Design of Sparse IIR Filters Based on LASSO

DOI Web Site 14 References

Bibliographic Information

Other Title
  • LASSOに基づくスパースIIRフィルタの設計

Abstract

<p>We consider design of sparse IIR filters based on the least absolute shrinkage and selection operator (LASSO) for reducing the computation cost of IIR filters. The design algorithm is summarized as follows. First, we solve a constrained quadratic programming problem where the constraint is the positive realness with maximum pole radius. Next, after fixing the denominator coefficients, we apply the LASSO to the filter design problem so that the numerator coefficients include zero. Finally, we solve a constrained quadratic programming with zero coefficients constraints. Moreover, we confirm the effectiveness of the proposed method by using two design examples.</p>

Journal

References(14)*help

See more

Keywords

Details 詳細情報について

Report a problem

Back to top