... and challenges of using ML for complex multiscale modeling and simulation. We first outline the current state-of-the-art ML approaches for simulating multiscale systems and highlight some of the landmark developments. Next, we discuss current challenges for ML in multiscale computational modeling...

... on. Since this identification is only relevant in the case of routine manufacturing, it requires quantified data on similar products. adaptive tolerancing cost-tolerance optimization production strategies design optimization multidisciplinary optimization multiscale modeling and simulation...

... ,” J. Comput. Phys. , 346 , pp. 242 – 261 . 10.1016/j.jcp.2017.06.013 [9] Arbogast , T. , Pencheva , G. , Wheeler , M. F. , and Yotov , I. , 2007 , “ A Multiscale Mortar Mixed Finite Element Method ,” Multiscale Model. Simul. , 6 ( 1 ), pp. 319 – 346 . 10.1137/060662587...

... efforts toward a multiscale modeling and simulation framework for capturing the interactions of waves with materials bearing defect ensembles. It is first shown that conventional approaches such as ray tracing result in excessive geometric errors. Instead, a more robust method employing solutions...

... with the perspective of environmental, economic, and social aspects was proposed. sustainable design product design environmental sustainability economic sustainability social sustainability computer-aided design multiscale modeling and simulation 31 12 2018 23 10 2019 25 10 2019 06...

... network machine learning artificial intelligence computational geometry computer-aided manufacturing engineering informatics machine learning for engineering applications multiscale modeling and simulation Micro and nano manufacturing technologies are widely recognized as promising...

... artificial intelligence multidisciplinary optimization multiscale modeling and simulation With modern adaptive training complexes (ATCs), the reliance on hardware and software promises to reduce the accident rate of ergatic systems in industrial facilities and lessen the impact of harmful...