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Deep Learning-Based Multifidelity Surrogate Modeling for High-Dimensional Reliability Prediction

Luojie Shi, Baisong Pan, Weile Chen, Zequn Wang

Publisher: ASME

ASME J. Risk Uncertainty Part B. September 2024, 10(3): 031106.

Paper No: RISK-24-1033

https://doi.org/10.1115/1.4065846

Published Online: July 24, 2024

...-mail: zequnwang@uestc.edu.cn 14 03 2024 09 06 2024 24 07 2024 multifidelity surrogate modeling deep learning knowledge-reasoning heterogeneous data dimension reduction latent space Monte Carlo simulation National Natural Science Foundation of China 10.13039...

View Article titled, Deep Learning-Based Multifidelity Surrogate Modeling for High-Dimensional Reliability Prediction

Topics: Dimensions, Metamodeling, Reliability, Simulation, Uncertainty

ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering

Review of Uncertainty, Modeling, and Decision Making in Geotechnics , edited by Kok-Kwang Phoon, Takayuki Shuku, and Jianye Ching

Anand Govindasamy, Ph.D.

Risk Comparison of Hurricane Scenarios as Disruptions of Hydrologic Basin Order with Social Vulnerability Criteria

Gigi Pavur; James H. Lambert; Venkataraman Lakshmi

Risk Identification, Prioritization, and Mapping for Early Construction Cost Contingency in Transportation Infrastructure Projects

Taewoo Ko; Chau Le; H. David Jeong; Phuong Nguyen; Kunhee Choi; Douglas Gransberg

Modeling of Chloride Spatial Variability in a Reinforced Concrete Wharf from Onsite Measurements

Romain Clerc; Franck Schoefs; Mestapha Oumouni; Inès Othmen; Stéphanie Bonnet

Proposed Bayesian Network Framework to Model Multisite Seismic Hazard with Existing Probabilistic Seismic Hazard Analysis Results

Emily M. Gibson, Ph.D.; Michelle T. Bensi, Ph.D.

A Simulation Model for Container Ships Scheduling in Qinzhou Port under Seamless Connection Mode

Wuliu Tian; Jinfen Zhang; Da Wu, Ph.D.; Yan Zhou; Yougui Yang

Data-Driven Telecommunication Outage Prediction during Hurricane Events

Ao Du

An Integrated Framework for Analyzing Risk Influence Factors of Inland Waterway Transport Based on Interpretive Structural Models and Bayesian Networks

Tao Guo; Lei Xie; Jinfen Zhang; Jianwei Zhao; Heyu Zhou, Ph.D.

Track Geometry Estimation and Hanging Sleeper Detection Using Vehicle Dynamic Responses with Unknown System Parameters

Masaru Kitahara; Daichi Masuda; Kai Xue, Ph.D.; Tomonori Nagayama, Ph.D.; Di Su, Ph.D.; Hirofumi Tanaka, Dr.Eng.

Optimum Seismic Retrofit of Deteriorating RC Bridge Columns Based on Risk, Cost–Benefit, and Real Option Analyses

Sunyong Kim; Yanzhi Yang; Dan M. Frangopol

New Approach for Conditional Coring in RC Structures Using Bivariate Distributions of Nondestructive Test Results

Soubhagya Karmakar; Siddhartha Ghosh; Saha Dauji

Investigation of Intraclass Correlation of Seismic Capacity for RC Bridge Piers Based on Hierarchical Model

Libo Chen; Ruchun Mo; Yu Chen; Zhan Guo; Zhenfeng Zheng

Comprehensive Risk System Analysis and Factor Coupling in Underground Railway Space

Xiaojuan Li; Lulu Li; Rixin Chen; C. Y. Jim

Design Optimization with Variable Screening by Interval-Based Sensitivity Analysis

Qi Chang; Changcong Zhou; Matthias G. R. Faes; Marcos A. Valdebenito

Evaluating Epistemic Uncertainty from Random Variables at the Terminal Branches of a Logic Tree

Scott J. Brandenberg, Ph.D.; Renmin Pretell, Ph.D.

A Decision Support Methodology for Seismic Design Requirements of Buildings to Achieve Community-Level Resilience Metrics

Omar A. Sediek, Ph.D.; Milad Roohi, Ph.D.; John W. van de Lindt, Ph.D.

An Approach to Quantifying the Distribution of Resonance and Cancellation Train Speeds of Railway Bridges with Random Uncertainties

Lifeng Xin; Menglin Pei; Di Mu; Dangxiong Wang; Chao Li; Zhiqiang Wan

Collapse Failure Assessment of Geomaterials behind Steel Structure in Tunnels Using the Chebyshev Inequalities

Xiao-Cheng Huang; Gui-Lin Wang; Qiu-Nan Chen; Wei Zhang

An Optimized Site Selection Method for Human-Life Search and Rescue in Inland Waters

Fan Zhang; Xin Peng; Yefeng Sun; Qing Yu; Yuanqiao Wen

Integrating Bluetooth-Enabled Sensors with Cloud Computing for Fire Hazard Communication Systems

Benben Cui; Chen Wang; Meng Wu; Can Zhu; Defa Wang; Bin Li

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