Tanuj Karia
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Position:
Research / Technical Staff
Postdoctoral Research Fellow -
Education:
Ph.D in Chemical Engineering, Imperial College London (2024) External Links:
Tanuj's Quick Links
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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.
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Recent News & Events
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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 LearningAbstract
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
- , "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}
- }
- , "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}
- }
- , "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}
- }
- , "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}
- }
- , "Multi-agent systems for chemical engineering: a review and perspective", Current Opinion in Chemical Engineering, Vol. 51, pp. 101209, 2026.