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.☆86Updated this week
- Multi-resource Dynamic Coordinated Planning of Flexible Distribution Network☆15Jun 11, 2024Updated 2 years ago
- Code repository for the book 'Machine Learning in Python for Dynamic Process Systems'☆15Jan 13, 2024Updated 2 years ago
- A numerical platform for the digital design of pharmaceutical processes☆35Sep 25, 2025Updated 8 months ago
- ☆16Nov 8, 2019Updated 6 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- RLC4CLR employs curriculum learning to train a reinforcement learning controller (RLC) for a distribution system critical load restoratio…☆22Jul 3, 2025Updated 11 months ago
- ☆10Jun 16, 2020Updated 6 years ago
- Deep reinforcement learning for design of chemical engineering processes☆39Mar 7, 2023Updated 3 years ago
- a grid connected energy storage system inverter control design to for grid frequency regulation purpose☆22Jun 22, 2022Updated 3 years ago
- Source code for Deep Reinforcement Learning for Real-Time Optimization of Pumps in Water Distribution Systems paper.☆24May 25, 2023Updated 3 years ago
- CBE 30338 Data Analytics, Optimization, and Control☆13Apr 25, 2026Updated last month
- ☆12Mar 17, 2024Updated 2 years ago
- Model predictive control (MPC) for fermentations☆12Feb 28, 2019Updated 7 years ago
- Hands-on material for a Machine Learning in Chemical Engineering course☆130Aug 18, 2023Updated 2 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Tuning the PI controller parameters by using a contextual bandit approach☆15Jan 13, 2022Updated 4 years ago
- Long Short Term Memory(LSTM)☆36Oct 19, 2020Updated 5 years ago
- ☆15Mar 30, 2026Updated 2 months ago
- An approach to using reinforcement learning techniques to optimize manufacturing processes.☆14Oct 13, 2019Updated 6 years ago
- [KI'22] Official implementation of the paper "Solving the Traveling Salesperson Problem with Precedence Constraints (TSPPC) by Deep Reinf…☆13Sep 19, 2022Updated 3 years ago
- ☆17Apr 7, 2025Updated last year
- ☆15Jun 10, 2022Updated 4 years ago
- Our implementation of an Autonomous delivery drone system. This project was created under the aegis of E-Yantra robotics competition and …☆10May 20, 2021Updated 5 years ago
- Library for solar and geothermal district heating systems with seasonal storage☆21Mar 14, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- arp欺骗（可实现内网流量劫持）☆10May 1, 2020Updated 6 years ago
- This project uses reinforcement learning (RL) to tune PID controllers for a nonlinear mass-spring-damper system. It applies the TD3 algor…☆19Dec 5, 2024Updated last year
- Mathematical programming (a.k.a. optimization) examples solved with Pyomo (Python)☆11Mar 27, 2016Updated 10 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
- Using Reinforcement Learning to control HVAC for efficient use of energy☆11Aug 25, 2018Updated 7 years ago
- ☆35Jul 18, 2023Updated 2 years ago
- OpenModelica Wastewater library☆20Oct 24, 2023Updated 2 years ago
- A small tutorial on MARS: Multivariate Adaptive Regression Splines in Python☆13May 29, 2021Updated 5 years ago
- Distributed RL Algorithms for Dynamic Energy Pricing in Microgrids☆18Jun 7, 2021Updated 5 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.
- Python-based Process Operability Package☆24Mar 9, 2026Updated 3 months ago
- Mechanistic models in fermentation☆22Aug 30, 2022Updated 3 years ago
- [Algorithms] Official implementation of “Control Strategy of Speed Servo Systems Based on Deep Reinforcement Learning”☆25May 13, 2026Updated last month
- A Python package that implements various regression algorithms, including Partial Least Squares and Principal Components Regression☆23Jul 16, 2025Updated 11 months ago
- ☆14May 31, 2023Updated 3 years ago
- Automatically tuning PID parameters based on deep reinforcement learning algorithm☆28Dec 25, 2023Updated 2 years ago
- Analysis workflow for yield prediction and optimisation in bioreactors for cultivated meat production☆20Jul 1, 2024Updated last year