A Physics-Informed Reinforcement Learning Approach for Degradation-Aware Long-Term Charging Optimization in Batteries
Fuente:
arXiv
Saved in:
| Main Authors: | Padisala, Shanthan Kumar, Hegde, Bharatkumar, Haskara, Ibrahim, Dey, Satadru |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Model Predictive Control-Based Optimal Energy Management of Autonomous Electric Vehicles Under Cold Temperatures
by: Padisala, Shanthan Kumar, et al.
Published: (2025)
by: Padisala, Shanthan Kumar, et al.
Published: (2025)
Exploring Adversarial Threat Models in Cyber Physical Battery Systems
by: Padisala, Shanthan Kumar, et al.
Published: (2024)
by: Padisala, Shanthan Kumar, et al.
Published: (2024)
Cylindrical Battery Fault Detection under Extreme Fast Charging: A Physics-based Learning Approach
by: Firoozi, Roya, et al.
Published: (2021)
by: Firoozi, Roya, et al.
Published: (2021)
Security of Distributed Parameter Cyber-Physical Systems: Cyber-Attack Detection in Linear Parabolic PDEs
by: Roy, Tanushree, et al.
Published: (2021)
by: Roy, Tanushree, et al.
Published: (2021)
An Input-to-State Safety Approach Towards Safe Control of a Class of Parabolic PDEs Under Disturbances
by: Roy, Tanushree, et al.
Published: (2022)
by: Roy, Tanushree, et al.
Published: (2022)
Dynamical Modeling of Temperature and Smoke Evolution in a Thermal-Runaway Event of a Large-Format Lithium-ion Battery in a Mine Tunnel
by: Said, Khadija Omar, et al.
Published: (2025)
by: Said, Khadija Omar, et al.
Published: (2025)
Secure Control of Connected and Autonomous Electrified Vehicles Under Adversarial Cyber-Attacks
by: Vyas, Shashank Dhananjay, et al.
Published: (2025)
by: Vyas, Shashank Dhananjay, et al.
Published: (2025)
A Cyber-Physical Systems Framework for Tracking Post Thermal-Runaway Temperature and Smoke Dynamics in Underground Mines
by: Pareek, Yukta, et al.
Published: (2025)
by: Pareek, Yukta, et al.
Published: (2025)
Physics-Informed Dynamical Modeling of Extrusion-Based 3D Printing Processes
by: Looey, Mandana Mohammadi, et al.
Published: (2025)
by: Looey, Mandana Mohammadi, et al.
Published: (2025)
Real-Time Regulation of Direct Ink Writing Using Model Reference Adaptive Control
by: Looey, Mandana Mohammadi, et al.
Published: (2026)
by: Looey, Mandana Mohammadi, et al.
Published: (2026)
Robust Linear Quadratic Optimal Control of Cementitious Material Extrusion
by: Looey, Mandana Mohammadi, et al.
Published: (2026)
by: Looey, Mandana Mohammadi, et al.
Published: (2026)
Adaptive Safe Reinforcement Learning-Enabled Optimization of Battery Fast-Charging Protocols
by: Chowdhury, Myisha A., et al.
Published: (2024)
by: Chowdhury, Myisha A., et al.
Published: (2024)
Advancements in Electric Vehicle Charging Optimization: A Survey of Reinforcement Learning Approaches
by: Shokati, Mehrshad, et al.
Published: (2024)
by: Shokati, Mehrshad, et al.
Published: (2024)
Real-Time Physics-Aware Battery Health Monitoring from Partial Charging Profiles via Physics-Informed Neural Networks
by: Gu, Xubo, et al.
Published: (2025)
by: Gu, Xubo, et al.
Published: (2025)
Degradation-Aware Frequency Regulation of a Heterogeneous Battery Fleet via Reinforcement Learning
by: Srinivasa, Tanay Raghunandan, et al.
Published: (2026)
by: Srinivasa, Tanay Raghunandan, et al.
Published: (2026)
Degradation-Aware Fast-Charging of Li-Ion Batteries Using Joint Electrical and Thermal Model Predictive Control
by: Fabry, Frederic, et al.
Published: (2026)
by: Fabry, Frederic, et al.
Published: (2026)
Planning Future Microgrids with Second-Life Batteries: A Degradation-Aware Iterative Optimization Framework
by: Butt, Hassan Zahid, et al.
Published: (2025)
by: Butt, Hassan Zahid, et al.
Published: (2025)
A Transferable Physics-Informed Framework for Battery Degradation Diagnosis, Knee-Onset Detection and Knee Prediction
by: Zhang, Huang, et al.
Published: (2025)
by: Zhang, Huang, et al.
Published: (2025)
Physics-Informed Reinforcement Learning for Large-Scale EV Smart Charging Considering Distribution Network Voltage Constraints
by: Orfanoudakis, Stavros, et al.
Published: (2025)
by: Orfanoudakis, Stavros, et al.
Published: (2025)
Real-Time Thermal State Estimation and Forecasting in Laser Powder Bed Fusion
by: Pareek, Yukta, et al.
Published: (2025)
by: Pareek, Yukta, et al.
Published: (2025)
Task-Aware Morphology Optimization of Planar Manipulators via Reinforcement Learning
by: Mishra, Arvind Kumar, et al.
Published: (2025)
by: Mishra, Arvind Kumar, et al.
