422 citations
- University of MinnesotaUS2 papers
- Aberystwyth UniversityGB1 paper
- Alliance for Safe KidsUS1 paper
- Boston CollegeUS1 paper
- Bureau of MeteorologyAU1 paper
- Centre National de la Recherche ScientifiqueFR1 paper
- Chinese Academy of SciencesCN1 paper
- Délégation Paris 7FR1 paper
- Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)DE1 paper
- DH Consultancy BVBA (Belgium)BE1 paper
- Finnish Meteorological InstituteFI1 paper
- Goddard Space Flight CenterUS1 paper
7 papers
Accelerated Gradient-based Design Optimization Via Differentiable Physics-Informed Neural Operator: A Composites Autoclave Processing Case Study
Janak M. Patel, Milad Ramezankhani, Anirudh Deodhar +1
Simulation and optimization are crucial for advancing the engineering design of complex systems and processes. Traditional optimization methods require substantial computational ti…
An Advanced Physics-Informed Neural Operator for Comprehensive Design Optimization of Highly-Nonlinear Systems: An Aerospace Composites Processing Case Study
Milad Ramezankhani, Anirudh Deodhar, Rishi Yash Parekh +1
Deep Operator Networks (DeepONets) and their physics-informed variants have shown significant promise in learning mappings between function spaces of partial differential equations…
Definition and clinical validation of Pain Patient States from high-dimensional mobile data: application to a chronic pain cohort
Jenna M. Reinen, Carla Agurto, Guillermo Cecchi +4
The technical capacity to monitor patients with a mobile device has drastically expanded, but data produced from this approach are often difficult to interpret. We present a soluti…
Multivariate Design of Experiments for Engineering Dimensional Analysis
Daniel J. Eck, Christopher J. Nachtsheim, R. Dennis Cook +1
We consider the design of dimensional analysis experiments when there is more than a single response. We first give a brief overview of dimensional analysis experiments and the dim…
Understanding space weather to shield society: A global road map for 2015-2025 commissioned by COSPAR and ILWS
Carolus J. Schrijver, Kirsti Kauristie, Alan D. Aylward +23
There is a growing appreciation that the environmental conditions that we call space weather impact the technological infrastructure that powers the coupled economies around the wo…
Central Limit Theorems for Classical Likelihood Ratio Tests for High-Dimensional Normal Distributions
Tiefeng Jiang, Fan Yang
For random samples of size n obtained from p-variate normal distributions, we consider the classical likelihood ratio tests (LRT) for their means and covariance matrices in the hig…