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Waveform Optimization of CS-MIMO Radar Based on Gradient Descent Algorithm

  • Northwestern Polytechnical University Xian

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In the past few years, the adaptive waveform design algorithm has emerged; it improves multiple input and multiple output (MIMO) radar performance by designing the transmitting radar waveforms to adapt to the changes of targets, noise, and clutter in the environment. A MIMO radar waveform design method based on compressed sensing is proposed by using the gradient descent method. Considering the prior information on noise and interference in the environment, the compressed sensing (CS) MIMO model is designed, and the objective function is to maximize the signal-to-interference-plus-noise-ratio (SINR) of the radar. Then the method of joint optimization of the transmit signal and filter is used to obtain the transmit waveform with better detection performance. Compared with the conventional MIMO radar, the optimized waveform of CS-MIMO can greatly reduce the amount of data. Computer simulation shows that the detection performance of the optimized waveform is better than that of the traditional linear frequency modulated (LFM) waveform.

Original languageEnglish
Title of host publication2024 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350366556
DOIs
StatePublished - 2024
Event14th IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024 - Hybrid, Bali, Indonesia
Duration: 19 Aug 202422 Aug 2024

Publication series

Name2024 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024

Conference

Conference14th IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2024
Country/TerritoryIndonesia
CityHybrid, Bali
Period19/08/2422/08/24

Keywords

  • compressed sensing
  • gradient descent
  • MIMO radar
  • waveform design

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