Journal Articles

Ma, Y, Yuan, X, Yewale, A, Benyahia, B (2026) Recent advances in the digital transformation of crystallization process development and operation: Synergy between model- and AI-driven strategies, Particuology, 110(2026), pp.223-253, ISSN: 1674-2001. DOI: 10.1016/j.partic.2026.01.014.

Ma, Y, Gao, S, Mehta, N, Fu, Q, Li, W, Benyahia, B (2025) SolECOs: a data-driven platform for sustainable and comprehensive solvent selection in pharmaceutical manufacturing, Green Chemistry, 27(40), pp.12621-12641, ISSN: 1463-9262. DOI: 10.1039/d5gc04176g.

Ma, Y, Li, W, Yang, H, Gong, J, Nagy, Z (2024) Digital design of cooling crystallization processes using a machine learning-based strategy, Industrial and Engineering Chemistry Research, 63(46), pp.20236-20251, ISSN: 0888-5885. DOI: 10.1021/acs.iecr.4c01651.

Zhao, Y, Li, W, Zhao, C, Fang, L, Yang, H, Ma, Y (2024) Data-driven point adjusted Jouyban-Acree-Artificial neural network hybrid model for predicting solubility of active pharmaceutical ingredients in binary solvent mixtures, Industrial & Engineering Chemistry Research, 63(38), pp.16529-16544, ISSN: 0888-5885. DOI: 10.1021/acs.iecr.4c02110.

Conferences

Ma, Y, Gao, S, Benyahia, B (2026) Hybrid multi-task learning for sustainability-aware pharmaceutical molecular design. In The 36th European Symposium on Computer Aided Process Engineering; Systems and Control Transactions: Proceedings of the 36th European Symposium on Computer Aided Process Engineering ESCAPE 36, Sheffield, United Kingdom, pp.1847-1855, ISBN: 9781777940355. DOI: 10.69997/sct.173725.

Ma, Y, Yuan, X, Benyahia, B (2026) Machine learning-assisted multi-PAT data fusion for physics consistent crystallization monitoring. In The 36th European Symposium on Computer Aided Process Engineering; Systems and Control Transactions: Proceedings of the 36th European Symposium on Computer Aided Process Engineering ESCAPE 36, Sheffield, United Kingdom, pp.1856-1865, ISBN: 9781777940355. DOI: 10.69997/sct.144314.

Ma, Y, Gao, S, Mehta, N, Fu, Q, Benyahia, B (2026) SolECOs: A data-driven platform for sustainable solvent selection in single and binary crystallization systems [Abstract]. In 5th International Online Conference on Crystals (IOCC 2026); Proceedings of The 5th International Online Conference on Crystals, Online.