This study explores using RL for CSTR control, assessing effectiveness vs. traditional controllers (PID, MPC). RL learns optimal behavior to maximize rewards, outperforming NMPC with exploration and lower computational load.
☆19Jun 18, 2024Updated 2 years ago
Alternatives and similar repositories for Contorl-CSTR-using-Reinforcement-learning
Users that are interested in Contorl-CSTR-using-Reinforcement-learning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Reinforcement learning environments for process control applications.☆96Jun 12, 2026Updated 3 months ago
- A numerical platform for the digital design of pharmaceutical processes☆37Aug 10, 2026Updated last month
- a grid connected energy storage system inverter control design to for grid frequency regulation purpose☆22Jun 22, 2022Updated 4 years ago
- ☆16Nov 8, 2019Updated 6 years ago
- ☆10Jun 16, 2020Updated 6 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- [Chemical Engineering Research and Design] This work serves as a first step to develop a foundation model for generic chemical reactor mo…☆21Mar 21, 2026Updated 6 months ago
- Deep reinforcement learning for design of chemical engineering processes☆41Mar 7, 2023Updated 3 years ago
- CBE 30338 Data Analytics, Optimization, and Control☆16Apr 25, 2026Updated 5 months ago
- Source code for Deep Reinforcement Learning for Real-Time Optimization of Pumps in Water Distribution Systems paper.☆26May 25, 2023Updated 3 years ago
- ☆12Mar 17, 2024Updated 2 years ago
- Code for paper: Deep Operator Neural Network Model Predictive Control☆20Sep 23, 2025Updated last year
- Multi-resource Dynamic Coordinated Planning of Flexible Distribution Network☆15Jun 11, 2024Updated 2 years ago
- Model predictive control (MPC) for fermentations☆13Feb 28, 2019Updated 7 years ago
- ☆15Mar 30, 2026Updated 5 months ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- An approach to using reinforcement learning techniques to optimize manufacturing processes.☆14Oct 13, 2019Updated 6 years ago
- ☆17Apr 7, 2025Updated last year
- ☆16Jun 10, 2022Updated 4 years ago
- Process Control Laboratory☆14Dec 7, 2020Updated 5 years ago
- RLC4CLR employs curriculum learning to train a reinforcement learning controller (RLC) for a distribution system critical load restoratio…☆22Jul 3, 2025Updated last year
- Tuning the PI controller parameters by using a contextual bandit approach☆15Jan 13, 2022Updated 4 years ago
- arp欺骗(可实现内网流量劫持)☆10May 1, 2020Updated 6 years ago
- Codes for "Quantitative Comparison of Reinforcement Learning and Data-driven Model Predictive Control for Chemical and Biological Process…☆12Dec 18, 2023Updated 2 years ago
- Mathematical programming (a.k.a. optimization) examples solved with Pyomo (Python)☆11Mar 27, 2016Updated 10 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Analysis workflow for yield prediction and optimisation in bioreactors for cultivated meat production☆20Jul 1, 2024Updated 2 years ago
- Using Reinforcement Learning to control HVAC for efficient use of energy☆11Aug 25, 2018Updated 8 years ago
- Distributed RL Algorithms for Dynamic Energy Pricing in Microgrids☆18Jun 7, 2021Updated 5 years ago
- A small tutorial on MARS: Multivariate Adaptive Regression Splines in Python☆13May 29, 2021Updated 5 years ago
- ☆35Jul 18, 2023Updated 3 years ago
- Automatically tuning PID parameters based on deep reinforcement learning algorithm☆28Dec 25, 2023Updated 2 years ago
- Mechanistic models in fermentation☆22Aug 30, 2022Updated 4 years ago
- Library for solar and geothermal district heating systems with seasonal storage☆21Mar 14, 2024Updated 2 years ago
- Gradient Boosting Models on Real-Time Sensor Data for AI-Enhanced Vehicle Predictive Maintenance. By using a web-based interface to forec…☆19Nov 17, 2024Updated last year
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- [Algorithms] Official implementation of “Control Strategy of Speed Servo Systems Based on Deep Reinforcement Learning”☆25May 13, 2026Updated 4 months ago
- ☆14May 31, 2023Updated 3 years ago
- A study of reinforcement learning algorithms for fed-batch bioprocessesing☆15Mar 12, 2020Updated 6 years ago
- Python-based Process Operability Package☆28Aug 17, 2026Updated last month
- Genetic algorithm tuned through reinforcement learning☆18Jul 2, 2021Updated 5 years ago
- A Modelica library for thermal power generation system modelling☆22May 5, 2026Updated 4 months ago
- 📴 OffCon^3: SOTA PyTorch SAC and TD3 Implementations (arxiv: 2101.11331)☆25Jun 20, 2021Updated 5 years ago