Mobility as a Resource (MaaR) for resilient human-centric automation: a vision paper

no code implementations • 5 Nov 2023 • S. Travis Waller, Amalia Polydoropoulou, Leandros Tassiulas, Athanasios Ziliaskopoulos, Sisi Jian, Susann Wagenknecht, Georg Hirte, Satish Ukkusuri, Gitakrishnan Ramadurai, Tomasz Bednarz

However, as observed in other fields (e. g. cloud computing resource management) we argue that mobility will evolve from a service to a resource (i. e., Mobility as a Resource, MaaR).

Cloud Computing Management

Optimizing the optimizer for data driven deep neural networks and physics informed neural networks

no code implementations • 16 May 2022 • John Taylor, Wenyi Wang, Biswajit Bala, Tomasz Bednarz

We investigate the role of the optimizer in determining the quality of the model fit for neural networks with a small to medium number of parameters.