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  1. No Access

    Article

    Autonomous healing of fatigue cracks via cold welding

    Fatigue in metals involves gradual failure through incremental propagation of cracks under repetitive mechanical load. In structural applications, fatigue accounts for up to 90% of in-service failure1,2. Preventi...

    Christopher M. Barr, Ta Duong, Daniel C. Bufford, Zachary Milne, Abhilash Molkeri… in Nature (2023)

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    Article

    A perspective on Bayesian methods applied to materials discovery and design

    For more than two decades, there has been increasing interest in develo** frameworks for the accelerated discovery and design of novel materials that could enable promising and transformative technologies. T...

    Raymundo Arróyave, Danial Khatamsaz, Brent Vela… in MRS Communications (2022)

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    Article

    The BAREFOOT Optimization Framework

    This work presents a description of the Batch Reification/Fusion Optimization Framework (BAREFOOT). BAREFOOT is a Bayesian Optimization (BO) Framework that has been built specifically for the aim of material o...

    Richard Couperthwaite, Danial Khatamsaz… in Integrating Materials and Manufacturing In… (2021)

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    Article

    Materials Design Through Batch Bayesian Optimization with Multisource Information Fusion

    Integrated computational materials engineering (ICME) calls for the integration of simulation tools and experiments to accelerate the development of materials. ICME approaches tend to be computationally costly...

    Richard Couperthwaite, Abhilash Molkeri, Danial Khatamsaz, Ankit Srivastava… in JOM (2020)