Machine learning-based methods in structural reliability analysis: A review

SS Afshari, F Enayatollahi, X Xu, X Liang - Reliability Engineering & System …, 2022 - Elsevier
Structural Reliability analysis (SRA) is one of the prominent fields in civil and mechanical
engineering. However, an accurate SRA in most cases deals with complex and costly …

Some challenges and opportunities in reliability engineering

E Zio - IEEE Transactions on Reliability, 2016 - ieeexplore.ieee.org
Today's fast-pace evolving and digitalizing World is posing new challenges to reliability
engineering. On the other hand, the continuous advancement of technical knowledge and …

Application of Bayesian networks in reliability evaluation

B Cai, X Kong, Y Liu, J Lin, X Yuan… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
The Bayesian network (BN) is a powerful model for probabilistic knowledge representation
and inference and is increasingly used in the field of reliability evaluation. This paper …

Remaining useful life estimation of structure systems under the influence of multiple causes: Subsea pipelines as a case study

B Cai, X Shao, Y Liu, X Kong, H Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In dynamic complex environments, the degradation of structure systems is generally caused
not by a single factor but by multiple ones, and the process is subject to a high level of …

Bayesian updating with structural reliability methods

D Straub, I Papaioannou - Journal of Engineering Mechanics, 2015 - ascelibrary.org
Bayesian updating is a powerful method to learn and calibrate models with data and
observations. Because of the difficulties involved in computing the high-dimensional …

[PDF][PDF] 飞机结构数字孪生关键建模仿真技术

董雷霆, 周轩, 赵福斌, 贺双新, 卢志远, 冯建民 - 航空学报, 2021 - researchgate.net
飞机结构安全性设计思想经历了从静强度设计, 安全寿命设计, 损伤容限与耐久性设计到单机
追踪的演变, 未来有进一步向结构数字孪生的方向发展的趋势. 飞机结构数字孪生是数字线程 …

Inference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning

PG Morato, CP Andriotis, KG Papakonstantinou… - Reliability Engineering & …, 2023 - Elsevier
In the context of modern engineering, environmental, and societal concerns, there is an
increasing demand for methods able to identify rational management strategies for civil …

[HTML][HTML] Deterioration models for prediction of remaining useful life of timber and concrete bridges: A review

I Srikanth, M Arockiasamy - Journal of traffic and transportation engineering …, 2020 - Elsevier
Bridge deterioration models are used for prioritization and maintenance of bridges. These
models can be broadly classified as deterministic and stochastic models. There are …

Risk-based optimal inspection strategies for structural systems using dynamic Bayesian networks

J Luque, D Straub - Structural Safety, 2019 - Elsevier
In most structural systems, it is neither possible nor optimal to inspect all system components
regularly. An optimal inspection-repair strategy controls deterioration in structural systems …

Risk coupling analysis of subsea blowout accidents based on dynamic Bayesian network and NK model

Z Liu, Q Ma, B Cai, X Shi, C Zheng, Y Liu - Reliability Engineering & System …, 2022 - Elsevier
Risk analysis of subsea blowout accidents is critical to well control strategies and the overall
safety of offshore drilling operations. Therefore, the interactive relationships among different …