Fault diagnosis in industrial chemical processes using interpretable patterns based on Logical Analysis of Data

A Ragab, M El-Koujok, B Poulin, M Amazouz… - Expert Systems with …, 2018 - Elsevier
This paper applies the Logical Analysis of Data (LAD) to detect and diagnose faults in
industrial chemical processes. This machine learning classification technique discovers …

Prognostics of multiple failure modes in rotating machinery using a pattern-based classifier and cumulative incidence functions

A Ragab, S Yacout, MS Ouali, H Osman - Journal of Intelligent …, 2019 - Springer
This paper presents a novel methodology for multiple failure modes prognostics in rotating
machinery. The methodology merges a machine learning and pattern recognition approach …

Developing machine-learning regression model with Logical Analysis of Data (LAD)

RM Khalifa, S Yacout, S Bassetto - Computers & Industrial Engineering, 2021 - Elsevier
This paper proposes a regression model based on Logical Analysis of Data (LAD). LAD is
known as a combinatorial Boolean supervised data mining technique for pattern generation …

Deep understanding in industrial processes by complementing human expertise with interpretable patterns of machine learning

A Ragab, M El Koujok, H Ghezzaz, M Amazouz… - Expert Systems with …, 2019 - Elsevier
Experts in industrial processes rely on domain knowledge (DK) repositories to identify the
causes of abnormal situations in order to make appropriate decisions that mitigate the …

Root cause analysis of an out-of-control process using a logical analysis of data regression model and exponential weighted moving average

RM Khalifa, S Yacout, S Bassetto - Journal of Intelligent Manufacturing, 2024 - Springer
Control charts are widely used as a tool in process quality monitoring to detect anomalies
and to improve the quality of a process and product. Nevertheless, their limitations have …

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 …

[HTML][HTML] Predicting dynamic response of structures under earthquake loads using logical analysis of data

A Abd-Elhamed, Y Shaban, S Mahmoud - Buildings, 2018 - mdpi.com
In this paper, logical analysis of data (LAD) is used to predict the seismic response of
building structures employing the captured dynamic responses. In order to prepare the data …

Pattern‐based prognostic methodology for condition‐based maintenance using selected and weighted survival curves

A Ragab, S Yacout, MS Ouali… - Quality and Reliability …, 2017 - Wiley Online Library
This paper proposes a pattern‐based prognostic methodology that combines logical
analysis of data (LAD) as an event‐driven diagnostic technique, and Kaplan–Meier (KM) …

Fault detection and diagnosis in the Tennessee Eastman Process using interpretable knowledge discovery

A Ragab, M El-Koujok, M Amazouz… - 2017 annual reliability …, 2017 - ieeexplore.ieee.org
This paper proposes an interpretable knowledge discovery approach to detect and
diagnose faults in chemical processes. The approach is demonstrated using simulated data …

Automatically correcting GUI automation using machine learning

N Kochura, VK Raghavan, DH Randall Jr… - US Patent …, 2018 - Google Patents
A mechanism is provided in a data processing system comprising at least one processor
and at least one memory, the at least one memory comprising instructions executed by the at …