Tanuj Karia

Tanuj Karia
  • Email: Work email for Tanuj Karia
  • Position:
    Research / Technical Staff

    Postdoctoral Research Fellow
  • Education:
    Ph.D in Chemical Engineering, Imperial College London (2024)
  • External Links:
  • Biography

    Tanuj's research interests broadly lie in the field of Process Systems Engineering with a strong focus on multi-scale modeling and optimization of chemical processes. During his Ph.D., he investigated suitable reformulations to accelerate deterministic global optimization of mixed-integer nonlinear programs. Prior to joining MERL, he was a postdoctoral researcher at TU Delft focusing on integrating physics in machine learning surrogate models to accelerate the solution of nonlinear optimization problems.

  • Recent News & Events

    •  TALK    [MERL Seminar Series 2026] Artur Schweidtmann presents talk titled Transforming Process Engineering with generative AI
      Date & Time: Wednesday, September 30, 2026; 11:00 AM
      Speaker: Artur Schweidtmann, Delft University of Technology
      MERL Host: Tanuj Karia
      Research Areas: Artificial Intelligence, Machine Learning
      Abstract
      • Generative Artificial Intelligence (GenAI) has achieved groundbreaking success in domains like computer vision and strategy games, often surpassing human performance. However, its adoption in the process industries remains limited despite immense potential. This presentation focuses on developing GenAI for process engineering. It begins by introducing an AI software tool for digitizing legacy flowsheets, including Process Flow Diagrams (PFDs) and Piping and Instrumentation Diagrams (P&IDs) (https://www.digitization-companion.com). Then, I will highlight innovative AI-driven solutions tailored to process engineering and operations, such as P&ID autocompletion, automated PFD-to-P&ID translation, P&ID error correction, and AI-assisted HAZOPs. The presentation concludes with real-world examples drawn from collaborative research projects with industry partners, showcasing the practical impact of these advancements.
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  • Other Publications

    •  Sophia Rupprecht, Qinghe Gao, Tanuj Karia and Artur M Schweidtmann, "Multi-agent systems for chemical engineering: a review and perspective", Current Opinion in Chemical Engineering, Vol. 51, pp. 101209, 2026.
      BibTeX External
      • @Article{RUPPRECHT2026101209,
      • author = {Rupprecht, Sophia and Gao, Qinghe and Karia, Tanuj and Schweidtmann, Artur M},
      • title = {Multi-agent systems for chemical engineering: a review and perspective},
      • journal = {Current Opinion in Chemical Engineering},
      • year = 2026,
      • volume = 51,
      • pages = 101209,
      • url = {https://www.sciencedirect.com/science/article/pii/S2211339825001212}
      • }
    •  Tanuj Karia, Gustavo Chaparro, Benoît Chachuat and Claire S. Adjiman, "Classifier surrogates to ensure phase stability in optimisation-based design of solvent mixtures", Digital Chemical Engineering, Vol. 14, pp. 100200, 2025.
      BibTeX External
      • @Article{KARIA2025100200,
      • author = {Karia, Tanuj and Chaparro, Gustavo and Chachuat, Benoît and Adjiman, Claire S.},
      • title = {Classifier surrogates to ensure phase stability in optimisation-based design of solvent mixtures},
      • journal = {Digital Chemical Engineering},
      • year = 2025,
      • volume = 14,
      • pages = 100200,
      • url = {https://www.sciencedirect.com/science/article/pii/S2772508124000620}
      • }
    •  Tanuj Karia, Claire S. Adjiman and Benoît Chachuat, "Assessment of a two-step approach for global optimization of mixed-integer polynomial programs using quadratic reformulation", Computers & Chemical Engineering, Vol. 165, pp. 107909, 2022.
      BibTeX External
      • @Article{KARIA2022107909,
      • author = {Karia, Tanuj and Adjiman, Claire S. and Chachuat, Benoît},
      • title = {Assessment of a two-step approach for global optimization of mixed-integer polynomial programs using quadratic reformulation},
      • journal = {Computers & Chemical Engineering},
      • year = 2022,
      • volume = 165,
      • pages = 107909,
      • url = {https://www.sciencedirect.com/science/article/pii/S0098135422002472}
      • }
    •  Clementine L. Chambon, Tanuj Karia, Philip Sandwell and Jason P. Hallett, "Techno-economic assessment of biomass gasification-based mini-grids for productive energy applications: The case of rural India", Renewable Energy, Vol. 154, pp. 432-444, 2020.
      BibTeX External
      • @Article{CHAMBON2020432,
      • author = {Chambon, Clementine L. and Karia, Tanuj and Sandwell, Philip and Hallett, Jason P.},
      • title = {Techno-economic assessment of biomass gasification-based mini-grids for productive energy applications: The case of rural India},
      • journal = {Renewable Energy},
      • year = 2020,
      • volume = 154,
      • pages = {432--444},
      • url = {https://www.sciencedirect.com/science/article/pii/S0960148120303165}
      • }