| PC-Gym: Benchmark Environments For Process Control Problems | Oct 29, 2024 | BenchmarkingChemical Process | CodeCode Available | 2 | 5 |
| On the Implementation of a Bayesian Optimization Framework for Interconnected Systems | Jan 1, 2025 | Bayesian OptimizationChemical Process | CodeCode Available | 1 | 5 |
| SensorSCAN: Self-Supervised Learning and Deep Clustering for Fault Diagnosis in Chemical Processes | Aug 17, 2022 | Anomaly DetectionChemical Process | CodeCode Available | 1 | 5 |
| Towards Foundation Model for Chemical Reactor Modeling: Meta-Learning with Physics-Informed Adaptation | May 20, 2024 | Chemical ProcessMeta-Learning | CodeCode Available | 1 | 5 |
| Real-Time Machine-Learning-Based Optimization Using Input Convex Long Short-Term Memory Network | Nov 13, 2023 | Chemical ProcessComputational Efficiency | CodeCode Available | 1 | 5 |
| Latent Variable Method Demonstrator -- Software for Understanding Multivariate Data Analytics Algorithms | May 17, 2022 | Chemical Processregression | CodeCode Available | 1 | 5 |
| Analyzing Operator States and the Impact of AI-Enhanced Decision Support in Control Rooms: A Human-in-the-Loop Specialized Reinforcement Learning Framework for Intervention Strategies | Feb 20, 2024 | Chemical ProcessDecision Making | CodeCode Available | 0 | 5 |
| Neural Component Analysis for Fault Detection | Dec 12, 2017 | Chemical ProcessFault Detection | CodeCode Available | 0 | 5 |
| Mixed-Integer Convex Nonlinear Optimization with Gradient-Boosted Trees Embedded | Mar 2, 2018 | Chemical ProcessDecision Making | CodeCode Available | 0 | 5 |
| Emergent simulation of cell-like shapes satisfying the conditions of life using lattice-type multiset chemical model | Apr 21, 2022 | Chemical Process | CodeCode Available | 0 | 5 |
| Input Convex Lipschitz RNN: A Fast and Robust Approach for Engineering Tasks | Jan 15, 2024 | Chemical ProcessComputational Efficiency | CodeCode Available | 0 | 5 |
| BOIS: Bayesian Optimization of Interconnected Systems | Nov 19, 2023 | Bayesian OptimizationChemical Process | —Unverified | 0 | 0 |
| Application of Neural Network in Optimization of Chemical Process | Oct 11, 2021 | Chemical ProcessSelf-Learning | —Unverified | 0 | 0 |
| Chance Constrained Policy Optimization for Process Control and Optimization | Jul 30, 2020 | Bayesian OptimizationChemical Process | —Unverified | 0 | 0 |
| AutoChemSchematic AI: A Closed-Loop, Physics-Aware Agentic Framework for Auto-Generating Chemical Process and Instrumentation Diagrams | May 30, 2025 | Chemical Process | —Unverified | 0 | 0 |
| A sensitivity-based approach to optimal sensor selection for process networks | Aug 1, 2022 | Chemical ProcessSensitivity | —Unverified | 0 | 0 |
| An Order-Invariant and Interpretable Hierarchical Dilated Convolution Neural Network for Chemical Fault Detection and Diagnosis | Feb 13, 2023 | Chemical ProcessClustering | —Unverified | 0 | 0 |
| A Feature Importance Analysis for Soft-Sensing-Based Predictions in a Chemical Sulphonation Process | Sep 25, 2020 | Chemical ProcessFeature Importance | —Unverified | 0 | 0 |
| Artificial Neural Network and Its Application Research Progress in Chemical Process | Oct 18, 2021 | Chemical ProcessFault Diagnosis | —Unverified | 0 | 0 |
| Economic data-enabled predictive control using machine learning | May 12, 2025 | Chemical Process | —Unverified | 0 | 0 |
| Deep Anomaly Detection on Tennessee Eastman Process Data | Mar 10, 2023 | Anomaly DetectionChemical Process | —Unverified | 0 | 0 |
| Flowsheet synthesis through hierarchical reinforcement learning and graph neural networks | Jul 25, 2022 | Chemical ProcessDecision Making | —Unverified | 0 | 0 |
| A review of neural network algorithms and their applications in supercritical extraction | Oct 31, 2020 | Anomaly DetectionChemical Process | —Unverified | 0 | 0 |
| Fuzzy Model Identification and Self Learning with Smooth Compositions | Dec 31, 2024 | Chemical ProcessSelf-Learning | —Unverified | 0 | 0 |
| Data-driven surrogate modelling and benchmarking for process equipment | Mar 13, 2020 | Active LearningBenchmarking | —Unverified | 0 | 0 |