Collection
Special Issue on Probabilistic learning for optimal decision-making on civil insfrastructures under uncertain environments
- Submission status
- Closed
This special issue aims at identifying the latest methodological advances and transformative application examples in the topic area of probabilistic learning for optimal decision-making on civil infrastructures under uncertain environments. This aim will be achieved by acquiring contributions from eminent researchers in this topic area from academia, laboratories, and industry. These contributions are expected to establish today’s technological benchmarks from which the next generation of probabilistic learning in civil engineering will evolve.
Editors
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Junho Song
Seoul National University, Korea
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Daniel Straub
Technische Universität München, Germany
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Matteo Pozzi
Carnegie Mellon University, USA
Articles (14 in this collection)
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Reliability Based Structural Topology Optimization Considering Non-stationary Stochastic Excitations
Authors (first, second and last of 4)
- Zhiqiang Hu
- Ziqi Wang
- Haitao Ma
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 993 - 1001
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A Bayesian Learning Method for Structural Damage Assessment of Phase I IASC-ASCE Benchmark Problem
Authors
- Chang Kook Oh
- James L. Beck
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 987 - 992
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Gaussian Process Regression and Classification for Probabilistic Damage Assessment of Spatially Distributed Systems
Authors
- Matteo Pozzi
- Qiaochu Wang
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 1016 - 1026
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Prediction of Slope Stability using Naive Bayes Classifier
Authors (first, second and last of 5)
- Xianda Feng
- Shuchen Li
- Yang Sun
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 941 - 950
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A Resilience Model for Engineered Slopes Subject to Anchor Corrosion
Authors (first, second and last of 5)
- Xue-You Li
- Zeng-Bin Fan
- Li-Min Zhang
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 887 - 895
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Structural System Reliability Analysis Based on Improved Explicit Connectivity BNs
Authors
- Qiang Wang
- Ziyan Wu
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 916 - 927
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Modified Factor for Segmented Pipes in Chinese Pipe Seismic Design Code Based on Probability Density Evolution Method
Authors
- Wei Liu
- Zhaoyang Song
- Huiquan Miao
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 951 - 961
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Investigation of the Probability of a Safe Evacuation to Succeed in Subway Fire Emergencies Based on Bayesian Theory
Authors (first, second and last of 6)
- Jinghong Wang
- Wenyu Yan
- Juncheng Jiang
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 877 - 886
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An Improved Non-parametric Bayesian Independence Test for Probabilistic Learning of the Dependence Structure Among Continuous Random Variables
Authors (first, second and last of 4)
- Ji-Eun Byun
- Junho Song
- Daniel Straub
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 974 - 986
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Deep BBN Learning for Health Assessment toward Decision-Making on Structures under Uncertainties
Authors (first, second and last of 4)
- Hong Pan
- Guoqing Gui
- Changhui Yan
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 928 - 940
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Response Spectrum Code-Conforming PEER PBEE using Stochastic Dynamic Analysis and Information Theory
Authors
- Umberto Alibrandi
- Khalid M. Mosalam
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 1002 - 1015
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A Probabilistic Safety Evaluation Framework for Multi-Hazard Assessment in a Bridge using SO-MARS Learning Model
Authors
- Kuo-Wei Liao
- Nhat-Duc Hoang
- Jessica Gitomarsono
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 903 - 915
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Developing Short Term Drought Severity-Duration-Frequency Curves for Kerala Meteorological Subdivision, India Using Bivariate Copulas
Authors (first, second and last of 6)
- S. Adarsh
- S. Karthik
- Narayan Sruthi
- Content type: Probabilistic Learning for Decision-making on Civil Infrastructures
- Published: 12 March 2018
- Pages: 962 - 973