ResearchSpace

A comparative cepstral based analysis of simulated and measured S-band and X-band radar Doppler spectra of human motion

Show simple item record

dc.contributor.author Van Eeden, WD
dc.contributor.author De Villiers, JP
dc.contributor.author Nel, Willem AJ
dc.contributor.author Kloke, KH
dc.contributor.author Blasch, E
dc.date.accessioned 2018-02-12T09:55:10Z
dc.date.available 2018-02-12T09:55:10Z
dc.date.issued 2015-10
dc.identifier.citation Van Eeden, WD, De Villiers, JP, Nel, WAJ, Kloke, KH and Blasch, E. 2015. A comparative cepstral based analysis of simulated and measured S-band and X-band radar Doppler spectra of human motion. 2015 IEEE Radar Conference, Sandton Convention Centre, 27-30 October 2015, Johannesburg, South Africa en_US
dc.identifier.uri http://www.radarconf15.org/Papers/viewpapers.asp?papernum=5062
dc.identifier.uri http://hdl.handle.net/10204/10035
dc.description Copyright: 2015 IEEE. Due to copyright restrictions, the attached PDF file only contains the abstract of the full text item. For access to the full text item, kindly consult the publisher's website. en_US
dc.description.abstract A simulation for human Doppler response is developed based on the Carnegie Mellon University motion capture database. This data is used to simulate human Doppler response as it would be seen by a radar system and this data is compared to measured radar data in S- and X- band. Cepstrum analysis is then used to evaluate the features of each time frame and the synthetic data is compared to measured data. It is shown that motion capture data can be used to simulate the Doppler response of human targets. It is also shown that, whereas the motion of most body parts of a human target can be observed in the X-band data, only the main torso sway can be observed at S-band. This implies that X-band data is well suited to cepstrum based human motion classification, whereas S-band is not ideal. However there are some discriminative features that could be extracted from the S-band data of the main body sway of running and walking individuals. Finally, the statistical differences between cepstrum coefficients of the data of walking and running individuals are highlighted, indicating their discriminative significance. en_US
dc.language.iso en en_US
dc.publisher IEEE en_US
dc.relation.ispartofseries Worklist;16103
dc.subject Radar en_US
dc.subject Human Doppler responses en_US
dc.subject Cepstrum analysis en_US
dc.title A comparative cepstral based analysis of simulated and measured S-band and X-band radar Doppler spectra of human motion en_US
dc.type Conference Presentation en_US
dc.identifier.apacitation Van Eeden, W., De Villiers, J., Nel, W., Kloke, K., & Blasch, E. (2015). A comparative cepstral based analysis of simulated and measured S-band and X-band radar Doppler spectra of human motion. IEEE. http://hdl.handle.net/10204/10035 en_ZA
dc.identifier.chicagocitation Van Eeden, WD, JP De Villiers, WAJ Nel, KH Kloke, and E Blasch. "A comparative cepstral based analysis of simulated and measured S-band and X-band radar Doppler spectra of human motion." (2015): http://hdl.handle.net/10204/10035 en_ZA
dc.identifier.vancouvercitation Van Eeden W, De Villiers J, Nel W, Kloke K, Blasch E, A comparative cepstral based analysis of simulated and measured S-band and X-band radar Doppler spectra of human motion; IEEE; 2015. http://hdl.handle.net/10204/10035 . en_ZA
dc.identifier.ris TY - Conference Presentation AU - Van Eeden, WD AU - De Villiers, JP AU - Nel, WAJ AU - Kloke, KH AU - Blasch, E AB - A simulation for human Doppler response is developed based on the Carnegie Mellon University motion capture database. This data is used to simulate human Doppler response as it would be seen by a radar system and this data is compared to measured radar data in S- and X- band. Cepstrum analysis is then used to evaluate the features of each time frame and the synthetic data is compared to measured data. It is shown that motion capture data can be used to simulate the Doppler response of human targets. It is also shown that, whereas the motion of most body parts of a human target can be observed in the X-band data, only the main torso sway can be observed at S-band. This implies that X-band data is well suited to cepstrum based human motion classification, whereas S-band is not ideal. However there are some discriminative features that could be extracted from the S-band data of the main body sway of running and walking individuals. Finally, the statistical differences between cepstrum coefficients of the data of walking and running individuals are highlighted, indicating their discriminative significance. DA - 2015-10 DB - ResearchSpace DP - CSIR KW - Radar KW - Human Doppler responses KW - Cepstrum analysis LK - https://researchspace.csir.co.za PY - 2015 T1 - A comparative cepstral based analysis of simulated and measured S-band and X-band radar Doppler spectra of human motion TI - A comparative cepstral based analysis of simulated and measured S-band and X-band radar Doppler spectra of human motion UR - http://hdl.handle.net/10204/10035 ER - en_ZA


Files in this item

This item appears in the following Collection(s)

Show simple item record