FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4211093107> ?p ?o ?g. }

• W4211093107 endingPage "300" @default.
• W4211093107 startingPage "241" @default.
• W4211093107 abstract "This chapter is organized as follows. Section 6.1 introduces the optimization of real systems that are modeled through either deterministic or random simulation; this optimization we call simulation optimization or briefly optimization. There are many methods for this optimization, but we focus on methods that use specific metamodels of the underlying simulation models; these metamodels were detailed in the preceding chapters, and use either linear regression or Kriging. Section 6.2 discusses the use of linear regression metamodels for optimization. Section 6.2.1 summarizes basic response surface methodology (RSM), which uses linear regression; RSM was developed for experiments with real systems. Section 6.2.2 adapts this RSM to the needs of random simulation. Section 6.2.3 presents the adapted steepest descent (ASD) search direction. Section 6.2.4 summarizes generalized RSM (GRSM) for simulation with multiple responses. Section 6.2.5 summarizes a procedure for testing whether an estimated optimum is truly optimal—using the Karush-Kuhn-Tucker (KKT) conditions. Section 6.3 discusses the use of Kriging metamodels for optimization. Section 6.3.1 presents efficient global optimization (EGO), which uses Kriging. Section 6.3.2 presents Kriging and integer mathematical programming (KrIMP) for the solution of problems with constrained outputs. Section 6.4 discusses robust optimization (RO), which accounts for uncertainties in some inputs. Section 6.4.1 discusses RO using RSM, Sect. 6.4.2 discusses RO using Kriging, and Sect. 6.4.3 summarizes the Ben-Tal et al. approach to RO. Section 6.5 summarizes the major conclusions of this chapter, and suggests topics for future research. The chapter ends with Solutions of exercises, and a long list of references." @default.
• W4211093107 created "2022-02-13" @default.
• W4211093107 creator A5087315126 @default.
• W4211093107 date "2015-01-01" @default.
• W4211093107 modified "2023-09-29" @default.
• W4211093107 title "Simulation Optimization" @default.
• W4211093107 cites W1041618620 @default.
• W4211093107 cites W135104305 @default.
• W4211093107 cites W135790361 @default.
• W4211093107 cites W147998453 @default.
• W4211093107 cites W1492530644 @default.
• W4211093107 cites W1510052597 @default.
• W4211093107 cites W1529267578 @default.
• W4211093107 cites W1558516341 @default.
• W4211093107 cites W1569622093 @default.
• W4211093107 cites W1609705025 @default.
• W4211093107 cites W1730950075 @default.
• W4211093107 cites W1840389249 @default.
• W4211093107 cites W1966155596 @default.
• W4211093107 cites W1966199221 @default.
• W4211093107 cites W1966561853 @default.
• W4211093107 cites W1967808171 @default.
• W4211093107 cites W1968389535 @default.
• W4211093107 cites W1970157543 @default.
• W4211093107 cites W1974876127 @default.
• W4211093107 cites W1975238690 @default.
• W4211093107 cites W1977342186 @default.
• W4211093107 cites W1978677947 @default.
• W4211093107 cites W1982672995 @default.
• W4211093107 cites W1982765709 @default.
• W4211093107 cites W1982898157 @default.
• W4211093107 cites W1985162440 @default.
• W4211093107 cites W1985298305 @default.
• W4211093107 cites W1986454681 @default.
• W4211093107 cites W1988696933 @default.
• W4211093107 cites W1989009219 @default.
• W4211093107 cites W1989206719 @default.
• W4211093107 cites W1989388297 @default.
• W4211093107 cites W1989958607 @default.
• W4211093107 cites W1990121846 @default.
• W4211093107 cites W1991194394 @default.
• W4211093107 cites W1992529205 @default.
• W4211093107 cites W1993377828 @default.
• W4211093107 cites W1994352665 @default.
• W4211093107 cites W1995377401 @default.
• W4211093107 cites W1997001466 @default.
• W4211093107 cites W2004548591 @default.
• W4211093107 cites W2004808074 @default.
• W4211093107 cites W2005405081 @default.
• W4211093107 cites W2007024516 @default.
• W4211093107 cites W2007535697 @default.
• W4211093107 cites W2007981787 @default.
• W4211093107 cites W2008194728 @default.
• W4211093107 cites W2008604324 @default.
• W4211093107 cites W2009713937 @default.
• W4211093107 cites W2013671119 @default.
• W4211093107 cites W2019565969 @default.
• W4211093107 cites W2020732830 @default.
• W4211093107 cites W2026021734 @default.
• W4211093107 cites W2026432018 @default.
• W4211093107 cites W2026733770 @default.
• W4211093107 cites W2030006024 @default.
• W4211093107 cites W2030105030 @default.
• W4211093107 cites W2036131813 @default.
• W4211093107 cites W2047497541 @default.
• W4211093107 cites W2050725057 @default.
• W4211093107 cites W2054352980 @default.
• W4211093107 cites W2055486310 @default.
• W4211093107 cites W2058336269 @default.
• W4211093107 cites W2059795119 @default.
• W4211093107 cites W2060312275 @default.
• W4211093107 cites W2061871300 @default.
• W4211093107 cites W2062809366 @default.
• W4211093107 cites W2063180182 @default.
• W4211093107 cites W2064178305 @default.
• W4211093107 cites W2067283851 @default.
• W4211093107 cites W2070784071 @default.
• W4211093107 cites W2076184585 @default.
• W4211093107 cites W2076710949 @default.
• W4211093107 cites W2076986841 @default.
• W4211093107 cites W2078011655 @default.
• W4211093107 cites W2079411085 @default.
• W4211093107 cites W2079459991 @default.
• W4211093107 cites W2080354363 @default.
• W4211093107 cites W2080648111 @default.
• W4211093107 cites W2080947828 @default.
• W4211093107 cites W2088361060 @default.
• W4211093107 cites W2089105401 @default.
• W4211093107 cites W2089326092 @default.
• W4211093107 cites W2090492278 @default.
• W4211093107 cites W2093229042 @default.
• W4211093107 cites W2093443222 @default.
• W4211093107 cites W2093909576 @default.
• W4211093107 cites W2094881886 @default.
• W4211093107 cites W2101774117 @default.
• W4211093107 cites W2102377749 @default.
• W4211093107 cites W2105215483 @default.
• W4211093107 cites W2106185838 @default.

• next