Scenario-based fitted Q-iteration for adaptive control of water reservoir systems under uncertainty
Sign Up to like & getrecommendations! Published in 2017 at "IFAC-PapersOnLine"
DOI: 10.1016/j.ifacol.2017.08.340
Abstract: Abstract This study presents a novel approach called scenario-based Fitted Q-Iteration (sFQI) for controlling water reservoir systems under climate uncertainty. In these problems, robust control frameworks, based on worst-case realization, are usually adopted. Yet, these… read more here.
Keywords: uncertainty; based fitted; water; control ... See more keywords
An XGBoost-Based Fitted Q Iteration for Finding the Optimal STI Strategies for HIV Patients.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3176204
Abstract: The computational algorithm proposed in this article is an important step toward the development of computational tools that could help guide clinicians to personalize the management of human immunodeficiency virus (HIV) infection. In this article,… read more here.
Keywords: xgboost based; based fitted; iteration algorithm; fitted iteration ... See more keywords
Alternative Approach to Alleviate Passivity Violations of Rational-Based Fitted Functions
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Power Delivery"
DOI: 10.1109/tpwrd.2019.2896982
Abstract: This paper presents an efficient approach to enforce passivity of rational-based fitted systems. The origin of non-passivity is thoroughly reviewed and analyzed. The proposed approach identifies and modifies, from the original non-passive rational approximation, only… read more here.
Keywords: passivity; passivity violations; based fitted; approach ... See more keywords