Publications

1. Brunton, S.L., Kutz, J.N., Manohar, K., Aravkin, A.Y., Morgansen, K., Klemisch, J., Goebel, N., Buttrick, J., Poskin, J., Blom-Schieber, A. & Hogan, T. (2020). "Data-Driven Aerospace Engineering: Reframing the Industry with Machine Learning." arXiv:2008.10740.

2. Burov, D., Giannakis, D., Manohar, K., & Stuart, A. (2020). "Kernel Analog Forecasting: Multiscale Test Problems." To appear in Multiscale Modeling & Simulation.

3. Manohar, K., Kutz, J. N., & Brunton, S. L. (2020). "Optimal sensor and actuator placement using balanced model reduction." To appear in IEEE Transactions on Automatic Control.

4. Erichson, N. B., Zheng, P., Manohar, K., Brunton, S. L., Kutz, J. N., & Aravkin, A. Y. (2020). "Sparse principal component analysis via variable projection." SIAM Journal on Applied Mathematics, 80(2), 977-1002.

5. Erichson, N. B., Manohar, K., Brunton, S. L., & Kutz, J. N. (2020). "Randomized CP tensor decomposition." Machine Learning: Science and Technology, 1(2), 025012.

6. Manohar, K., Kaiser, E., Brunton, S. L., & Kutz, J. N. (2019). "Optimized sampling for multiscale dynamics." Multiscale Modeling & Simulation, 17(1), 117-136.

7. Manohar, K., Brunton, B. W., Kutz, J. N., & Brunton, S. L. (2018). "Data-driven sparse sensor placement for reconstruction: Demonstrating the benefits of exploiting known patterns." IEEE Control Systems Magazine, 38(3), 63-86.

8. Manohar, K., Hogan, T., Buttrick, J., Banerjee, A. G., Kutz, J. N., & Brunton, S. L. (2018). "Predicting shim gaps in aircraft assembly with machine learning and sparse sensing." Journal of manufacturing systems, 48, 87-95.

9. Guo, W., Manohar, K., Brunton, S. L., & Banerjee, A. G. (2018). "Sparse-TDA: Sparse realization of topological data analysis for multi-way classification." IEEE Transactions on Knowledge and Data Engineering, 30(7), 1403-1408.

10. Manohar, K., Brunton, S. L., & Kutz, J. N. (2017). "Environment identification in flight using sparse approximation of wing strain." Journal of Fluids and Structures, 70, 162-180.