Value of information analysis in civil and infrastructure engineering: a review

WH Zhang, DG Lu, J Qin, S Thöns… - Journal of Infrastructure …, 2021 - Springer
The concept of Value of Information (VoI) has attracted significant attentions within the civil
engineering community over especially the last decade. Triggered by the increasing focus …

A framework for quantifying the value of vibration-based structural health monitoring

A Kamariotis, E Chatzi, D Straub - Mechanical Systems and Signal …, 2023 - Elsevier
The difficulty in quantifying the benefit of Structural Health Monitoring (SHM) for decision
support is one of the bottlenecks to an extensive adoption of SHM on real-world structures …

Maintenance planning under imperfect inspections of corroded pipelines

Y Sahraoui, R Khelif, A Chateauneuf - International journal of pressure …, 2013 - Elsevier
In this paper, a maintenance policy is proposed for pipelines subject to corrosion, by taking
into account imperfect inspection results. The degradation of the pipeline is induced by …

Managing engineering systems with large state and action spaces through deep reinforcement learning

CP Andriotis, KG Papakonstantinou - Reliability Engineering & System …, 2019 - Elsevier
Decision-making for engineering systems management can be efficiently formulated using
Markov Decision Processes (MDPs) or Partially Observable MDPs (POMDPs). Typical …

Value of information from vibration-based structural health monitoring extracted via Bayesian model updating

A Kamariotis, E Chatzi, D Straub - Mechanical Systems and Signal …, 2022 - Elsevier
Quantifying the value of the information extracted from a structural health monitoring (SHM)
system is an important step towards convincing decision makers to implement these …

Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints

CP Andriotis, KG Papakonstantinou - Reliability Engineering & System …, 2021 - Elsevier
Determination of inspection and maintenance policies for minimizing long-term risks and
costs in deteriorating engineering environments constitutes a complex optimization problem …

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 …

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 …

Value of information analysis with structural reliability methods

D Straub - Structural Safety, 2014 - Elsevier
When designing monitoring systems and planning inspections, engineers must assess the
benefits of the additional information that can be obtained and weigh them against the cost …

Assessing the value of information for long-term structural health monitoring

M Pozzi, A Der Kiureghian - Health monitoring of structural …, 2011 - spiedigitallibrary.org
In the field of Structural Health Monitoring, tests and sensing systems are intended as tools
providing diagnoses, which allow the operator of the facility to develop an efficient …