Published: (2025)
Managing Charging Induced Grid Stress and Battery Degradation in Electric Taxi Fleets
by: Yuhas, Michael, et al.
Published: (2025)
by: Yuhas, Michael, et al.
Published: (2025)
Long-Term Energy Management for Microgrid with Hybrid Hydrogen-Battery Energy Storage: A Prediction-Free Coordinated Optimization Framework
by: Qi, Ning, et al.
Published: (2024)
by: Qi, Ning, et al.
Published: (2024)
Optimizing Audio Recommendations for the Long-Term: A Reinforcement Learning Perspective
by: Maystre, Lucas, et al.
Published: (2023)
by: Maystre, Lucas, et al.
Published: (2023)
Deep Reinforcement Learning-Based Optimization of Second-Life Battery Utilization in Electric Vehicles Charging Stations
by: Haghighi, Rouzbeh, et al.
Published: (2025)
by: Haghighi, Rouzbeh, et al.
Published: (2025)
Enhanced Flight Envelope Protection: A Novel Reinforcement Learning Approach
by: Catak, Akin, et al.
Published: (2024)
by: Catak, Akin, et al.
Published: (2024)
Online Convex Optimization for Coordinated Long-Term and Short-Term Isolated Microgrid Dispatch
by: Qi, Ning, et al.
Published: (2025)
by: Qi, Ning, et al.
Published: (2025)
Enhanced Battery Degradation-Aware Scheduling for Distribution Network with Electric Vehicle Load
by: Pamshetti, Vijay Babu, et al.
Published: (2024)
by: Pamshetti, Vijay Babu, et al.
Published: (2024)
A Generative Physics-Informed Reinforcement Learning-Based Approach for Construction of Representative Drive Cycle
by: Yasami, Amirreza, et al.
Published: (2025)
by: Yasami, Amirreza, et al.
Published: (2025)
A Lagrangian-Informed Long-Term Dispatch Policy for Coupled Hydropower and Photovoltaic Systems
by: Cohn, Eliza, et al.
Published: (2025)
by: Cohn, Eliza, et al.
Published: (2025)
Safety-Aware Reinforcement Learning for Electric Vehicle Charging Station Management in Distribution Network
by: Fan, Jiarong, et al.
Published: (2024)
by: Fan, Jiarong, et al.
Published: (2024)
Design and Optimization of EV Charging Infrastructure with Battery in Commercial Buildings
by: Nguyen, Quan, et al.
Published: (2025)
by: Nguyen, Quan, et al.
Published: (2025)
Collaborative Satisfaction of Long-Term Spatial Constraints in Multi-Agent Systems: A Distributed Optimization Approach (extended version)
by: Mehdifar, Farhad, et al.
Published: (2025)
by: Mehdifar, Farhad, et al.
Published: (2025)
Control-Oriented System Identification: Classical, Learning, and Physics-Informed Approaches
by: Sivaranjani, S., et al.
Published: (2025)
by: Sivaranjani, S., et al.
Published: (2025)
A Hybrid Physics-Based and Reinforcement Learning Framework for Electric Vehicle Charging Time Prediction
by: Aryasomayajula, Praharshitha, et al.
Published: (2025)
by: Aryasomayajula, Praharshitha, et al.
Published: (2025)
Aging-Aware Battery Control via Convex Optimization
by: Nnorom Jr., Obidike, et al.
Published: (2025)
by: Nnorom Jr., Obidike, et al.
Published: (2025)
Online Long-Term Voltage Stability Margin Estimation for IBR/DER Dominated Power System with Integrated VSM-Aware TSO-DSO Framework
by: Alkhonain, Ahmed, et al.
Published: (2026)
by: Alkhonain, Ahmed, et al.
Published: (2026)
A Graph Theoretic Approach in Combination With Dynamic Mode Decomposition With Control (DMDc) to Analyze Battery Degradation
by: Labib, Khalid Mahmud, et al.
Published: (2026)
by: Labib, Khalid Mahmud, et al.
Published: (2026)
Uncertainty-Aware Transient Stability-Constrained Preventive Redispatch: A Distributional Reinforcement Learning Approach
by: Wang, Zhengcheng, et al.
Published: (2024)
by: Wang, Zhengcheng, et al.
Published: (2024)
Physics-Informed Multi-Agent Reinforcement Learning for Distributed Multi-Robot Problems
by: Sebastian, Eduardo, et al.
Published: (2023)
by: Sebastian, Eduardo, et al.
Published: (2023)
Similar Items
-
Model Predictive Control-Based Optimal Energy Management of Autonomous Electric Vehicles Under Cold Temperatures
by: Padisala, Shanthan Kumar, et al.
Published: (2025) -
Exploring Adversarial Threat Models in Cyber Physical Battery Systems
by: Padisala, Shanthan Kumar, et al.
Published: (2024) -
Cylindrical Battery Fault Detection under Extreme Fast Charging: A Physics-based Learning Approach
by: Firoozi, Roya, et al.
Published: (2021) -
Security of Distributed Parameter Cyber-Physical Systems: Cyber-Attack Detection in Linear Parabolic PDEs
by: Roy, Tanushree, et al.
Published: (2021) -
An Input-to-State Safety Approach Towards Safe Control of a Class of Parabolic PDEs Under Disturbances
by: Roy, Tanushree, et al.
Published: (2022)