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| On the Implementation of a Bayesian Optimization Framework for Interconnected Systems | Jan 1, 2025 | Bayesian OptimizationChemical Process | CodeCode Available | 1 |
| Towards Foundation Model for Chemical Reactor Modeling: Meta-Learning with Physics-Informed Adaptation | May 20, 2024 | Chemical ProcessMeta-Learning | CodeCode Available | 1 |
| Real-Time Machine-Learning-Based Optimization Using Input Convex Long Short-Term Memory Network | Nov 13, 2023 | Chemical ProcessComputational Efficiency | CodeCode Available | 1 |
| SensorSCAN: Self-Supervised Learning and Deep Clustering for Fault Diagnosis in Chemical Processes | Aug 17, 2022 | Anomaly DetectionChemical Process | CodeCode Available | 1 |
| Latent Variable Method Demonstrator -- Software for Understanding Multivariate Data Analytics Algorithms | May 17, 2022 | Chemical Processregression | CodeCode Available | 1 |
| LLM-guided Chemical Process Optimization with a Multi-Agent Approach | Jun 26, 2025 | Chemical ProcessComputational Efficiency | —Unverified | 0 |
| Nonlinear Model Order Reduction of Dynamical Systems in Process Engineering: Review and Comparison | Jun 15, 2025 | Chemical Process | —Unverified | 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 |
| Economic data-enabled predictive control using machine learning | May 12, 2025 | Chemical Process | —Unverified | 0 |
| Online Fault Detection and Classification of Chemical Process Systems Leveraging Statistical Process Control and Riemannian Geometric Analysis | Apr 2, 2025 | Chemical ProcessFault Detection | —Unverified | 0 |
| Rule-based autocorrection of Piping and Instrumentation Diagrams (P&IDs) on graphs | Feb 18, 2025 | Chemical Process | —Unverified | 0 |
| Fuzzy Model Identification and Self Learning with Smooth Compositions | Dec 31, 2024 | Chemical ProcessSelf-Learning | —Unverified | 0 |
| Lyapunov-based reinforcement learning for distributed control with stability guarantee | Dec 14, 2024 | Chemical Processreinforcement-learning | —Unverified | 0 |
| Graph-to-SFILES: Control structure prediction from process topologies using generative artificial intelligence | Nov 30, 2024 | Chemical ProcessGraph Neural Network | —Unverified | 0 |
| Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient | Sep 23, 2024 | Chemical Processregression | —Unverified | 0 |
| Self-tuning moving horizon estimation of nonlinear systems via physics-informed machine learning Koopman modeling | Aug 7, 2024 | Chemical ProcessPhysics-informed machine learning | —Unverified | 0 |
| Machine learning-based input-augmented Koopman modeling and predictive control of nonlinear processes | Aug 5, 2024 | Chemical ProcessModel Predictive Control | —Unverified | 0 |
| Approximating arrival costs in distributed moving horizon estimation: A recursive method | Jun 10, 2024 | Chemical Process | —Unverified | 0 |
| Generation of Uncorrelated Residual Variables for Chemical Process Fault Diagnosis via Transfer Learning-based Input-Output Decoupled Network | Apr 29, 2024 | Chemical ProcessDiagnostic | —Unverified | 0 |
| Integrating knowledge bases to improve coreference and bridging resolution for the chemical domain | Apr 16, 2024 | Chemical ProcessMulti-Task Learning | —Unverified | 0 |
| Partition-based distributed extended Kalman filter for large-scale nonlinear processes with application to chemical and wastewater treatment processes | Apr 10, 2024 | Chemical ProcessState Estimation | —Unverified | 0 |
| Data-driven parallel Koopman subsystem modeling and distributed moving horizon state estimation for large-scale nonlinear processes | Apr 10, 2024 | Chemical ProcessState Estimation | —Unverified | 0 |
| Reduced-order Koopman modeling and predictive control of nonlinear processes | Mar 31, 2024 | Chemical Process | —Unverified | 0 |
| Twin Transformer using Gated Dynamic Learnable Attention mechanism for Fault Detection and Diagnosis in the Tennessee Eastman Process | Mar 16, 2024 | Chemical ProcessFault Detection | —Unverified | 0 |