Publications

Barrera J.L., Geiss M.J., and Maute K. (2022). “Minimum Feature Size Control in Level Set Topology Optimization via Density Fields.” Structural and Multidisciplinary Optimization.

Chapman J., Goldman N., and Wood B.C. (2022). “Efficient and Universal Characterization of Atomic Structures through a Topological Graph Order Parameter.” npj Computational Materials.

Copeland D.M., Cheung S.W., Huynh K., and Choi Y. (2022). “Reduced Order Models for Lagrangian Hydrodynamics.” Computer Methods in Applied Mechanics and Engineering.

da Silva F.L., MacAlpine P., Rădulescu R., et al. (2022). “Special Issue on Adaptive and Learning Agents.” Neural Computing and Applications.

Desai S., Reeve S.T., and Belak J.F. (2022). “Implementing a Neural Network Interatomic Model with Performance Portability for Emerging Exascale Architectures.” Computer Physics Communications.

Garcia-Cardona C., Fernández-Godino M.G., O’Malley D., and Bhattacharya T. (2022). “Uncertainty Bounds for Multivariate Machine Learning Predictions on High-Strain Brittle Fracture.” Computational Materials Science.

Kim Y., Choi Y., Widemann D., and Zohdi T. (2022). “A Fast and Accurate Physics-Informed Neural Network Reduced Order Model with Shallow Masked Autoencoder.” Journal of Computational Physics.

Peterson J.L., Bay B., Koning J., et al. (2022). “Enabling Machine Learning-Ready HPC Ensembles with Merlin.” Future Generation Computer Systems.

Taylor J.A., Larraondo P., and de Supinski B.R. (2022). “Data-Driven Global Weather Predictions at High Resolutions.” International Journal of High Performance Computing Applications.

Turner J.A., Belak J., Barton N., et al. (2022). “ExaAM: Metal Additive Manufacturing Simulation at the Fidelity of the Microstructure.” International Journal of High Performance Computing Applications.

Venkat A., Gyulassy A., Kosiba G., et al. (2022). “Towards Replacing Physical Testing of Granular Materials with a Topology-Based Model.” IEEE Transactions on Visualization and Computer Graphics.

Venkatakrishnan S.V., Mohan K.A., Ziabari A.K., and Bouman C.A. (2022). “Algorithm-Driven Advances for Scientific CT Instruments: From Model-Based to Deep Learning-Based Approaches.” IEEE Signal Processing Magazine.

Xia F., Allen J., Balaprakash P., et al. (2022). “A Cross-Study Analysis of Drug Response Prediction in Cancer Cell Lines.” Briefings in Bioinformatics.