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Engineering risk assessment and design with subset simulation / / Siu-Kui Au, Yu Wang
Engineering risk assessment and design with subset simulation / / Siu-Kui Au, Yu Wang
Autore Au Siu-Kui
Pubbl/distr/stampa Singapore : , : Wiley, , 2014
Descrizione fisica 1 online resource (337 p.)
Disciplina 519.2
Soggetto topico Risk assessment - Mathematics
Engineering design - Mathematics
Set theory
ISBN 1-118-39807-6
1-118-39805-X
1-118-39806-8
Classificazione TEC009070
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto ENGINEERING RISK ASSESSMENT WITH SUBSET SIMULATION; Contents; About the Authors; Preface; Acknowledgements; Nomenclature; 1 Introduction; 1.1 Formulation; 1.2 Context; 1.3 Extreme Value Theory; 1.4 Exclusion; 1.5 Organization of this Book; 1.6 Remarks on the Use of Risk Analysis; 1.7 Conventions; References; 2 A Line of Thought; 2.1 Numerical Integration; 2.2 Perturbation; 2.3 Gaussian Approximation; 2.3.1 Single Design Point; 2.3.2 Multiple Design Points; 2.4 First/Second-Order Reliability Method; 2.4.1 Context; 2.4.2 Design Point; 2.4.3 FORM; 2.4.4 SORM
2.4.5 Connection with Gaussian Approximation 2.5 Direct Monte Carlo; 2.5.1 Unbiasedness; 2.5.2 Mean-Square Convergence; 2.5.3 Asymptotic Distribution (Central Limit Theorem); 2.5.4 Almost Sure Convergence (Strong Law of Large Numbers); 2.5.5 Failure Probability Estimation; 2.5.6 CCDF Perspective; 2.5.7 Rare Event Problems; 2.5.8 Variance Reduction by Conditioning; 2.6 Importance Sampling; 2.6.1 Optimal Sampling Density; 2.6.2 Failure Probability Estimation; 2.6.3 Shifting Distribution; 2.6.4 Benefits and Side-Effects; 2.6.5 Bias; 2.6.6 Curse of Dimension; 2.6.7 CCDF Perspective
2.7 Subset Simulation 2.8 Remarks on Reliability Methods; 2A.1 Appendix: Laplace Type Integrals; References; 3 Simulation of Standard Random Variable and Process; 3.1 Pseudo-Random Number; 3.2 Inversion Principle; 3.2.1 Continuous Random Variable; 3.2.2 Discrete Random Variables; 3.3 Mixing Principle; 3.4 Rejection Principle; 3.4.1 Acceptance Probability; 3.5 Samples of Standard Distribution; 3.6 Dependent Gaussian Variables; 3.6.1 Cholesky Factorization; 3.6.2 Eigenvector Factorization; 3.7 Dependent Non-Gaussian Variables; 3.7.1 Nataf Transformation; 3.7.2 Copula
3.8 Correlation through Constraint 3.8.1 Uniform in Sphere; 3.8.2 Gaussian on Hyper-plane; 3.9 Stationary Gaussian Process; 3.9.1 Autocorrelation Function and Power Spectral Density; 3.9.2 Discrete-Time Process; 3.9.3 Sample Autocorrelation Function and Periodogram; 3.9.4 Time Domain Representation; 3.9.5 The ARMA Process; 3.9.6 Frequency Domain Representation; 3.9.7 Remarks; 3A.1 Appendix: Variance of Linear System Driven by White Noise; 3A.2 Appendix: Verification of Spectral Formula; References; 4 Markov Chain Monte Carlo; 4.1 Problem Context; 4.2 Metropolis Algorithm; 4.2.1 Proposal PDF
4.2.2 Statistical Properties 4.2.3 Detailed Balance; 4.2.4 Biased Rejection; 4.2.5 Reversible Chain; 4.3 Metropolis-Hastings Algorithm; 4.3.1 Detailed Balance; 4.3.2 Independent Proposal and Importance Sampling; 4.4 Statistical Estimation; 4.4.1 Properties of Estimator; 4.4.2 Chain Correlation; 4.4.3 Ergodicity; 4.5 Generation of Conditional Samples; 4.5.1 Curse of Dimension; 4.5.2 Independent Component MCMC; References; 5 Subset Simulation; 5.1 Standard Algorithm; 5.1.1 Simulation Level 0 (Direct Monte Carlo); 5.1.2 Simulation Level (MCMC); 5.2 Understanding the Algorithm
5.2.1 Direct Monte Carlo Indispensible
Record Nr. UNINA-9910132215503321
Au Siu-Kui  
Singapore : , : Wiley, , 2014
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Engineering risk assessment and design with subset simulation / / Siu-Kui Au, Yu Wang
Engineering risk assessment and design with subset simulation / / Siu-Kui Au, Yu Wang
Autore Au Siu-Kui
Pubbl/distr/stampa Singapore : , : Wiley, , 2014
Descrizione fisica 1 online resource (337 p.)
