More Like this

1. Airfoil Oscillator System: Data-Driven System Identification

   https://doi.org/10.2514/6.2025-2506  

   Nemani, Nishant; Balachandran, Balakumar (January 2025, American Institute of Aeronautics and Astronautics)

   With the computational resources becoming available, data-driven methods have emerged as powerful means for equation discovery and model construction. Sparse regression methods such as SINDy (Sparse Identification for Nonlinear Dynamical Systems) can be used for developing reduced-order models of nonlinear systems. In this study, the authors examine how SINDy can be used for developing low-dimensional models for airfoil systems, which experience unsteady aerodynamic loads and flutter instabilities. For a system of multiple closely spaced airfoil oscillators, analytical models are not readily available to determine flutter instabilities, and one has to take recourse to experimental and numerical means. In this work, as a starting point, data collected through simulations of unsteady aerodynamics of a single airfoil oscillator system are considered and a reduced-order model is constructed based on this data. 

   more » « less
2. Data-Driven System Level Synthesis

   Xue, Antoine; Matni, Nikolai (January 2021, Proceedings of the 3rd Conference on Learning for Dynamics and Control.)
3. The XENON1T data acquisition system

   https://doi.org/10.1088/1748-0221/14/07/P07016  

   Aprile, E.; Aalbers, J.; Agostini, F.; Alfonsi, M.; Althueser, L.; Amaro, F.D.; Antochi, V.C.; Arneodo, F.; Barge, D.; Baudis, L.; et al (July 2019, Journal of Instrumentation)
4. Clustering-based Data Filtering for Manufacturing Big Data System

   Li, Y.; Deng, X.; Jin, R.; Ba, S.; Myers, W. (January 2020, Journal of quality technology)
5. StraboSpot data system for structural geology

   https://doi.org/10.1130/GES02039.1  

   Walker, J. Douglas; Tikoff, Basil; Newman, Julie; Clark, Ryan; Ash, Jason; Good, Jessica; Bunse, Emily G.; Möller, Andreas; Kahn, Maureen; Williams, Randolph T.; et al (March 2019, Geosphere)