Search Results - data‐driven RMPC algorithm

Constrained robust model predictive control embedded with a new data-driven technique by Yang, L, Lu, J, Xu, Y, Li, D, Xi, Y

“… To overcome these problems, a new data-driven control methodology is presented that integrates the data-driven concept into robust model predictive control (RMPC…”
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Semiclosed Greenhouse Climate Control Under Uncertainty via Machine Learning and Data-Driven Robust Model Predictive Control by Chen, Wei-Han, You, Fengqi

“…This work proposes a novel data-driven robust model predictive control (DDRMPC) framework for automatic control of greenhouse in-door climate…”
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Constrained data-driven RMPC with guaranteed stability by Yang, Lingyi, Lu, Jianbo, Xu, Yunwen, Li, Dewei, Xi, Yugeng

“… Aimed at this proposal, this paper proposes a new control technique which adds data-driven representation skills into the robust model predictive controller (RMPC…”
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Data-driven robust model predictive control for greenhouse temperature control and energy utilisation assessment by Mahmood, Farhat, Govindan, Rajesh, Bermak, Amine, Yang, David, Al-Ansari, Tareq

“…•An analytical and data-driven model is developed to analyse the greenhouse.•Data-driven artificial neural network is used as the prediction model…”
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Multi-zone building control with thermal comfort constraints under disjunctive uncertainty using data-driven robust model predictive control by Hu, Guoqing, You, Fengqi

“…•A novel data-driven RMPC framework for multi-zone building thermal comfort control…”
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Robust predictive control of coupled water tank plant by Kang, Tiao, Peng, Hui, Zhou, Feng, Tian, Xiaoying, Peng, Xiaoyan

“… The difficulty of model-based liquid level control such as Robust Model Predictive Control (RMPC) is hard to obtain an accurate model of the plant or need accurate steady-state information which is hard to be obtained in practice…”
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Robust Constrained Model Predictive Control of Irrigation Systems Based on Data-Driven Uncertainty Set Constructions by Shang, Chao, Chen, Wei-Han, You, Fengqi

“…We propose a novel data-driven robust model predictive control (RMPC) approach for irrigation system operations, where uncertainty in evapotranspiration and precipitation forecast is explicitly taken into account…”
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Data-Based Robust Model Predictive Control Under Conditional Uncertainty by Shang, Chao, Chen, Wei-Han, You, Fengqi

“…In this work, a novel data-driven robust model predictive control (RMPC) framework is outlined for optimal operations and control of energy systems…”
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