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Uncertainty, Modeling, and Decision Making in Geotechnics

2023-12-11 Technology & Engineering
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Release : 2023-12-11
Genre : Technology & Engineering
Kind : eBook
Book Rating : 250/5 ( reviews)

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Book Synopsis Uncertainty, Modeling, and Decision Making in Geotechnics by : Kok-Kwang Phoon

Download or read book Uncertainty, Modeling, and Decision Making in Geotechnics written by Kok-Kwang Phoon. This book was released on 2023-12-11. Available in PDF, EPUB and Kindle. Book excerpt: Uncertainty, Modeling, and Decision Making in Geotechnics shows how uncertainty quantification and numerical modeling can complement each other to enhance decision-making in geotechnical practice, filling a critical gap in guiding practitioners to address uncertainties directly. The book helps practitioners acquire a working knowledge of geotechnical risk and reliability methods and guides them to use these methods wisely in conjunction with data and numerical modeling. In particular, it provides guidance on the selection of realistic statistics and a cost-effective, accessible method to address different design objectives, and for different problem settings, and illustrates the value of this to decision-making using realistic examples. Bringing together statistical characterization, reliability analysis, reliability-based design, probabilistic inverse analysis, and physical insights drawn from case studies, this reference guide from an international team of experts offers an excellent resource for state-of-the-practice uncertainty-informed geotechnical design for specialist practitioners and the research community.

Uncertainty, Modelling, and Decision Making in Geotechnics

2024 Geotechnical engineering
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Release : 2024
Genre : Geotechnical engineering
Kind : eBook
Book Rating : 507/5 ( reviews)

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Book Synopsis Uncertainty, Modelling, and Decision Making in Geotechnics by : Kok-Kwang Phoon

Download or read book Uncertainty, Modelling, and Decision Making in Geotechnics written by Kok-Kwang Phoon. This book was released on 2024. Available in PDF, EPUB and Kindle. Book excerpt: "This book shows how uncertainty quantification and numerical modeling can complement each other to enhance decision making in geotechnical practice, filling a critical gap in guiding practitioners to address uncertainties directly. It helps practitioners acquire a working knowledge of geotechnical risk and reliability methods and guides them to use these methods wisely in conjunction with data and numerical modeling. Bringing together statistical characterization, reliability analysis, reliability-based design, probabilistic inverse analysis, and physical insights drawn from case studies, this reference guide from an international team of experts offers an excellent resource for state-of-the-practice uncertainty-informed geotechnical design for specialist practitioners and the research community"--

Uncertainty, Modeling, and Decision Making in Geotechnics

2023 Geotechnical engineering
Download Uncertainty, Modeling, and Decision Making in Geotechnics PDF Online Free

Author :
Release : 2023
Genre : Geotechnical engineering
Kind : eBook
Book Rating : 586/5 ( reviews)

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Book Synopsis Uncertainty, Modeling, and Decision Making in Geotechnics by :

Download or read book Uncertainty, Modeling, and Decision Making in Geotechnics written by . This book was released on 2023. Available in PDF, EPUB and Kindle. Book excerpt: Uncertainty, Modeling, and Decision Making in Geotechnics shows how uncertainty quantification and numerical modeling can complement each other to enhance decision-making in geotechnical practice, filling a critical gap in guiding practitioners to address uncertainties directly. The book helps practitioners acquire a working knowledge of geotechnical risk and reliability methods and guides them to use these methods wisely in conjunction with data and numerical modeling. In particular, it provides guidance on the selection of realistic statistics and a cost-effective, accessible method to address different design objectives, and for different problem settings, and illustrates the value of this to decision-making using realistic examples. Bringing together statistical characterization, reliability analysis, reliability-based design, probabilistic inverse analysis, and physical insights drawn from case studies, this reference guide from an international team of experts offers an excellent resource for state-of-the-practice uncertainty-informed geotechnical design for specialist practitioners and the research community.

Bayesian Machine Learning in Geotechnical Site Characterization

2024-08-07 Computers
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Release : 2024-08-07
Genre : Computers
Kind : eBook
Book Rating : 774/5 ( reviews)

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Book Synopsis Bayesian Machine Learning in Geotechnical Site Characterization by : Jianye Ching

Download or read book Bayesian Machine Learning in Geotechnical Site Characterization written by Jianye Ching. This book was released on 2024-08-07. Available in PDF, EPUB and Kindle. Book excerpt: Bayesian data analysis and modelling linked with machine learning offers a new tool for handling geotechnical data. This book presents recent advancements made by the author in the area of probabilistic geotechnical site characterization. Two types of correlation play central roles in geotechnical site characterization: cross-correlation among soil properties and spatial-correlation in the underground space. The book starts with the introduction of Bayesian notion of probability “degree of belief”, showing that well-known probability axioms can be obtained by Boolean logic and the definition of plausibility function without the use of the notion “relative frequency”. It then reviews probability theories and useful probability models for cross-correlation and spatial correlation. Methods for Bayesian parameter estimation and prediction are also presented, and the use of these methods demonstrated with geotechnical site characterization examples. Bayesian Machine Learning in Geotechnical Site Characterization suits consulting engineers and graduate students in the area.

Analyzing Uncertainty in Civil Engineering

2005-12-19 Technology & Engineering
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Release : 2005-12-19
Genre : Technology & Engineering
Kind : eBook
Book Rating : 472/5 ( reviews)

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Book Synopsis Analyzing Uncertainty in Civil Engineering by : Wolfgang Fellin

Download or read book Analyzing Uncertainty in Civil Engineering written by Wolfgang Fellin. This book was released on 2005-12-19. Available in PDF, EPUB and Kindle. Book excerpt: This volume addresses the issue of uncertainty in civil engineering from design to construction. Failures do occur in practice. Attributing them to a residual system risk or a faulty execution of the project does not properly cover the range of causes. A closer scrutiny of the adopted design, the engineering model, the data, the soil-construction-interaction and the model assumptions is required. Usually, the uncertainties in initial and boundary conditions are abundant. Current engineering practice often leaves these issues aside, despite the fact that new scientific tools have been developed in the past decades that allow a rational description of uncertainties of all kinds, from model uncertainty to data uncertainty. It is the aim of this volume to have a critical look at current engineering risk concepts in order to raise awareness of uncertainty in numerical computations, shortcomings of a strictly probabilistic safety concept, geotechnical models of failure mechanisms and their implications for construction management, execution, and the juristic question of responsibility. In addition, a number of the new procedures for modelling uncertainty are explained. The book is a result of a collaborate effort of mathematicians, engineers and construction managers who met regularly in a post graduate seminar at the University of Innsbruck during the past years.

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