{"title":"Through-the-Wall Radar Human Activity Micro-Doppler Signature Representation Method Based on Joint Boulic-Sinusoidal Pendulum Model","authors":"Xiaopeng Yang;Weicheng Gao;Xiaodong Qu;Zeyu Ma;Hao Zhang","doi":"10.1109/TMTT.2024.3441591","DOIUrl":null,"url":null,"abstract":"With the help of the micro-Doppler signature, ultrawideband (UWB) through-the-wall radar (TWR) enables the reconstruction of range and velocity information of limb nodes to accurately identify indoor human activities. However, existing methods are usually trained and validated directly using range-time maps (RTMs) and Doppler-time maps (DTMs), which have high feature redundancy and poor generalization ability. In order to solve this problem, this article proposes a human activity micro-Doppler signature representation method based on a joint Boulic-sinusoidal pendulum motion model. In detail, this article presents a simplified joint Boulic-sinusoidal pendulum human motion model by taking the head, torso, both hands, and feet into consideration improved from Boulic-Thalmann kinematic model. This article also calculates the minimum number of key points needed to describe the Doppler and micro-Doppler information sufficiently. Both numerical simulations and experiments are conducted to verify the effectiveness. The results demonstrate that the proposed number of key points of the micro-Doppler signature can precisely represent the indoor human limb node motion characteristics and substantially improve the generalization capability of the existing methods for different testers.","PeriodicalId":13272,"journal":{"name":"IEEE Transactions on Microwave Theory and Techniques","volume":"73 2","pages":"1248-1263"},"PeriodicalIF":4.5000,"publicationDate":"2024-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Microwave Theory and Techniques","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10644143/","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
With the help of the micro-Doppler signature, ultrawideband (UWB) through-the-wall radar (TWR) enables the reconstruction of range and velocity information of limb nodes to accurately identify indoor human activities. However, existing methods are usually trained and validated directly using range-time maps (RTMs) and Doppler-time maps (DTMs), which have high feature redundancy and poor generalization ability. In order to solve this problem, this article proposes a human activity micro-Doppler signature representation method based on a joint Boulic-sinusoidal pendulum motion model. In detail, this article presents a simplified joint Boulic-sinusoidal pendulum human motion model by taking the head, torso, both hands, and feet into consideration improved from Boulic-Thalmann kinematic model. This article also calculates the minimum number of key points needed to describe the Doppler and micro-Doppler information sufficiently. Both numerical simulations and experiments are conducted to verify the effectiveness. The results demonstrate that the proposed number of key points of the micro-Doppler signature can precisely represent the indoor human limb node motion characteristics and substantially improve the generalization capability of the existing methods for different testers.
期刊介绍:
The IEEE Transactions on Microwave Theory and Techniques focuses on that part of engineering and theory associated with microwave/millimeter-wave components, devices, circuits, and systems involving the generation, modulation, demodulation, control, transmission, and detection of microwave signals. This includes scientific, technical, and industrial, activities. Microwave theory and techniques relates to electromagnetic waves usually in the frequency region between a few MHz and a THz; other spectral regions and wave types are included within the scope of the Society whenever basic microwave theory and techniques can yield useful results. Generally, this occurs in the theory of wave propagation in structures with dimensions comparable to a wavelength, and in the related techniques for analysis and design.