DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning

23 February 2021

Papers citing "DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning"

37 / 37 papers shown

Title
An Optimal Discriminator Weighted Imitation Perspective for Reinforcement Learning Haoran Xu Shuozhe Li Harshit S. Sikchi S. Niekum Amy Zhang OffRL 25 0 0 17 Apr 2025
Nuclear Microreactor Control with Deep Reinforcement Learning Leo Tunkle Kamal Abdulraheem Linyu Lin M. Radaideh 36 0 0 31 Mar 2025
Data Center Cooling System Optimization Using Offline Reinforcement Learning Xianyuan Zhan Xiangyu Zhu Peng Cheng Xiao Hu Ziteng He ... Chenhui Liu Tianshun Hong Yan Liang Yunxin Liu Feng Zhao AI4CE 57 0 0 17 Feb 2025
xTED: Cross-Domain Adaptation via Diffusion-Based Trajectory Editing Haoyi Niu Qimao Chen Tenglong Liu Jianxiong Li Guyue Zhou Yi Zhang Jianming Hu Xianyuan Zhan 34 0 0 13 Sep 2024
Diffusion-DICE: In-Sample Diffusion Guidance for Offline Reinforcement Learning Liyuan Mao Haoran Xu Weinan Zhang Xianyuan Zhan Amy Zhang OffRL 41 5 0 29 Jul 2024
SwiftRL: Towards Efficient Reinforcement Learning on Real Processing-In-Memory Systems Kailash Gogineni Sai Santosh Dayapule Juan Gómez Luna Karthikeya Gogineni Peng Wei Tian-Shing Lan Mohammad Sadrosadati Onur Mutlu Guru Venkataramani 47 10 0 07 May 2024
TrajDeleter: Enabling Trajectory Forgetting in Offline Reinforcement Learning Agents Chen Gong Kecen Li Jin Yao Tianhao Wang OnRL 28 0 0 18 Apr 2024
ODICE: Revealing the Mystery of Distribution Correction Estimation via Orthogonal-gradient Update Liyuan Mao Haoran Xu Weinan Zhang Xianyuan Zhan 27 10 0 01 Feb 2024
A Policy Gradient Primal-Dual Algorithm for Constrained MDPs with Uniform PAC Guarantees Toshinori Kitamura Tadashi Kozuno Masahiro Kato Yuki Ichihara Soichiro Nishimori Akiyoshi Sannai Sho Sonoda Wataru Kumagai Yutaka Matsuo 37 2 0 31 Jan 2024
Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion Model Yinan Zheng Jianxiong Li Dongjie Yu Yujie Yang Shengbo Eben Li Xianyuan Zhan Jingjing Liu OffRL 36 24 0 19 Jan 2024
Machine Learning for Urban Air Quality Analytics: A Survey Jindong Han Weijiao Zhang Hao Liu Hui Xiong AI4CE 72 12 0 14 Oct 2023
ROMO: Retrieval-enhanced Offline Model-based Optimization Mingcheng Chen Haoran Zhao Yuxiang Zhao Hulei Fan Hongqiao Gao Yong Yu Zheng Tian OffRL 16 1 0 11 Oct 2023
Exploiting Generalization in Offline Reinforcement Learning via Unseen State Augmentations Nirbhay Modhe Qiaozi Gao A. Kalyan Dhruv Batra Govind Thattai Gaurav Sukhatme OffRL 21 2 0 07 Aug 2023
Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization Xiangsen Wang Haoran Xu Yinan Zheng Xianyuan Zhan OffRL 30 23 0 21 Jul 2023
Offline Reinforcement Learning with Imbalanced Datasets Li Jiang Sijie Cheng Jielin Qiu Haoran Xu Wai Kin Victor Chan Zhao Ding OffRL 34 3 0 06 Jul 2023
Offline Multi-Agent Reinforcement Learning with Coupled Value Factorization Xiangsen Wang Xianyuan Zhan OffRL 19 5 0 15 Jun 2023
Look Beneath the Surface: Exploiting Fundamental Symmetry for Sample-Efficient Offline RL Peng Cheng Xianyuan Zhan Zhihao Wu Wenjia Zhang Shoucheng Song Han Wang Youfang Lin Li Jiang OffRL 40 9 0 07 Jun 2023
