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Allan M. Avila
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Data-driven analysis and forecasting of highway traffic dynamics
A Avila, I Mezic
Nature Communications 11 (2090), 2020
1162020
Game Balancing using Koopman-based Learning
AM Avila, M Fonoberova, JP Hespanha, I Mezić, D Clymer, J Goldstein, ...
2021 American Control Conference (ACC), 710-717, 2021
82021
Applications of Koopman Operator Theory to Highway Traffic Dynamics
AM Avila
University of California, Santa Barbara, 2017
82017
A Koopman Operator-Based Prediction Algorithm and its Application to COVID-19 Pandemic
I Mezic, Z Drmac, N Crnjaric-Zic, S Macesic, M Fonoberova, R Mohr, ...
arXiv preprint arXiv:2304.13601, 2023
32023
A Koopman operator-based prediction algorithm and its application to COVID-19 pandemic and influenza cases
I Mezić, Z Drmač, N Črnjarić, S Maćešić, M Fonoberova, R Mohr, AM Avila, ...
Scientific Reports 14 (1), 5788, 2024
12024
Combining Programmable Potentials and Neural Networks for Materials Problems.
R Mohr, AM Avila, S Ghosh, A Bhattarai, M Yang, X Feng, M Head-Gordon, ...
AAAI Spring Symposium: MLPS, 2021
12021
Spectral Properties of Pullback Operators on Vector Bundles of a Dynamical System
AM Avila, I Mezić
SIAM Journal on Applied Dynamical Systems 22 (4), 3059-3092, 2023
2023
Lifted predictive modeling and control for digital twin system optimization
M Fonoberova, A Avila, A Cao, R Mohr
US Patent App. 17/843,820, 2023
2023
Theory and Applications of Pull-Back Operator Methods in Dynamical Systems
AM Avila
University of California Santa Barbara, 2020
2020
Hydrogen-Oxygen Combustion: Data-Driven Generation of Quantum-Accurate Interatomic Potentials
A Avila, L Bertels, I Mezic, M Head-Gordon
Bulletin of the American Physical Society 65, 2020
2020
Modeling hydrogen-oxygen combustion via programmable potentials
A Avila, L Bertels, M Head-Gordon, I Mezic
ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY 258, 2019
2019
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