Výsledky vyhľadávania - data-driven RMPC algorithm

Constrained robust model predictive control embedded with a new data-driven technique Autor 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…”
Získať plný text

Semiclosed Greenhouse Climate Control Under Uncertainty via Machine Learning and Data-Driven Robust Model Predictive Control Autor 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…”
Získať plný text

Constrained data-driven RMPC with guaranteed stability Autor 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…”
Získať plný text

Data-driven robust model predictive control for greenhouse temperature control and energy utilisation assessment Autor 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…”
Získať plný text

Multi-zone building control with thermal comfort constraints under disjunctive uncertainty using data-driven robust model predictive control Autor Hu, Guoqing, You, Fengqi

“…•A novel data-driven RMPC framework for multi-zone building thermal comfort control…”
Získať plný text

Robust predictive control of coupled water tank plant Autor 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…”
Získať plný text

Robust Constrained Model Predictive Control of Irrigation Systems Based on Data-Driven Uncertainty Set Constructions Autor 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…”
Získať plný text

Data-Based Robust Model Predictive Control Under Conditional Uncertainty Autor 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…”
Získať plný text