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Materials Science and Engineering Colloquium

Event Type
Seminar/Symposium
Sponsor
Materials Science and Engineering
Location
100 Materials Science and Engineering Building
Date
Oct 14, 2019   4:00 pm  
Speaker
Rampi Ramprasad, Materials Science and Engineering, Georgia Tech
Views
26
Originating Calendar
MatSE Seminars

“Polymer informatics: Current status & critical next steps”

 

The Materials Genome Initiative (MGI) has heralded a sea change in the philosophy of materials design. In an increasing number of applications, the successful deployment of novel materials has benefited from the use of computational, experimental and informatics methodologies. Here, we describe the role played by computational and experimental data generation and capture, polymer fingerprinting, machine-learning based property prediction models, and algorithms for designing polymers meeting target property requirements. These efforts have culminated in the creation of an online Polymer Informatics platform (https://www.polymergenome.org) to guide ongoing and future polymer discovery and design [1-3]. Challenges that remain will be examined, and systematic steps that may be taken to extend the applicability of such informatics efforts to a wide range of technological domains will be discussed. These include strategies to deal with the data bottleneck, new methods to represent polymer morphology and processing conditions, and the applicability of emerging algorithms for design.

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