Disciplina 519.2
Soggetto topico Risk assessment - Mathematics
Engineering design - Mathematics
Set theory
ISBN 1-118-39807-6
1-118-39805-X
1-118-39806-8
Classificazione TEC009070
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto ENGINEERING RISK ASSESSMENT WITH SUBSET SIMULATION; Contents; About the Authors; Preface; Acknowledgements; Nomenclature; 1 Introduction; 1.1 Formulation; 1.2 Context; 1.3 Extreme Value Theory; 1.4 Exclusion; 1.5 Organization of this Book; 1.6 Remarks on the Use of Risk Analysis; 1.7 Conventions; References; 2 A Line of Thought; 2.1 Numerical Integration; 2.2 Perturbation; 2.3 Gaussian Approximation; 2.3.1 Single Design Point; 2.3.2 Multiple Design Points; 2.4 First/Second-Order Reliability Method; 2.4.1 Context; 2.4.2 Design Point; 2.4.3 FORM; 2.4.4 SORM
2.4.5 Connection with Gaussian Approximation 2.5 Direct Monte Carlo; 2.5.1 Unbiasedness; 2.5.2 Mean-Square Convergence; 2.5.3 Asymptotic Distribution (Central Limit Theorem); 2.5.4 Almost Sure Convergence (Strong Law of Large Numbers); 2.5.5 Failure Probability Estimation; 2.5.6 CCDF Perspective; 2.5.7 Rare Event Problems; 2.5.8 Variance Reduction by Conditioning; 2.6 Importance Sampling; 2.6.1 Optimal Sampling Density; 2.6.2 Failure Probability Estimation; 2.6.3 Shifting Distribution; 2.6.4 Benefits and Side-Effects; 2.6.5 Bias; 2.6.6 Curse of Dimension; 2.6.7 CCDF Perspective
2.7 Subset Simulation 2.8 Remarks on Reliability Methods; 2A.1 Appendix: Laplace Type Integrals; References; 3 Simulation of Standard Random Variable and Process; 3.1 Pseudo-Random Number; 3.2 Inversion Principle; 3.2.1 Continuous Random Variable; 3.2.2 Discrete Random Variables; 3.3 Mixing Principle; 3.4 Rejection Principle; 3.4.1 Acceptance Probability; 3.5 Samples of Standard Distribution; 3.6 Dependent Gaussian Variables; 3.6.1 Cholesky Factorization; 3.6.2 Eigenvector Factorization; 3.7 Dependent Non-Gaussian Variables; 3.7.1 Nataf Transformation; 3.7.2 Copula
3.8 Correlation through Constraint 3.8.1 Uniform in Sphere; 3.8.2 Gaussian on Hyper-plane; 3.9 Stationary Gaussian Process; 3.9.1 Autocorrelation Function and Power Spectral Density; 3.9.2 Discrete-Time Process; 3.9.3 Sample Autocorrelation Function and Periodogram; 3.9.4 Time Domain Representation; 3.9.5 The ARMA Process; 3.9.6 Frequency Domain Representation; 3.9.7 Remarks; 3A.1 Appendix: Variance of Linear System Driven by White Noise; 3A.2 Appendix: Verification of Spectral Formula; References; 4 Markov Chain Monte Carlo; 4.1 Problem Context; 4.2 Metropolis Algorithm; 4.2.1 Proposal PDF
4.2.2 Statistical Properties 4.2.3 Detailed Balance; 4.2.4 Biased Rejection; 4.2.5 Reversible Chain; 4.3 Metropolis-Hastings Algorithm; 4.3.1 Detailed Balance; 4.3.2 Independent Proposal and Importance Sampling; 4.4 Statistical Estimation; 4.4.1 Properties of Estimator; 4.4.2 Chain Correlation; 4.4.3 Ergodicity; 4.5 Generation of Conditional Samples; 4.5.1 Curse of Dimension; 4.5.2 Independent Component MCMC; References; 5 Subset Simulation; 5.1 Standard Algorithm; 5.1.1 Simulation Level 0 (Direct Monte Carlo); 5.1.2 Simulation Level (MCMC); 5.2 Understanding the Algorithm
5.2.1 Direct Monte Carlo Indispensible
Record Nr. UNINA-9910829294603321
Au Siu-Kui  
Singapore : , : Wiley, , 2014
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Meta-heuristic and evolutionary algorithms for engineering optimization / / Omid Bozorg-Haddad, Mohammad Solgi, Hugo A. Loaiciga
Meta-heuristic and evolutionary algorithms for engineering optimization / / Omid Bozorg-Haddad, Mohammad Solgi, Hugo A. Loaiciga
Autore Bozorg-Haddad Omid <1974->
Edizione [1st edition]
Pubbl/distr/stampa Hoboken, New Jersey : , : Wiley, , 2017
