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A test instance generator for multiobjective mixed-integer optimization
被引:1
|作者:
Eichfelder, Gabriele
[1
]
Gerlach, Tobias
[1
]
Warnow, Leo
[1
]
机构:
[1] Tech Univ Ilmenau, Inst Math, PO 10 05 65, D-98684 Ilmenau, Germany
关键词:
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.
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页码:385 / 410
页数:26
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