Value of information analysis in civil and infrastructure engineering: a review
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 …
engineering community over especially the last decade. Triggered by the increasing focus …
Data analytics in asset management: Cost-effective prediction of the pavement condition index
SM Piryonesi, TE El-Diraby - Journal of Infrastructure Systems, 2020 - ascelibrary.org
Understanding the deterioration of roads is an important part of road asset management. In
this study, the long-term pavement performance (LTPP) data and machine learning …
this study, the long-term pavement performance (LTPP) data and machine learning …
Challenges to IoT-enabled predictive maintenance for industry 4.0
The Industry 4.0 paradigm is boosting the relevance of predictive maintenance (PdM) for
manufacturing and production industries. PdM strongly relies on Internet of Things (IoT) …
manufacturing and production industries. PdM strongly relies on Internet of Things (IoT) …
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 …
Markov Decision Processes (MDPs) or Partially Observable MDPs (POMDPs). Typical …
The value of monitoring a structural health monitoring system
Abstract Structural Health Monitoring (SHM) systems are adopted to acquire timely and
continuous data on the state of civil structures, aerospace vehicles, and industrial machines …
continuous data on the state of civil structures, aerospace vehicles, and industrial machines …
On the value of monitoring information for the structural integrity and risk management
S Thöns - Computer‐Aided Civil and Infrastructure Engineering, 2018 - Wiley Online Library
This article introduces an approach and framework for the quantification of the value of
structural health monitoring (SHM) in the context of the structural risk and integrity …
structural health monitoring (SHM) in the context of the structural risk and integrity …
A metric for assessing and optimizing data-driven prognostic algorithms for predictive maintenance
Abstract Prognostic Health Management aims to predict the Remaining Useful Life (RUL) of
degrading components/systems utilizing monitoring data. These RUL predictions form the …
degrading components/systems utilizing monitoring data. These RUL predictions form the …
Value of information analysis in non-stationary stochastic decision environments: A reliability-assisted POMDP approach
Optimal management of systems over their service life as they face a multitude of
uncertainties remains a significant challenge. While additional information can reduce …
uncertainties remains a significant challenge. While additional information can reduce …
Optimization of an aperiodic sequential inspection and condition-based maintenance policy driven by value of information
The issue of the optimal planning of inspection and maintenance actions for a randomly
deteriorating system constitutes a difficult sequential decision-making problem in which the …
deteriorating system constitutes a difficult sequential decision-making problem in which the …
A probabilistic framework for the resilience assessment of transport infrastructure systems via structural health monitoring and control based on a cost function …
M Domaneschi, R Cucuzza, L Martinelli… - Structure and …, 2024 - Taylor & Francis
The essential role of transport infrastructure systems for economic development, territorial
cohesion and social transformation is widely recognized. However, key structural …
cohesion and social transformation is widely recognized. However, key structural …