Matches in SemOpenAlex for { <https://semopenalex.org/work/W2962732683> ?p ?o ?g. }
- W2962732683 endingPage "231" @default.
- W2962732683 startingPage "217" @default.
- W2962732683 abstract "This paper develops new insights into quantitative methods for the validation of computational model prediction. Four types of methods are investigated, namely classical and Bayesian hypothesis testing, a reliability-based method, and an area metric-based method. Traditional Bayesian hypothesis testing is extended based on interval hypotheses on distribution parameters and equality hypotheses on probability distributions, in order to validate models with deterministic/stochastic output for given inputs. Formulations and implementation details are outlined for both equality and interval hypotheses. Two types of validation experiments are considered—fully characterized (all the model/experimental inputs are measured and reported as point values) and partially characterized (some of the model/experimental inputs are not measured or are reported as intervals). Bayesian hypothesis testing can minimize the risk in model selection by properly choosing the model acceptance threshold, and its results can be used in model averaging to avoid Type I /II errors. It is shown that Bayesian interval hypothesis testing, the reliability-based method, and the area metric-based method can account for the existence of directional bias, where the mean predictions of a numerical model may be consistently below or above the corresponding experimental observations. It is also found that under some specific conditions, the Bayes factor metric in Bayesian equality hypothesis testing and the reliability-based metric can both be mathematically related to the p-value metric in classical hypothesis testing. Numerical studies are conducted to apply the above validation methods to gas damping prediction for radio frequency (RF) micro-electro-mechanical-system (MEMS) switches. The model of interest is a general polynomial chaos (gPC) surrogate model constructed based on expensive runs of a physics-based simulation model, and validation data are collected from fully characterized experiments." @default.
- W2962732683 created "2019-07-30" @default.
- W2962732683 creator A5067284416 @default.
- W2962732683 creator A5089894989 @default.
- W2962732683 date "2013-03-01" @default.
- W2962732683 modified "2023-10-02" @default.
- W2962732683 title "Quantitative model validation techniques: New insights" @default.
- W2962732683 cites W1541815981 @default.
- W2962732683 cites W1603903339 @default.
- W2962732683 cites W1978662219 @default.
- W2962732683 cites W1986127032 @default.
- W2962732683 cites W1988289682 @default.
- W2962732683 cites W1991452580 @default.
- W2962732683 cites W2006646053 @default.
- W2962732683 cites W2018159038 @default.
- W2962732683 cites W2021976313 @default.
- W2962732683 cites W2023320105 @default.
- W2962732683 cites W2027873958 @default.
- W2962732683 cites W2028963199 @default.
- W2962732683 cites W2035520182 @default.
- W2962732683 cites W2045816034 @default.
- W2962732683 cites W2046577380 @default.
- W2962732683 cites W2050936917 @default.
- W2962732683 cites W2057911720 @default.
- W2962732683 cites W2096045991 @default.
- W2962732683 cites W2098772981 @default.
- W2962732683 cites W2107469042 @default.
- W2962732683 cites W2123510568 @default.
- W2962732683 cites W2135014481 @default.
- W2962732683 cites W2140793912 @default.
- W2962732683 cites W2149298154 @default.
- W2962732683 cites W2163918679 @default.
- W2962732683 cites W2488758846 @default.
- W2962732683 cites W3099519208 @default.
- W2962732683 cites W31324185 @default.
- W2962732683 cites W42051514 @default.
- W2962732683 cites W4211177544 @default.
- W2962732683 cites W4233406868 @default.
- W2962732683 cites W4233799529 @default.
- W2962732683 cites W4235300638 @default.
- W2962732683 cites W4235645598 @default.
- W2962732683 doi "https://doi.org/10.1016/j.ress.2012.11.011" @default.
- W2962732683 hasPublicationYear "2013" @default.
- W2962732683 type Work @default.
- W2962732683 sameAs 2962732683 @default.
- W2962732683 citedByCount "109" @default.
- W2962732683 countsByYear W29627326832013 @default.
- W2962732683 countsByYear W29627326832014 @default.
- W2962732683 countsByYear W29627326832015 @default.
- W2962732683 countsByYear W29627326832016 @default.
- W2962732683 countsByYear W29627326832017 @default.
- W2962732683 countsByYear W29627326832018 @default.
- W2962732683 countsByYear W29627326832019 @default.
- W2962732683 countsByYear W29627326832020 @default.
- W2962732683 countsByYear W29627326832021 @default.
- W2962732683 countsByYear W29627326832022 @default.
- W2962732683 countsByYear W29627326832023 @default.
- W2962732683 crossrefType "journal-article" @default.
- W2962732683 hasAuthorship W2962732683A5067284416 @default.
- W2962732683 hasAuthorship W2962732683A5089894989 @default.
- W2962732683 hasBestOaLocation W29627326832 @default.
- W2962732683 hasConcept C105795698 @default.
- W2962732683 hasConcept C107673813 @default.
- W2962732683 hasConcept C11413529 @default.
- W2962732683 hasConcept C114614502 @default.
- W2962732683 hasConcept C121332964 @default.
- W2962732683 hasConcept C127413603 @default.
- W2962732683 hasConcept C142291917 @default.
- W2962732683 hasConcept C163258240 @default.
- W2962732683 hasConcept C176217482 @default.
- W2962732683 hasConcept C177769412 @default.
- W2962732683 hasConcept C207201462 @default.
- W2962732683 hasConcept C21547014 @default.
- W2962732683 hasConcept C2778067643 @default.
- W2962732683 hasConcept C33923547 @default.
- W2962732683 hasConcept C41008148 @default.
- W2962732683 hasConcept C41426520 @default.
- W2962732683 hasConcept C43214815 @default.
- W2962732683 hasConcept C62520636 @default.
- W2962732683 hasConcept C87007009 @default.
- W2962732683 hasConcept C93959086 @default.
- W2962732683 hasConceptScore W2962732683C105795698 @default.
- W2962732683 hasConceptScore W2962732683C107673813 @default.
- W2962732683 hasConceptScore W2962732683C11413529 @default.
- W2962732683 hasConceptScore W2962732683C114614502 @default.
- W2962732683 hasConceptScore W2962732683C121332964 @default.
- W2962732683 hasConceptScore W2962732683C127413603 @default.
- W2962732683 hasConceptScore W2962732683C142291917 @default.
- W2962732683 hasConceptScore W2962732683C163258240 @default.
- W2962732683 hasConceptScore W2962732683C176217482 @default.
- W2962732683 hasConceptScore W2962732683C177769412 @default.
- W2962732683 hasConceptScore W2962732683C207201462 @default.
- W2962732683 hasConceptScore W2962732683C21547014 @default.
- W2962732683 hasConceptScore W2962732683C2778067643 @default.
- W2962732683 hasConceptScore W2962732683C33923547 @default.
- W2962732683 hasConceptScore W2962732683C41008148 @default.
- W2962732683 hasConceptScore W2962732683C41426520 @default.
- W2962732683 hasConceptScore W2962732683C43214815 @default.