![]() (PDF)" In Data Science Meets Optimisation Workshop at IJCAI 2019, August 2019.īhuiyan, Faisal H., Lars Kotthoff, and Ray S. " AI for Materials Science: Tuning Laser-Induced Graphene Production. Kotthoff, Lars, Vivek Jain, Alexander Tyrrell, Hud Wahab, and Patrick Johnson. (PDF)" In American Society for Composites, September 2019. " Bio-like Composite Microstructure Designs for Enhanced Damage Tolerance via Machine Learning. Hankins, Sarah, Lars Kotthoff, and Ray S. "AI for Materials Science: Tuning Laser-Induced Graphene Production." Poster presentation in COSEAL annual meeting (PDF), August 2019. "Model-based Optimization of Laser-Reduced Graphene using in-situ Raman Analysis." Poster presentation in Materials Research Society Fall 2019 Symposium (PDF), December 2019. Wahab, Hud, Alex Tyrrell, Vivek Jain, Lars Kotthoff and Patrick Johnson. "Machine-Learning-Assisted Fabrication: Bayesian Optimization of Laser-Induced Graphene Patterning Using in-Situ Raman Analysis." Carbon 167 (2020): 609–19. ![]() Wahab, Hud, Vivek Jain, Alexander Scott Tyrrell, Michael Alan Seas, Lars Kotthoff, and Patrick Alfred Johnson. The center merges synergistic expertise at the College of Engineering and Physical Sciences in materials development, chemical engineering, mechanical engineering, and computer science for the development of powerful methods to design and model the behavior of advanced materials and manufacture advanced devices. So-called surrogate models learn how properties of materials and experimental parameters relate to experimental results.ĪIM applies these techniques to materials engineering and manufacturing to reduce cost and improve performance. In particular, machine learning techniques can replace expensive and time-consuming laboratory processes and computational simulations to quickly and reliably predict how to create materials with desired properties and how materials will behave in specific circumstances. Recent advances in artificial intelligence allow to improve and speed up this process. However, designing new materials is a slow and laborious process, requiring significant investments in capital and labor. They have made consumer devices like TVs and computers ubiquitous by enabling cheap mass production of reliable products, and enabled industrial applications on a scale not seen before. ![]() Advanced materials and manufacturing are important pillars and drivers of today’s economy. ![]()
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