We are delighted to welcome you to our AIchemy Hub’s monthly webinar series.
This month’s talks:
Prof. Lilo D. Pozzo – University of Washington
Talk Title: AI-Driven Experiments and Open-Source Automation for Accelerated Soft Matter Research
Artificial intelligence (AI), when paired with accessible laboratory automation, can greatly accelerate materials optimization and scientific discovery. For example, it can be used to efficiently map a phase-diagram with intelligent sampling along phase boundaries, or in ‘retrosynthesis’ problems where a material with a target structure is desired but a synthetic route is not known. These approaches are especially promising in soft matter systems, including block copolymer self-assembly, nanoparticle synthesis, and controlled colloidal assembly. In these systems, design parameters (e.g. chemical composition, MW, topology, processing) are vast, history-dependent metastable and ‘out-of-equilibrium’ structures are common, and functional properties are intimately tied to molecular design features and processing conditions. In addition, for AI algorithms to operate efficiently in these spaces, they must be ‘encoded’ with domain expertise specific to the problems being tackled. This talk will cover recent advances in accelerated materials research involving polymeric and soft-matter systems including dispersions and colloids. It will also outline remaining challenges and future opportunities.
Short Biosketch:
Prof. Pozzo’s research interests are in the area of colloids, polymers and soft-matter systems. Her research group focuses on controlling and manipulating materials structure for applications in healthcare, alternative energy and sustainability. Her group also develops and utilizes laboratory automation and artificial intelligence (AI) to accelerate the development time-scales of new materials and applies advanced techniques based on neutron and x-ray scattering to characterize their nanostructure. Prof. Pozzo obtained her B.S. from the University of Puerto Rico at Mayagüez and her PhD in Chemical Engineering from Carnegie Mellon University in Pittsburgh PA. She also worked at the NIST Center for Neutron Research as a post-doctoral fellow and is currently the Boeing-Roundhill Chair Professor of Chemical Engineering at the University of Washington where she has served since 2007. She has been recognized with awards such as the Early Career Award from the Department of Energy, the Clean Energy Empowerment and Education Award (C3E) from DOE, and the Anne Mayes Award from the Neutron Scattering Society of America (NSSA). In addition to her research activities, she is also dedicated to improving engineering education with course development in areas of entrepreneurship and service-oriented global engagement.
Speakers

Prof. Lilo D. Pozzo
Professor of Chemical Engineering

Jiyizhe Zhang
Lecturer in Chemical Engineering


