Priors with a NUV representation (normal with unknown variance) have mostly been used for sparsity. In this paper, a novel NUV prior is proposed that effectively binarizes. While such a prior may have many uses, in this paper, we explore its use for discrete-level control (with M ≥ 2 levels) including, in particular, a practical scheme for digital-to-analog conversion. The resulting computations, for each planning period, amount to iterating forward-backward Gaussian message passing recursions (similar to Kalman smoothing), with a complexity (per iteration) that is linear in the planning horizon. In consequence, the proposed method is not limited to a short planning horizon and can therefore outperform "optimal" methods. A preference for sparse level switches can easily be incorporated.
Cite
@article{arxiv.2105.02599,
title = {A Binarizing NUV Prior and its Use for M-Level Control and Digital-to-Analog Conversion},
author = {Raphael Keusch and Hans-Andrea Loeliger},
journal= {arXiv preprint arXiv:2105.02599},
year = {2021}
}
Comments
arXiv admin note: text overlap with arXiv:2102.00989