no code implementations • 3 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).
no code implementations • 19 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.
no code implementations • 7 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.
no code implementations • 24 Jun 2022 • Maryam Ahang, Masoud Jalayer, Ardeshir Shojaeinasab, Oluwaseyi Ogunfowora, Todd Charter, Homayoun Najjaran
The proposed method is validated on a real-world bearing dataset, and fault data are generated for different conditions.