Bayesian Inverse Problems
-10%
portes grátis
Bayesian Inverse Problems
Fundamentals and Engineering Applications
Chiachio-Ruano, Manuel; Chiachio-Ruano, Juan; Sankararaman, Shankar
Taylor & Francis Ltd
11/2021
232
Dura
Inglês
9781138035850
15 a 20 dias
660
Descrição não disponível.
Part 1 Fundamentals 1. Introduction to Bayesian Inverse Problems 2. Solving Inverse Problems by Approximate Bayesian Computation 3. Fundamentals of Sequential System Monitoring and Prognostics Methods 4. Parameter Identification Based on Conditional Expectation Part 2 Engineering Applications 5. Sparse Bayesian Learning and its Application in Bayesian System Identification 6. Ultrasonic Guided-waves Based Bayesian Damage Localisation and Optimal Sensor Configuration 7. Fast Bayesian Approach for Stochastic Model Updating using Modal Information from Multiple Setups 8. A Worked-out Example of Surrogate-based Bayesian Parameter and Field Identification Methods
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Reliability Based Design Optimization;Reliability engineering;Posterior PDF;probabilistic methods;Conditional Expectation;Bayesian inverse problem;Kalman Filtering;uncertainty quantification;Inverse Problems;model parameter estimation;Local Mode Shape;reliability based design optimization (RPDO);SBL;prognostics and health management (PHM);SS;ABC Algorithm;PSD Matrix;Map Estimate;Approximate Posterior;PZT Sensor;SHM System;ABC;ABC Method;Mode Shape;Calibration Stage;State Posterior Distribution;UKF;Conditional PDFs;MCMC Method;Stiffness Loss;Data Assimilation Step;Forward Problem
Part 1 Fundamentals 1. Introduction to Bayesian Inverse Problems 2. Solving Inverse Problems by Approximate Bayesian Computation 3. Fundamentals of Sequential System Monitoring and Prognostics Methods 4. Parameter Identification Based on Conditional Expectation Part 2 Engineering Applications 5. Sparse Bayesian Learning and its Application in Bayesian System Identification 6. Ultrasonic Guided-waves Based Bayesian Damage Localisation and Optimal Sensor Configuration 7. Fast Bayesian Approach for Stochastic Model Updating using Modal Information from Multiple Setups 8. A Worked-out Example of Surrogate-based Bayesian Parameter and Field Identification Methods
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Reliability Based Design Optimization;Reliability engineering;Posterior PDF;probabilistic methods;Conditional Expectation;Bayesian inverse problem;Kalman Filtering;uncertainty quantification;Inverse Problems;model parameter estimation;Local Mode Shape;reliability based design optimization (RPDO);SBL;prognostics and health management (PHM);SS;ABC Algorithm;PSD Matrix;Map Estimate;Approximate Posterior;PZT Sensor;SHM System;ABC;ABC Method;Mode Shape;Calibration Stage;State Posterior Distribution;UKF;Conditional PDFs;MCMC Method;Stiffness Loss;Data Assimilation Step;Forward Problem
