Constructing Dampened LTI Systems Generating Polynomial Bases
Systems and Control
2021-03-10 v2 Machine Learning
Neural and Evolutionary Computing
Systems and Control
Abstract
We present an alternative derivation of the LTI system underlying the Legendre Delay Network (LDN). To this end, we first construct an LTI system that generates the Legendre polynomials. We then dampen the system by approximating a windowed impulse response, using what we call a "delay re-encoder". The resulting LTI system is equivalent to the LDN system. This technique can be applied to arbitrary polynomial bases, although there typically is no closed-form equation that describes the state-transition matrix.
Cite
@article{arxiv.2103.00051,
title = {Constructing Dampened LTI Systems Generating Polynomial Bases},
author = {Andreas Stöckel},
journal= {arXiv preprint arXiv:2103.00051},
year = {2021}
}
Comments
15 pages, 3 figures