47 citations · 105 across the 21 of their papers we have counts for
4 papers · 1 filter
Multidimensional Realization Theory and Polynomial System Solving
Philippe Dreesen, Kim Batselier, Bart De Moor
Multidimensional systems are becoming increasingly important as they provide a promising tool for estimation, simulation and control, while going beyond the traditional setting of…
Tensor network subspace identification of polynomial state space models
Kim Batselier, Ching Yun Ko, Ngai Wong
This article introduces a tensor network subspace algorithm for the identification of specific polynomial state space models. The polynomial nonlinearity in the state space model i…
Matrix output extension of the tensor network Kalman filter with an application in MIMO Volterra system identification
Kim Batselier, Ngai Wong
This article extends the tensor network Kalman filter to matrix outputs with an application in recursive identification of discrete-time nonlinear multiple-input-multiple-output (M…
A Tensor Network Kalman filter with an application in recursive MIMO Volterra system identification
Kim Batselier, Zhongming Chen, Ngai Wong
This article introduces a Tensor Network Kalman filter, which can estimate state vectors that are exponentially large without ever having to explicitly construct them. The Tensor N…