Markov chain Monte Carlo with neural network surrogates: application to contaminant source identification
Zitong Zhou, Daniel M. Tartakovsky
Topics & Concepts
Markov chain Monte CarloComputer scienceMonte Carlo methodComputational intelligenceSampling (signal processing)Identification (biology)Mathematical optimizationAlgorithmArtificial neural networkSurrogate modelMarkov chainConvolutional neural networkAdaptive samplingImportance samplingReliability (semiconductor)Fraction (chemistry)Uncertainty quantificationArtificial intelligenceComputationData miningSample (material)Machine learningMarkov processGibbs samplingEstimation theoryParticle filterGroundwater flow and contamination studiesProbabilistic and Robust Engineering DesignModel Reduction and Neural Networks