The SABYDOMA Safety by Process Control framework for the production of functional, safe and sustainable nanomaterials
The production of nanomaterials (NMs) has gained significant attention due to their unique properties and versatile applications in fields such as medicine, energy, and electronics. However, ensuring the large-scale synthesis of safe and sustainable NMs while maintaining their functionality remains a critical challenge. This study introduces the Safety by Process Control (SbPC) framework, a novel methodology integrating dynamic first-principles modeling, Model Predictive Control (MPC), and real-time safety monitoring. The framework employs a physics-based population balance model with a Method Of Moments (MOM) approximation to predict the evolution of key NM properties. A toxicity inferential sensor, built on experimental data, is integrated to facilitate real-time hazard assessment. The efficiency of the proposed framework is demonstrated using a continuous silver nanoparticle (Ag NP) production system as a case study. The proposed approach ensures the production of high-quality, safe, and sustainable NMs, aligning with Safe and Sustainable by Design (SSbD) principles and addressing gaps in current NM manufacturing processes. The framework’s adaptability to other NM types highlights its potential as a transformative tool for sustainable nanotechnology.
Authors
- Haralambos Sarimveis (ORCID: https://orcid.org/0000-0002-8607-9965)
- William E. Stokes
- Matt Jellicoe (ORCID: https://orcid.org/0000-0002-9079-5307)
- Vesa Hongisto (ORCID: https://orcid.org/0000-0002-0010-1296)
- Athanassios Nikolakopoulos
- Michail E. Kavousanakis (ORCID: https://orcid.org/0000-0001-6621-9249)
- Roland Grafström (ORCID: https://orcid.org/0000-0002-7483-1347)
- Nikil Kapur (ORCID: https://orcid.org/0000-0003-1041-8390)
- Thomas W. Chamberlain (ORCID: https://orcid.org/0000-0001-8100-6452)
- Philip Doganis (ORCID: https://orcid.org/0000-0002-0628-8434)
- Andrew Nelson (ORCID: https://orcid.org/0000-0002-5842-7459)
- Argyri Kardamaki
- M. D. Simmons (ORCID: https://orcid.org/0000-0001-7598-7266)
Institutions
- University of Leeds (GB)
- National Technical University of Athens (GR)
- Turku Centre for Computer Science (FI)
- Karolinska Institutet (SE)
Publication Details
- Journal
- Computers & Chemical Engineering
- Published
- 2025-04-07
- DOI
- https://doi.org/10.1016/j.compchemeng.2025.109113
- Primary Topic
- Nanoparticles: synthesis and applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- European Commission
- Horizon 2020