Cover Image

PC-Gym: Benchmark Environments For Process Control Problems

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bloor, Maximilian, Torraca, José, Sandoval, Ilya Orson, Ahmed, Akhil, White, Martha, Mercangöz, Mehmet, Tsay, Calvin, Chanona, Ehecatl Antonio Del Rio, Mowbray, Max
Format:	Preprint
Published:	2024
Subjects:	Systems and Control
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Survey and Tutorial of Reinforcement Learning Methods in Process Systems Engineering
by: Bloor, Maximilian, et al.
Published: (2025)

Hierarchical RL-MPC for Demand Response Scheduling
by: Bloor, Maximilian, et al.
Published: (2025)

Addressing Terminal Constraints in Data-Driven Demand Response Scheduling
by: Bloor, Maximilian, et al.
Published: (2026)

Control-Informed Reinforcement Learning for Chemical Processes
by: Bloor, Maximilian, et al.
Published: (2024)

ARRTOC: Adversarially Robust Real-Time Optimization and Control
by: Ahmed, Akhil, et al.
Published: (2023)

Constraint-Guided Symbolic Regression for Data-Efficient Kinetic Model Discovery
by: Servia, Miguel Ángel de Carvalho, et al.
Published: (2025)

MORSE: Multi-Objective Reinforcement Learning via Strategy Evolution for Supply Chain Optimization
by: Kotecha, Niki, et al.
Published: (2025)

Human-Algorithm Collaborative Bayesian Optimization for Engineering Systems
by: Savage, Tom, et al.
Published: (2024)

Data-driven Koopman MPC using Mixed Stochastic-Deterministic Tubes
by: Zhong, Zhengang, et al.
Published: (2025)

Relaxation-Informed Training of Neural Network Surrogate Models
by: Tsay, Calvin
Published: (2026)

Autonomous Control Leveraging LLMs: An Agentic Framework for Next-Generation Industrial Automation
by: Vyas, Javal, et al.
Published: (2025)

Autonomous Industrial Control using an Agentic Framework with Large Language Models
by: Vyas, Javal, et al.
Published: (2024)

Reinforcement learning meets bioprocess control through behaviour cloning: Real-world deployment in an industrial photobioreactor
by: Gil, Juan D., et al.
Published: (2025)

HOFLON: Hybrid Offline Learning and Online Optimization for Process Start-Up and Grade-Transition Control
by: Durkin, Alex, et al.
Published: (2025)

A Decomposition Approach to Solving Numerical Constraint Satisfaction Problems on Directed Acyclic Graphs
by: Mowbray, Max, et al.
Published: (2025)

Training Neural ODEs Using Fully Discretized Simultaneous Optimization
by: Shapovalova, Mariia, et al.
Published: (2025)

Scaling Mixed-Integer Programming for Certification of Neural Network Controllers Using Bounds Tightening
by: Sosnin, Philip, et al.
Published: (2024)

Reinforcement learning for efficient and robust multi-setpoint and multi-trajectory tracking in bioprocesses
by: Espinel-Ríos, Sebastián, et al.
Published: (2025)

PI-CoF: A Bilevel Optimization Framework for Solving Active Learning Problems using Physics-Information
by: Dong, Liqiu, et al.
Published: (2024)

AExGym: Benchmarks and Environments for Adaptive Experimentation
by: Wang, Jimmy, et al.
Published: (2024)

Bayesian optimization as a flexible and efficient design framework for sustainable process systems
by: Paulson, Joel A., et al.
Published: (2024)

Deep Kernel Bayesian Optimisation for Closed-Loop Electrode Microstructure Design with User-Defined Properties based on GANs
by: Gayon-Lombardo, Andrea, et al.
Published: (2025)

Conocimiento e imaginario social / David Bloor ; traducción castellana a cargo de Emm nuel Lizcano, Rubén Blanco
by: Bloor, David
Published: (1998)

Enhancing reinforcement learning for population setpoint tracking in co-cultures
by: Espinel-Ríos, Sebastián, et al.
Published: (2024)

Surrogate-Based Optimization Techniques for Process Systems Engineering
by: Neufang, Mathias, et al.
Published: (2024)

A Quantile Neural Network Framework for Two-stage Stochastic Optimization
by: Alcántara, Antonio, et al.
Published: (2024)

P-split formulations: A class of intermediate formulations between big-M and convex hull for disjunctive constraints
by: Kronqvist, Jan, et al.
Published: (2022)

An Attentive Graph Agent for Topology-Adaptive Cyber Defence
by: Sandoval, Ilya Orson, et al.
Published: (2025)

OceanGym: A Benchmark Environment for Underwater Embodied Agents
by: Xue, Yida, et al.
Published: (2025)

Simplest Mechanism Builder Algorithm (SiMBA): An Automated Microkinetic Model Discovery Tool
by: Servia, Miguel Ángel de Carvalho, et al.
Published: (2024)

Machine Learning-Assisted Discovery of Flow Reactor Designs
by: Savage, Tom, et al.
Published: (2023)

PeersimGym: An Environment for Solving the Task Offloading Problem with Reinforcement Learning
by: Metelo, Frederico, et al.
Published: (2024)

Certified Robustness to Data Poisoning in Gradient-Based Training
by: Sosnin, Philip, et al.
Published: (2024)

Cobordism-valued intersection theory on $\overline{\mathcal{M}}_{0,n}$
by: Ellis-Bloor, Benjamin
Published: (2026)

The modified tuna long-line in Bermuda waters
by: Mowbray, L.S.
Published: (1956)

Exploratory fishing in Bermuda waters
by: Mowbray, L.S.
Published: (1953)

The commercial and game fishing industries of Bermuda
by: Mowbray, L.S.
Published: (1950)

Mining--Gym: A Configurable RL Benchmarking Environment for Truck Dispatch Scheduling
by: Banerjee, Chayan, et al.
Published: (2025)

SoDaDE: Solvent Data-Driven Embeddings with Small Transformer Models
by: Gibberd, Gabriel Kitso, et al.
Published: (2025)

Abstract Gradient Training: A Unified Certification Framework for Data Poisoning, Unlearning, and Differential Privacy
by: Sosnin, Philip, et al.
Published: (2025)