Data-driven spatiotemporal modal decomposition for time frequency analysis

SM Hirsh, BW Brunton, JN Kutz

Applied and Computational Harmonic Analysis 49 (3), 771-790

David Julian Caldwell, Jeneva Cronin, Rajesh PN Rao, Kelly Collins, Kurt Weaver, Andrew Ko, Jeff G Ojemann, Nathan Kutz, Bingni W Brunton

J Neural Engineering, 2020.

Bingni W Brunton, Michael Beyeler. 

Current Opinion in Neurobiology, 2019

James Michael Kunert-Graf, Kristian Eschenburg, David Galas, J Nathan Kutz, Swati Rane, Bingni Wen Brunton. 

Frontiers in Computational Neuroscience, 2019.

Code here.

Rodica Curtu, Xiayi Wang, Bingni W. Brunton, Kirill V. Nourski. 

J Neuroscience 2019,  39 (33) 6482-6497.

K Manohar, BW Brunton, JN Kutz, SL Brunton

IEEE Control Systems 38 (3), 63-86

E Kaiser, M Morzyński, G Daviller, JN Kutz, BW Brunton, SL Brunton

Journal of Computational Physics 2018.

S. L. Brunton, B. W. Brunton, J. L. Proctor, E. Kaiser, J. N. Kutz, Nature Communications 8--19 (2017), open access article.

B. W. Brunton, S. L. Brunton, J. L. Proctor, J. N. Kutz, SIAM Journal on Applied Mathematics 76(5), 2099--2122 (2016), open access article.

Data-driven methods in fluid dynamics: Sparse classification from experimental data

Z. Bai, S. L. Brunton, B. W. Brunton, J. N. Kutz, E. Kaiser, A. Spohn, B. R. Noack; Chapter in: Whither Turbulence and Big Data in the 21st Century?, pp 323--342 (2017).

N. X. R. Wang, J. D. Olson, J. G. Ojemann, R. P. N. Rao, B. W. Brunton; Frontiers in Human Neuroscience; doi: 10.3389/fnhum.2016.00165 (2016).

B. W. Brunton, J. A. Johnson, J. G. Ojemann, J. N. Kutz; J Neuroscience Methods 258, 1--15 (2016). [pdf | earlier arXiv]

Cortical and subcortical contributions to short-term memory for orienting movements

C. D. Kopec, J. C. Erlich, B. W. Brunton, K. Deisseroth, C. D. Brody; Neuron 88 (2), 367-377 (2015)..

T. D. Hanks, C. D. Kopec, B. W. Brunton, C. A. Duan, J. C. Erlich, C. D. Brody; Nature 520, 220-223 (2015).

Exploiting sparsity and equation-free architecture in complex systems

J. L. Proctor, S. L. Brunton, B. W. Brunton, J. N. Kutz.European Physical Journal Special Topics 223, 2665-2684 (2014).

B. W. Brunton, M. M. Botvinick, C. D. Brody. Science340 (6128), 95-98 (2013).

A low-frequeny oscillatory neural signal in humans encodes a developing decision variable

J. Kubanek, L. H. Snyder, B. W. Brunton, C. D. Brody, G. Schalk. NeuroImage 83, 795-808 (2013).

Imaging the transport dynamics of single alphaherpesvirus particles in intact peripheral nervous system explants from infected mice

A. E. Granstedt, B. W. Brunton, L. W. Enquist. mBio 4(3) (2013).

Cell shape and cell-wall organization in Gram-negative bacteria

K. C. Huang, R. Mukhopadhyay, B. Wen, Z. Gitai, N. S. Wingreen. Proceedings of the National Academy of Sciences 105(49), 19282-19287 (2008).

Please reload

Dynamic Mode Decomposition:

Data-Driven Modeling of Complex Systems

by Kutz, Brunton, Brunton & Proctor

[webpage | siam | amazon]