50
  start-page: 247
  year: 1992
  ident: 10.1016/j.asoc.2015.10.008_bib0085
  article-title: Ranking fuzzy numbers with integral value
  publication-title: Fuzzy Sets Syst.
  doi: 10.1016/0165-0114(92)90223-Q
– volume: 13
  start-page: 1029
  issue: 6
  year: 1965
  ident: 10.1016/j.asoc.2015.10.008_bib0070
  article-title: Linear fractional functionals programming
  publication-title: Oper. Res.
  doi: 10.1287/opre.13.6.1029
– volume: 15
  start-page: 309
  issue: 2
  year: 2013
  ident: 10.1016/j.asoc.2015.10.008_bib0095
  article-title: A seven bibliography of fractional programming
  publication-title: Adv. Model. Optim.
– volume: 5
  start-page: 66
  issue: 2
  year: 1977
  ident: 10.1016/j.asoc.2015.10.008_bib0015
  article-title: A note on fractional fixed charge problem
  publication-title: NZOR
– volume: 16
  start-page: 268
  issue: 2
  year: 1968
  ident: 10.1016/j.asoc.2015.10.008_bib0090
  article-title: Solving the fixed charge problem by ranking the extreme points
  publication-title: Oper. Res.
  doi: 10.1287/opre.16.2.268
– volume: 15
  start-page: 1
  issue: 1
  year: 1985
  ident: 10.1016/j.asoc.2015.10.008_bib0030
  article-title: A review of some methods for ranking fuzzy subsets
  publication-title: Fuzzy Sets Syst.
  doi: 10.1016/0165-0114(85)90012-0
– year: 1991
  ident: 10.1016/j.asoc.2015.10.008_bib0075
– volume: 1
  start-page: 89
  issue: 1
  year: 1975
  ident: 10.1016/j.asoc.2015.10.008_bib0035
  article-title: The fixed charge problem – I: A new heuristic method
  publication-title: Comput. Math. Appl.
  doi: 10.1016/0898-1221(75)90010-3
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SubjectTerms Fixed charge problem
Fractional programming
Fuzzy objective function
Multiobjective programming
Title On solving a multiobjective fixed charge problem with imprecise fractional objectives
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