General-surrogate adaptive sampling using interquartile range for design space exploration
A surrogate model is a common tool to approximate system response at untested points for
design space exploration. Adaptive sampling has been studied for improving the accuracy of …
design space exploration. Adaptive sampling has been studied for improving the accuracy of …
A strategy for adaptive sampling of multi-fidelity gaussian processes to reduce predictive uncertainty
Multi-fidelity Gaussian process (GP) modeling is a common approach to employ in resource-
expensive computationally demanding algorithms such as optimization, calibration and …
expensive computationally demanding algorithms such as optimization, calibration and …
Scalable behavioral emulation of extreme-scale systems using structural simulation toolkit
A Ramaswamy, N Kumar, A Neelakantan… - Proceedings of the 47th …, 2018 - dl.acm.org
With extremely large design spaces for algorithm and architecture to be explored, there is a
need for fast and scalable performance modeling tools for preparing HPC application codes …
need for fast and scalable performance modeling tools for preparing HPC application codes …
Transfer Learning Based Modeling of Industrial Turbine Airfoil Characteristics
View Video Presentation: https://doi. org/10.2514/6.2022-2105. vid Aerodynamic design of
turbine blades of gas turbines is a very complex process which involves design space …
turbine blades of gas turbines is a very complex process which involves design space …
Probabilistic transfer learning through ensemble probabilistic deep neural network
View Video Presentation: https://doi. org/10.2514/6.2023-1479. vid Design optimization has
been a long standing endeavor of engineers and designers. With the advent of machine …
been a long standing endeavor of engineers and designers. With the advent of machine …
Adaptive sampling with varying sampling cost for design space exploration
Surrogate models have been developed to infer the response of engineering systems based
on scattered tests/simulations. An effective sampling scheme enables surrogates to have a …
on scattered tests/simulations. An effective sampling scheme enables surrogates to have a …
A FPGA-Pipelined, High-Throughput Approach to Coarse-Grained Simulation of HPC Systems
Although previous studies have accelerated discreteevent simulation with various
parallelization strategies, total simulation time remains prohibitive for certain use cases that …
parallelization strategies, total simulation time remains prohibitive for certain use cases that …