In a multi-objective optimization scenario (e.g., optimal sensor deployment and sensor field reconfiguration for detection of moving targets), the non-dominated points are usually concentrated within a small region of the large-dimensional decision space. This paper attempts to capture the low-dimensional behavior across the Pareto front by statistical mechanics-inspired optimization tools. A location-dependent energy function has been constructed and evaluated in terms of intensive temperature-like parameters in the sense of statistical mechanics. This low-order representation has been shown to permit rapid optimization of sensor field distribution on a simulation model of undersea operations.
机构:
Univ Michigan, Dept Mech Engn, Ann Arbor, MI USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI USA
Shojaei, M. Faghih
Holber, J.
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Univ Michigan, Appl Phys, Ann Arbor, MI USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI USA
Holber, J.
Das, S.
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Univ Michigan, Dept Mech Engn, Ann Arbor, MI USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI USA
Das, S.
Teichert, G. H.
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Univ Michigan, Dept Mech Engn, Ann Arbor, MI USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI USA
Teichert, G. H.
Mueller, T.
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Johns Hopkins Univ, Mat Sci & Engn, Baltimore, MD USA
Toyota Res Inst, Los Altos, CA USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI USA
Mueller, T.
Hung, L.
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Toyota Res Inst, Los Altos, CA USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI USA
Hung, L.
Gavini, V.
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Univ Michigan, Dept Mech Engn, Ann Arbor, MI USA
Univ Michigan, Appl Phys, Ann Arbor, MI USA
Univ Michigan, Dept Mat Sci & Engn, Ann Arbor, MI USA
Univ Michigan, Michigan Inst Computat Discovery & Engn, Ann Arbor, MI USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI USA
Gavini, V.
Garikipati, K.
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机构:
Univ Michigan, Dept Mech Engn, Ann Arbor, MI USA
Univ Michigan, Appl Phys, Ann Arbor, MI USA
Univ Michigan, Michigan Inst Computat Discovery & Engn, Ann Arbor, MI USA
Univ Michigan, Dept Math, Ann Arbor, MI USA
Univ Southern Calif, Dept Aerosp & Mech Engn, Los Angeles, CA 90007 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI USA