Descrizione fisica 1 online resource (281 pages) : illustrations
Disciplina 620/.0042015196
Collana Wiley Series in Operations Research and Management Science
Soggetto topico Mathematical optimization
Engineering design - Mathematics
ISBN 1-119-38706-X
1-119-38707-8
1-119-38705-1
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Overview of optimization -- Introduction to meta-heuristic and evolutionary algorithms -- Pattern search -- Genetic algorithm -- Simulated annealing -- Tabu search -- Ant colony optimization -- Particle swarm optimization -- Differential evolution -- Harmony search -- Shuffled frog-leaping algorithm -- Honey-bee mating optimization -- Invasive weed optimization -- Central force optimization -- Biogeography-based optimization -- Firefly algorithm -- Gravity search algorithm -- Bat algorithm -- Plant propagation algorithm -- Water cycle algorithm -- Symbiotic organisms search -- Comprehensive evolutionary algorithm.
Record Nr. UNINA-9910270937603321
Bozorg-Haddad Omid <1974->  
Hoboken, New Jersey : , : Wiley, , 2017
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Meta-heuristic and evolutionary algorithms for engineering optimization / / Omid Bozorg-Haddad, Mohammad Solgi, Hugo A. Loaiciga
Meta-heuristic and evolutionary algorithms for engineering optimization / / Omid Bozorg-Haddad, Mohammad Solgi, Hugo A. Loaiciga
Autore Bozorg-Haddad Omid <1974->
Edizione [1st edition]
Pubbl/distr/stampa Hoboken, New Jersey : , : Wiley, , 2017
Descrizione fisica 1 online resource (281 pages) : illustrations
Disciplina 620/.0042015196
Collana Wiley Series in Operations Research and Management Science
Soggetto topico Mathematical optimization
Engineering design - Mathematics
ISBN 1-119-38706-X
1-119-38707-8
1-119-38705-1
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Overview of optimization -- Introduction to meta-heuristic and evolutionary algorithms -- Pattern search -- Genetic algorithm -- Simulated annealing -- Tabu search -- Ant colony optimization -- Particle swarm optimization -- Differential evolution -- Harmony search -- Shuffled frog-leaping algorithm -- Honey-bee mating optimization -- Invasive weed optimization -- Central force optimization -- Biogeography-based optimization -- Firefly algorithm -- Gravity search algorithm -- Bat algorithm -- Plant propagation algorithm -- Water cycle algorithm -- Symbiotic organisms search -- Comprehensive evolutionary algorithm.
Record Nr. UNINA-9910816157603321
Bozorg-Haddad Omid <1974->  
Hoboken, New Jersey : , : Wiley, , 2017
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Optimisation Algorithms and Swarm Intelligence / / edited by Nodari Vakhania, Mehmet Emin Aydin
Optimisation Algorithms and Swarm Intelligence / / edited by Nodari Vakhania, Mehmet Emin Aydin
Pubbl/distr/stampa London : , : IntechOpen, , 2022
Descrizione fisica 1 online resource
Disciplina 006.3824
Soggetto topico Swarm intelligence
Engineering design - Mathematics
ISBN 1-83968-666-9
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto 1. Multi Strategy Search with Crow Search Algorithm -- 2. Hybrid Genetic Algorithms -- 3. Flexible Project Scheduling Algorithms -- 4. Particle Swarm Optimization of Convolutional Neural Networks for Human Activity Prediction -- 5. Particle Swarm Optimization Algorithms with Applications to Wave Scattering Problems -- 6. On the Efficacy of Particle Swarm Optimization for Gateway Placement in LoRaWAN Networks -- 7. Pareto-Based Multiobjective Particle Swarm Optimization: Examples in Geophysical Modeling.
Record Nr. UNINA-9910633964703321
London : , : IntechOpen, , 2022
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui