Multiobjective optimization;
Mixed-integer optimization;
Test instances;
Nonconvex optimization;
ALGORITHM;
D O I:
10.1007/s00186-023-00826-z
中图分类号:
C93 [管理学];
O22 [运筹学];
学科分类号:
070105 ;
12 ;
1201 ;
1202 ;
120202 ;
摘要:
Application problems can often not be solved adequately by numerical algorithms as several difficulties might arise at the same time. When developing and improving algorithms which hopefully allow to handle those difficulties in the future, good test instances are required. These can then be used to detect the strengths and weaknesses of different algorithmic approaches. In this paper we present a generator for test instances to evaluate solvers for multiobjective mixed-integer linear and nonlinear optimization problems. Based on test instances for purely continuous and purely integer problems with known efficient solutions and known nondominated points, suitable multiobjective mixed-integer test instances can be generated. The special structure allows to construct instances scalable in the number of variables and objective functions. Moreover, it allows to control the resulting efficient and nondominated sets as well as the number of efficient integer assignments.
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Dayarian, Iman
Chan, Timothy C. Y.
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机构:
Univ Toronto, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada
Techna Inst, 124-100 Coll St, Toronto, ON M5G 1L5, CanadaGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Chan, Timothy C. Y.
Jaffray, David
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机构:
Techna Inst, 124-100 Coll St, Toronto, ON M5G 1L5, Canada
Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Radiat Oncol, Toronto, ON M5S 3E2, CanadaGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Jaffray, David
Stanescu, Teo
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机构:
Techna Inst, 124-100 Coll St, Toronto, ON M5G 1L5, Canada
Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON M5G 2M9, Canada
Univ Toronto, Dept Radiat Oncol, Toronto, ON M5S 3E2, CanadaGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
机构:
Hong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R China
Ma, Tianfang
Tian, Xuecheng
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机构:
Hong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R China
Tian, Xuecheng
Liu, Yan
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机构:
Hong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R China
Liu, Yan
Jin, Yong
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机构:
Hong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R China
Jin, Yong
Wang, Shuaian
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机构:
Hong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Fac Business, Hung Hom, Kowloon, Hong Kong, Peoples R China