Regularization and Variance-Weighted Regression Achieves Minimax Optimality in Linear MDPs: Theory and Practice Toshinori Kitamura Tadashi Kozuno Yunhao Tang Nino Vieillard Michal Valko ... Olivier Pietquin M. Geist Csaba Szepesvári Wataru Kumagai Yutaka Matsuo OffRL 30 2 0 22 May 2023
Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization Haoran Xu Li Jiang Jianxiong Li Zhuoran Yang Zhaoran Wang Victor Chan Xianyuan Zhan OffRL 36 71 0 28 Mar 2023
Loss of Plasticity in Continual Deep Reinforcement Learning Zaheer Abbas Rosie Zhao Joseph Modayil Adam White Marlos C. Machado CLL OffRL 26 73 0 13 Mar 2023
Mind the Gap: Offline Policy Optimization for Imperfect Rewards Jianxiong Li Xiao Hu Haoran Xu Jingjing Liu Xianyuan Zhan Qing-Shan Jia Ya-Qin Zhang OffRL 38 19 0 03 Feb 2023
Q-Ensemble for Offline RL: Don't Scale the Ensemble, Scale the Batch Size Alexander Nikulin Vladislav Kurenkov Denis Tarasov Dmitry Akimov Sergey Kolesnikov OffRL 23 14 0 20 Nov 2022
A Policy-Guided Imitation Approach for Offline Reinforcement Learning Haoran Xu Li Jiang Jianxiong Li Xianyuan Zhan OffRL 26 61 0 15 Oct 2022
Sustainable Online Reinforcement Learning for Auto-bidding Zhiyu Mou Yusen Huo Rongquan Bai Mingzhou Xie Chuan Yu Jian Xu Bo Zheng OffRL OnRL 26 15 0 13 Oct 2022
Semi-analytical Industrial Cooling System Model for Reinforcement Learning Yuri Chervonyi Praneet Dutta Piotr Trochim Octavian Voicu Cosmin Paduraru ... Jared Quincy Davis R. Chippendale Gautam Bajaj Sims Witherspoon Jerry Luo AI4CE 30 12 0 26 Jul 2022
Discriminator-Guided Model-Based Offline Imitation Learning Wenjia Zhang Haoran Xu Haoyi Niu Peng Cheng Ming Li Heming Zhang Guyue Zhou Xianyuan Zhan OffRL 8 16 0 01 Jul 2022
When to Trust Your Simulator: Dynamics-Aware Hybrid Offline-and-Online Reinforcement Learning Haoyi Niu Shubham Sharma Yiwen Qiu Ming Li Guyue Zhou Jianming Hu Xianyuan Zhan OffRL OnRL 27 46 0 27 Jun 2022
When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning Jianxiong Li Xianyuan Zhan Haoran Xu Xiangyu Zhu Jingjing Liu Ya-Qin Zhang OffRL 27 24 0 23 May 2022
A Survey on Offline Reinforcement Learning: Taxonomy, Review, and Open Problems Rafael Figueiredo Prudencio Marcos R. O. A. Máximo Esther Luna Colombini OffRL 18 221 0 02 Mar 2022
Reinforcement Learning in Practice: Opportunities and Challenges Yuxi Li OffRL 34 9 0 23 Feb 2022
How to Leverage Unlabeled Data in Offline Reinforcement Learning Tianhe Yu Aviral Kumar Yevgen Chebotar Karol Hausman Chelsea Finn Sergey Levine OffRL 27 61 0 03 Feb 2022
Efficient Robotic Manipulation Through Offline-to-Online Reinforcement Learning and Goal-Aware State Information Jin Li Xianyuan Zhan Zixu Xiao Guyue Zhou OffRL OnRL 22 2 0 21 Oct 2021
Offline Reinforcement Learning with Soft Behavior Regularization Haoran Xu Xianyuan Zhan Jianxiong Li Honglei Yin OffRL 18 31 0 14 Oct 2021
Accelerating Offline Reinforcement Learning Application in Real-Time Bidding and Recommendation: Potential Use of Simulation Haruka Kiyohara K. Kawakami Yuta Saito OffRL 24 12 0 17 Sep 2021
Constraints Penalized Q-learning for Safe Offline Reinforcement Learning Haoran Xu Xianyuan Zhan Xiangyu Zhu OffRL 16 85 0 19 Jul 2021
Model-Based Offline Planning with Trajectory Pruning Xianyuan Zhan Xiangyu Zhu Haoran Xu OffRL 33 36 0 16 May 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 334 1,951 0 04 May 2020