Machine Learning-Based Modeling and Predictive Control of Combustion Phasing and Load in a Dual-Fuel Low-Temperature Combustion Engine

M Punasiya, AK Sarangi - SAE International Journal of Engines, 2024 - sae.org
Reactivity-controlled compression ignition (RCCI) engine is an innovative dual-fuel strategy,
which uses two fuels with different reactivity and physical properties to achieve low …

A sequential learning algorithm for probabilistically robust controller tuning

R Chin, C Manzie, I Shames, D Nešić… - arXiv preprint arXiv …, 2021 - arxiv.org
We introduce a sequential learning algorithm to address a robust controller tuning problem,
which in effect, finds (with high probability) a candidate solution satisfying the internal …

Model predictive controller tuning by machine learning and ordinal optimisation

R Chin - 2022 - etheses.bham.ac.uk
While for the past several decades model predictive control (MPC) has been an established
control strategy in chemical process industries, more recently there has been increased …

Ordinal Optimisation for the Gaussian Copula Model

R Chin, JE Rowe, I Shames, C Manzie… - arXiv preprint arXiv …, 2019 - arxiv.org
We present results on the estimation and evaluation of success probabilities for ordinal
optimisation over uncountable sets (such as subsets of $\mathbb {R}^{d} $). Our formulation …