Reinforcement learning with constrained uncertain reward function through particle filtering

O Dogru, R Chiplunkar, B Huang - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Advancements in computational sciences have stimulated the use of an abundant amount of
data in control and monitoring. Recent studies have reemphasized that the performance of …

Vision based liquid level detection and bubble area segmentation in liquor distillation

H Ma, L Peng - 2019 IEEE International Conference on Imaging …, 2019 - ieeexplore.ieee.org
In order to automatically measure the flow rate, alcohol strength and roughly determine the
quality of distilled liquor, a system was developed with two transparent standard containers …

Reinforcement Learning-based Process Control Under Sensory Uncertainty

O Dogru - 2023 - era.library.ualberta.ca
Process industries involve processes that have complex, interdependent, and sometimes
uncontrollable/unobservable features that are subject to a variety of uncertainties such as …

Sensor Fusion and Computer Vision Integrated System for Primary Separation Vessel Interface Level Estimation

J Wang, Y Alipouri, B Huang - IFAC-PapersOnLine, 2021 - Elsevier
In oil sands industry, primary separation vessel (PSV) is a critical component to recover
bitumen from oil sands slurry. Accurate interface level estimation between froth and …

A novel image based algorithm for interface level detection in a separation cell

P Jampana, S Shah - IFAC Proceedings Volumes, 2009 - Elsevier
Abstract Controlling the interface between Bitumen-froth and Middlings in separation cells in
the oil sands industry is important for economical and environmental reasons. Traditional …

Sensor-fusion Strategies for Process and Performance Monitoring

SL Shah - Journal of The Society of Instrument and Control …, 2008 - jstage.jst.go.jp
Most of the major plant, factory, process, equipment and tool disruptions are preventable,
and yet preventative fault detection and diagnosis section are not the norm in most …