Chemical Process Systems

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2 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Atoms to Processes: The Role of Artificial Intelligence and Machine Learning in Chemical Engineering

    Oct 1, 2026Michael Baldea, Linda J. Broadbelt, Marianthi G. Ierapetritou +17Chemical Process SystemsFirst-Principles Calculation

    McKetta Department of Chemical Engineering and Oden Institute for Chemical Engineering and Sciences, The University of Texas at Austin, Austin, TX 78731, USA · Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA · Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA +13

  2. Reduced-Space Multi-Fidelity Bayesian Optimization of Process Simulation Models

    Sep 15, 2026Niki Triantafyllou, Andrea Bernardi, Maria M. PapathanasiouMulti-FidelityMulti-Objective Bayesian Optimization Algorithms

    Sargent Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, UK

  3. Differentiable Hybrid Modelling for Learning and Optimising Chemical Transport Processes from Experimental Data

    Sep 3, 2026Arthur Jessop, Mohammed Alsubeihi, Ben Moseley +1Chemical Process SystemsLatent Transport

    Department of Chemical Engineering, The University of Manchester, Manchester, M13 9PL, United Kingdom. · Department of Earth Science and Engineering, Imperial College London, South Kensington, SW7 2BX, United Kingdom. · I-X Centre for AI in Science, Imperial College London, South Kensington, SW7 2BX, United Kingdom.

  4. DASyR-LLM: Domain-Aware Symbolic Regression with LLMs for Kinetic Model Discovery

    Aug 5, 2026Roberto Aliaga Medina, Paulina Quintanilla, Antonio del Rio ChanonaSymbolic RegressionChemical Process Systems

    Department of Chemical Engineering Imperial College London South Kensington, London, SW7 2AZ, UK · Department of Chemical Engineering, Biotechnology, and Materials University of Chile, Santiago, Chile · Department of Chemical Engineering University College London Gower Street, London, WC1E 6BT, UK

  5. CRAFTS: Collaborative Role-Adaptive Fine-Tuning of LLM Agents for Chemical Process Simulation

    Aug 2, 2026Ziyun Zhang, Yuxin Lin, Eldin Wee Chuan Lim +1Chemical Process SystemsEngineering

    Department of Chemical & Biomolecular Engineering, National University of Singapore · 2Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Ministry of Education of China, Xiamen University, Xiamen, Fujian, China

  6. Shared Symbolic Backbones for Physically Consistent Multi-Output Symbolic Regression

    Jul 29, 2026Manuel RodriguezSymbolic RegressionMultiple-Input Multiple-Output

    Chemical and Environmental Engineering Department. Universidad Politecnica de Madrid

  7. Synergizing Physically Constrained MCMC and Chemical-Informed Gaussian Processes for Reaction Network Discovery

    Jun 22, 2026Runzhe Liu, Zihao Wang, Wenbo Yang +1Chemical Process SystemsGaussian Process

    State Key Laboratory of Fine Chemicals, Frontier Science Center for Smart Materials, Dalian University of Technology, Dalian, 116024, China · Dalian Key Laboratory of Intelligent Chemistry, CR Belt and Road Joint Laboratory on Intelligent Chemistry and Advanced Materials of Liaoning Province, School of Chemistry, Dalian University of Technology, Dalian, 116024, China

  8. Embedding Linear Equality Constraints in Probabilistic Neural Networks for Dynamic Modelling

    Jun 19, 2026Matthew Marsh, Benoit Chachuat, Antonio del Rio ChanonaInequality ConstraintsChemical Process Systems

    The Sargent Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, UK

  9. Structure from Reasoning, Numbers from Search: On-Premise Open LLMs as Structural Priors for Coupled MIMO Controller Tuning

    Jun 9, 2026Jiaxuan Chen, Haonan Li, Yang ShuTuningRobust Control

    Jinling Institute of Technology, Nanjing, China · College of Water Resources and Civil Engineering, China Agricultural University, Beijing, China · Zhejiang University, Hangzhou, China

  10. Bayesian Optimization of a Multi-Product Chemical Reactor Using Composite Models and Partial Physics Knowledge

    Jun 7, 2026Liqiu Dong, Marta Zagórowska, Mehmet MercangözChemical Process SystemsBayesian Optimization

    Department of Chemical Engineering, Imperial College London, London, UK · DCSC, Delft University of Technology, Delft, Netherlands

  11. Machine Learning-Driven Chemical Reactor Network Modeling of the Sandia-D Flame

    Jun 1, 2026Nicolas J. Tricard, Benjamin C. Koenig, Sili DengCombustion ControlChemical Process Systems

    Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA

  12. Physics-Informed Deep Learning for Entropy Prediction in Heterogeneous Systems: Thermodynamic and Information-Theoretic Case Studies

    May 31, 2026Biswajeet Sahoo, Debadutta PatraParametric Physics-Informed Neural NetworkPhysics-Informed Learning

    Durham University, Durham, UK · Department of Chemical Engineering Veer Surendra Sai University of Technology, Burla, India

  13. Reinforcement Learning-based Control via Y-wise Affine Neural Networks: Comparative Case Studies for Chemical Processes

    May 20, 2026Austin Braniff, Yuhe TianChemical Process SystemsModel Predictive Control

    Department of Chemical and Biomedical Engineering, West Virginia University, Morgantown, WV 26506 USA

  14. Meta-learning for sample-efficient Bayesian optimisation of fed-batch processes

    May 6, 2026Becky Langdon, Gabriel D. Patrón, Chrysoula D. Kappatou +6Bayesian OptimizationChemical Process Systems

    Department of Computing, Imperial College London, United Kingdom · BASF SE, Ludwigshafen, Germany · School of Mathematical Sciences, Lancaster University, United Kingdom +1

  15. Privacy-Preserving Federated Learning Framework for Distributed Chemical Process Optimization

    Apr 28, 2026Teetat Pipattaratonchai, Aueaphum AueawatthanaphisutChemical Process SystemsFederated Learning

    Science Math Triamudom Suksa Bangkok, Thailand · School of Information, Computer, and Communication Technology Sirindhorn International Institute of Technology, Thammasat University Pathum Thani, Thailand