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quant-ph2025
QI-MPC: A Hybrid Quantum-Inspired Model Predictive Control for Learning Optimal Policies
Muhammad Al-Zafar Khan, Jamal Al-Karaki
In this paper, we present Quantum-Inspired Model Predictive Control (QIMPC), an approach that uses Variational Quantum Circuits (VQCs) to learn control polices in MPC problems. The…
quant-ph2024
Predicting Water Quality using Quantum Machine Learning: The Case of the Umgeni Catchment (U20A) Study Region
Muhammad Al-Zafar Khan, Jamal Al-Karaki, Marwan Omar
In this study, we consider a real-world application of QML techniques to study water quality in the U20A region in Durban, South Africa. Specifically, we applied the quantum suppor…