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A data-driven framework integrating Lyapunov-based MPC and OASIS-based observer for control beyond training domains 期刊论文
发表期刊: JOURNAL OF PROCESS CONTROL. 出版年: 2024, 卷号: 138
作者:  Bhadriraju, Bhavana;  Kwon, Joseph Sang-Il;  Khan, Faisal
收藏  |  浏览/下载：12/0  |  提交时间：2024/10/04
Adaptive data-driven model  Domain of applicability  Input-to-state stability  Lyapunov function  Model predictive control  Observer  
Enabling Efficient Model-Free Control of Large-Scale Canals by Exploiting Domain Knowledge 期刊论文
发表期刊: IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS. 出版年: 2021, 卷号: 68, 期号: 9, 页码: 8730-8742
作者:  Ren, Tao;  Niu, Jianwei;  Shu, Lei;  Hancke, Gerhard P.;  Wu, Jiyan;  Liu, Xuefeng;  Xu, Mingliang
收藏  |  浏览/下载：48/0  |  提交时间：2021/07/30
Irrigation  Hidden Markov models  Logic gates  Predictive models  Aerospace electronics  Learning (artificial intelligence)  Machine learning  Control experience  deep reinforcement learning (DRL)  large-scale canal  model-free control  simulations on Chinese largest water-delivery project (SNWTP)  
An Efficient Model-Free Approach for Controlling Large-Scale Canals via Hierarchical Reinforcement Learning 期刊论文
发表期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS. 出版年: 2021, 卷号: 17, 期号: 6, 页码: 4367-4378
作者:  Ren, Tao;  Niu, Jianwei;  Liu, Xuefeng;  Wu, Jiyan;  Lei, Xiaohui;  Zhang, Zhao
收藏  |  浏览/下载：39/0  |  提交时间：2021/07/30
Irrigation  Water resources  Logic gates  Predictive models  Reinforcement learning  Genetic algorithms  Numerical models  Canal control  hierarchical reinforcement learning (HRL)  model-free  multipool  south to north water transfer project  
Automatic surface water distribution systems: A reliable alternative for energy conservation in agricultural section 期刊论文
发表期刊: SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS. 出版年: 2021, 卷号: 45
作者:  Fard, Ardalan Askari;  Shahdany, S. Mehdy Hashemy;  Javadi, Saman
收藏  |  浏览/下载：14/0  |  提交时间：2021/11/19
Energy conservation  Groundwater overexploitation  Conjunctive operation  Model predictive control  Canal automation  
Operable adaptive sparse identification of systems: Application to chemical processes 期刊论文
发表期刊: AICHE JOURNAL. 出版年: 2020, 卷号: 66, 期号: 11
作者:  Bhadriraju, Bhavana;  Bangi, Mohammed Saad Faizan;  Narasingam, Abhinav;  Kwon, Joseph Sang-Il
收藏  |  浏览/下载：22/0  |  提交时间：2021/01/07
data-driven system identification  deep neural networks  model predictive control  online model identification  sparse regression