Elliptic target positioning based on balancing parameter estimation and augmented Lagrange programming neural network

Xiong, Wenxin; Liang, Junli; Wang, Zhi; So, Hing Cheung

doi:10.1016/j.dsp.2023.104004

Search citation statements

Order By: Relevance

Paper Sections

Select...

Introduction1

Citation Types

Supporting

Mentioning

Contrasting

Year Published

2023

2024

Publication Types

Select...

Article6

Relationship

Self Cite0

Independent6

Authors

Journals

Cited by 7 publications

(1 citation statement)

References 39 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Xiong et al . [ 21 , 22 ] applied LPNN to Robust TDOA source localization problem and Elliptic target positioning problem. Based on above mentioned researches, we try to solve problem ( 3 ) by using LPNN.…”

Section: Introductionmentioning

confidence: 99%

A lagrange programming neural network approach for nuclear norm optimization

Dai,

Qiu,

Wan

et al. 2024

PLoS ONE

View full text Add to dashboard Cite

This article proposes a continuous-time optimization approch instead of tranditional optimiztion methods to address the nuclear norm minimization (NNM) problem. Refomulating the NNM into a matrix form, we propose a Lagrangian programming neural network (LPNN) to solve the NNM. Moreover, the convergence condtions of LPNN are presented by the Lyapunov method. Convergence experiments are presented to demonstrate the convergence of LPNN. Compared with tranditional algorithms of NNM, the proposed algorithm outperforms in terms of image recovery.

show abstract

Section: Introductionmentioning

confidence: 99%