Process Systems Engineering

Making physical processes do what you designed them to do.

Nonlinear model predictive control and ANN-based controllers on instrumented process platforms.
Published Question → model → evidence
Representative cascaded three-tank system with level meters, a pump, reservoir and control path.

Representative cascaded three-tank arrangement showing the pump, reservoir, sensors and control path. Project artwork. Bamimore et al., Journal of Dynamic Systems, Measurement, and Control (2023).

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The Question

How do you design a controller that handles nonlinear behavior, model uncertainty, and real-time constraints simultaneously?

My Contribution

Designed/fabricated cascaded three-tank system, implemented NMPC, MHE, EKF, economic MPC. Evaluated ANN-based predictive control.

What the record shows

Demonstrated real-time constraint satisfaction and setpoint tracking in physical hardware under disturbances.

What this does—and does not—establish

Validates controller architectures on specific pilot-scale hardware, not universal bounds on stability under arbitrary noise.

Publication records

Offset-Free Quasi-Infinite Horizon Nonlinear Model Predictive Controller Design Using Parameter Adaptation

Ayorinde Bamimore et al. · Co-author: Abraham Osinuga. Journal of Dynamic Systems, Measurement, and Control 145(10): 101005, 2023.

A Comparison of Two Artificial Neural Networks for Modelling and Predictive Control of a Cascaded Three-Tank System

A. Bamimore et al. · Co-author: Abraham Osinuga. IFAC-PapersOnLine 54(21): 145–150, 2021.

Design, fabrication and interfacing of a cascaded three-tank system with micro-controller board for research and education in process control

A. Bamimore et al. · Co-author: Abraham Osinuga. Innovative Solutions in Engineering: Journal of the Nigerian Academy of Engineering 3(1), 2021.

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