Application of logical analysis of data to machinery-related accident prevention based on scarce data

S Jocelyn, Y Chinniah, MS Ouali, S Yacout - Reliability Engineering & …, 2017 - Elsevier
This paper deals with the application of Logical Analysis of Data (LAD) to machinery-related
occupational accidents, using belt-conveyor-related accidents as an example. LAD is a …

Estimation of probability of harm in safety of machinery using an investigation systemic approach and Logical Analysis of Data

S Jocelyn, MS Ouali, Y Chinniah - Safety science, 2018 - Elsevier
In safety of machinery, estimating the probability of occurrence of harm is a recurrent
problem. This paper proposes and applies a new method to estimate that probability …

Logical analysis of maintenance and performance data of physical assets, ID34

S Yacout - 2012 Proceedings Annual Reliability and …, 2012 - ieeexplore.ieee.org
We present a novel approach to fault detection and Physical Asset Health Management
(PAHM) called Logical Analysis of Data (LAD). LAD is a supervised learning, artificial …

Contribution of dynamic experience feedback to the quantitative estimation of risks for preventing accidents: A proposed methodology for machinery safety

S Jocelyn, Y Chinniah, MS Ouali - Safety science, 2016 - Elsevier
This paper proposes a methodological approach for designing a dynamic risk identification
and estimation support tool for machinery safety. Based on a comprehensive literature …

On when to base event trees and fault trees on probability models and frequentist probabilities in quantitative risk assessments

T Aven - International journal of performability engineering, 2012 - ijpe-online.com
This paper discusses the analysis approach when using event trees and fault trees in a
quantitative risk assessment context. The basic question raised is when to introduce …

LAD-CBM; new data processing tool for diagnosis and prognosis in condition-based maintenance

A Bennane, S Yacout - Journal of Intelligent Manufacturing, 2012 - Springer
This paper investigates the application of a data mining technique called Logical Analysis of
Data (LAD) to condition-based maintenance. The existing classification techniques are …

Modeling accident scenarios from databases with missing data: A probabilistic approach for safety-related systems design

R Squillante Jr, DJS Fo, N Maruyama, F Junqueira… - Safety science, 2018 - Elsevier
This paper proposes a new probabilistic approach for safety-related systems design based
on modeling accident scenarios with databases where missing data is a major concern. The …

Comparison of machine learning methods in predicting binary and multi-class occupational accident severity

F Recal, T Demirel - Journal of Intelligent & Fuzzy Systems, 2021 - content.iospress.com
Abstract Although Machine Learning (ML) is widely used to examine hidden patterns in
complex databases and learn from them to predict future events in many fields, utilization of …

Application of data mining in a maintenance system for failure prediction

P Bastos, I Lopes, L Pires - Safety, Reliability and Risk …, 2014 - api.taylorfrancis.com
In industrial environment, data generated during equipment maintenance and monitoring
activities has become increasingly overwhelming. Data mining presents an opportunity to …

A novel data mining approach for analysis of accident paths and performance assessment of risk control systems

K Singh, J Maiti - Reliability Engineering & System Safety, 2020 - Elsevier
The data mining researches to facilitate the process of safety management is fairly new,
compared to other industrial management domains. The implementation of appropriate …