Artificial intelligence and machine learning in design of mechanical materials

K Guo, Z Yang, CH Yu, MJ Buehler - Materials Horizons, 2021 - pubs.rsc.org
… In the current field of mechanical materials designs, supervised learning approaches are …
of them that are feasible for designs of mechanical materials to the best of our knowledge. …

Artificial intelligence-enabled smart mechanical metamaterials: advent and future trends

P Jiao, AH Alavi - International Materials Reviews, 2021 - journals.sagepub.com
mechanical metamaterials using artificial intelligence (AI) techniques. This new line of research
aims at addressing the difficulties in mechanical … of mechanical metamaterials, and the …

Artificial intelligence in predicting mechanical properties of composite materials

F Kibrete, T Trzepieciński, HS Gebremedhen… - Journal of Composites …, 2023 - mdpi.com
mechanical properties of composite materials. This comprehensive review paper examines
the applications of artificial intelligence in forecasting the mechanical … of artificial intelligence

Comparison of artificial intelligence methods for prediction of mechanical properties

K Lee, C Hong, EH Lee, WH Yang - … Conference Series: Materials …, 2020 - iopscience.iop.org
artificial intelligence (AI) methods to predict mechanical properties of sheet metal in stamping
processes. The deviation of the mechanical … to predict the mechanical properties of each …

Teaching solid mechanics to artificial intelligence—a fast solver for heterogeneous materials

JR Mianroodi, N H. Siboni, D Raabe - Npj Computational Materials, 2021 - nature.com
… to speed up material modeling using artificial intelligence (AI) … cases with non-linear
material behavior, such as envisaged … and high mechanical contrast materials with inelastic …

Engineering applications of artificial intelligence in mechanical design and optimization

J Jenis, J Ondriga, S Hrcek, F Brumercik, M Cuchor… - Machines, 2023 - mdpi.com
… diagnostics, where machine learning and artificial intelligence are often applied. A good
example is the 2020 general overview titled “Applications of machine learning to machine fault …

Estimation of mechanical properties of nanomaterials using artificial intelligence methods

V Vijayaraghavan, A Garg, CH Wong, K Tai - Applied Physics A, 2014 - Springer
Artificial intelligence techniques can be used to further … mechanical properties of CNTs
are one of the major incentives for studying the mechanical properties of nanoscale materials

Perspectives on the impact of machine learning, deep learning, and artificial intelligence on materials, processes, and structures engineering

DM Dimiduk, EA Holm, SR Niezgoda - Integrating Materials and …, 2018 - Springer
… The fields of machining learning and artificial intelligence are … Yet materials and structures
engineering practitioners are slow … new capabilities to structures and mechanics analysis. …

Fracture mechanics and mechanical fault detection by artificial intelligence methods: A review

S Nasiri, MR Khosravani, K Weinberg - Engineering Failure Analysis, 2017 - Elsevier
… behaviour of materials, but also the response of the parts and the structures are important …
of fracture mechanics are reviewed comprehensively. Artificial intelligence methods which are …

Explainable artificial intelligence for mechanics: physics-explaining neural networks for constitutive models

A Koeppe, F Bamer, M Selzer, B Nestler… - … in Materials, 2022 - frontiersin.org
… networks became feasible, since the mechanical assumptions can be explained. However,
… on mechanical data a posteriori. This proof-of-concept explainable artificial intelligence