Search Results for author: Oluwaseyi Ogunfowora

Found 4 papers, 0 papers with code

Intelligent Condition Monitoring of Industrial Plants: An Overview of Methodologies and Uncertainty Management Strategies

no code implementations3 Jan 2024 Maryam Ahang, Todd Charter, Oluwaseyi Ogunfowora, Maziyar Khadivi, Mostafa Abbasi, Homayoun Najjaran

This paper provides an overview of intelligent condition monitoring and fault detection and diagnosis methods for industrial plants with a focus on the open-source benchmark Tennessee Eastman Process (TEP).

Fault Detection Management

A Transformer-based Framework For Multi-variate Time Series: A Remaining Useful Life Prediction Use Case

no code implementations19 Aug 2023 Oluwaseyi Ogunfowora, Homayoun Najjaran

This work proposed an encoder-transformer architecture-based framework for multivariate time series prediction for a prognostics use case.

Time Series Time Series Prediction

Reinforcement and Deep Reinforcement Learning-based Solutions for Machine Maintenance Planning, Scheduling Policies, and Optimization

no code implementations7 Jul 2023 Oluwaseyi Ogunfowora, Homayoun Najjaran

Adopted methodologies, findings, and well-defined interpretations of the reviewed studies were summarized in graphical and tabular representations to maximize the utility of the work for both researchers and practitioners.

Decision Making reinforcement-learning +1

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