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2023 | OriginalPaper | Buchkapitel

Gait Asymmetry Evaluation Using FMCW Radar in Daily Life Environments

verfasst von : Shahzad Ahmed, Yudam Seo, Sung Ho Cho

Erschienen in: Bioinformatics and Biomedical Engineering

Verlag: Springer Nature Switzerland

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Abstract

Gait analysis plays a crucial role in medical diagnostics due to its ability to determine and quantify the patient’s physical abilities and limitations. Unlike the other competing sensors, radar is capable of measuring human gait in non-contact fashion. In this paper, we present the extraction of six different gait parameters using Frequency Modulated Continuous Wave (FMCW) radar within five walking steps. The range-time and Doppler-time information are used to extract the parameters. The range-time information of FMCW radar yields the walking duration, walking time, and average walking velocity whereas, the velocity-time information yields pause time during walking, inter-step distance variation, and inter-step time variations. An Inertial Measurement Unit (IMU) is deployed as a ground-truth reference sensor to track the gait movement and a high correlation is found between radar and the reference sensor. Finally, as a use case example, gait parameters analysis is performed to detect asymmetric gait movement. Symmetric and asymmetric walking data is collected with radar and features analysis is performed which suggests that inter-step time and velocity variations contributes greatly in asymmetry detection.

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Literatur
1.
Zurück zum Zitat Silva, L.M., Stergiou, N.: The basics of gait analysis. Biomech. Gait Anal 164, 231 (2020) Silva, L.M., Stergiou, N.: The basics of gait analysis. Biomech. Gait Anal 164, 231 (2020)
2.
Zurück zum Zitat de Oliveira, K., Clayton, H.M., dos Santos Harada, É.: Gymnastic training of hippotherapy horses benefits gait quality when ridden by riders with different body weights. J. Equine Veterinary Sci. 94, 103248 (2020)CrossRef de Oliveira, K., Clayton, H.M., dos Santos Harada, É.: Gymnastic training of hippotherapy horses benefits gait quality when ridden by riders with different body weights. J. Equine Veterinary Sci. 94, 103248 (2020)CrossRef
3.
Zurück zum Zitat Pérez-de la Cruz, S.: Comparison between three therapeutic options for the treatment of balance and gait in stroke: a randomized controlled trial. Int. J. Environ. Res. Health 18(2), 426 (2021) Pérez-de la Cruz, S.: Comparison between three therapeutic options for the treatment of balance and gait in stroke: a randomized controlled trial. Int. J. Environ. Res. Health 18(2), 426 (2021)
4.
Zurück zum Zitat Lauziere, S., Betschart, M., Aissaoui, R., Nadeau, S.: Understanding spatial and temporal gait asymmetries in individuals post stroke. Int. J. Phys. Med. Rehabil. 2(3), 201 (2014) Lauziere, S., Betschart, M., Aissaoui, R., Nadeau, S.: Understanding spatial and temporal gait asymmetries in individuals post stroke. Int. J. Phys. Med. Rehabil. 2(3), 201 (2014)
5.
Zurück zum Zitat Cabral, S.: Gait Symmetry Measures and their Relevance to Gait Retraining. Handbook of Human Motion, pp. 429–447 (2018) Cabral, S.: Gait Symmetry Measures and their Relevance to Gait Retraining. Handbook of Human Motion, pp. 429–447 (2018)
6.
Zurück zum Zitat Viteckova, S., Kutilek, P., Svoboda, Z., Krupicka, R., Kauler, J., Szabo, Z.: Gait symmetry measures: a review of current and prospective methods. Biomed. Sig. Process. Control 42, 89–100 (2018)CrossRef Viteckova, S., Kutilek, P., Svoboda, Z., Krupicka, R., Kauler, J., Szabo, Z.: Gait symmetry measures: a review of current and prospective methods. Biomed. Sig. Process. Control 42, 89–100 (2018)CrossRef
7.
Zurück zum Zitat Ahmed, S., Park, J., Cho, S.H.: Effects of receiver beamforming for vital sign measurements using fmcw radar at various distances and angles. Sensors 22(18), 6877 (2022)CrossRefPubMedPubMedCentral Ahmed, S., Park, J., Cho, S.H.: Effects of receiver beamforming for vital sign measurements using fmcw radar at various distances and angles. Sensors 22(18), 6877 (2022)CrossRefPubMedPubMedCentral
8.
Zurück zum Zitat Geisheimer, J.L., Marshall, W.S., Greneker, E.: A continuous-wave (cw) radar for gait analysis. In: Conference Record of Thirty-Fifth Asilomar Conference on Signals, Systems and Computers (Cat. No. 01CH37256), vol. 1, pp. 834–838. IEEE (2001) Geisheimer, J.L., Marshall, W.S., Greneker, E.: A continuous-wave (cw) radar for gait analysis. In: Conference Record of Thirty-Fifth Asilomar Conference on Signals, Systems and Computers (Cat. No. 01CH37256), vol. 1, pp. 834–838. IEEE (2001)
9.
Zurück zum Zitat Wang, D., Park, J., Kim, H.-J., Lee, K., Cho, S.H.: Noncontact extraction of biomechanical parameters in gait analysis using a multi-input and multi-output radar sensor. IEEE Access 9, 138496–138508 (2021) Wang, D., Park, J., Kim, H.-J., Lee, K., Cho, S.H.: Noncontact extraction of biomechanical parameters in gait analysis using a multi-input and multi-output radar sensor. IEEE Access 9, 138496–138508 (2021)
10.
Zurück zum Zitat Seifert, A.K., Amin, M.G., Zoubir, A.M.: Toward unobtrusive in-home gait analysis based on radar micro-doppler signatures. IEEE Trans. Biomed. Eng. 66(9), 2629–2640 (2019)CrossRefPubMed Seifert, A.K., Amin, M.G., Zoubir, A.M.: Toward unobtrusive in-home gait analysis based on radar micro-doppler signatures. IEEE Trans. Biomed. Eng. 66(9), 2629–2640 (2019)CrossRefPubMed
11.
Zurück zum Zitat Seifert, A.-K., Zoubir, A.M., Amin, M.G.: Detection of gait asymmetry using indoor doppler radar. In: 2019 IEEE Radar Conference (RadarConf), pp. 1–6. IEEE (2019) Seifert, A.-K., Zoubir, A.M., Amin, M.G.: Detection of gait asymmetry using indoor doppler radar. In: 2019 IEEE Radar Conference (RadarConf), pp. 1–6. IEEE (2019)
12.
Zurück zum Zitat Seifert, A.-K., Reinhard, D., Zoubir, A.M., Amin, M.G.: A robust and sequential approach for detecting gait asymmetry based on radar micro-doppler signatures. In: 2019 27th European Signal Processing Conference (EUSIPCO), pp. 1–5. IEEE (2019) Seifert, A.-K., Reinhard, D., Zoubir, A.M., Amin, M.G.: A robust and sequential approach for detecting gait asymmetry based on radar micro-doppler signatures. In: 2019 27th European Signal Processing Conference (EUSIPCO), pp. 1–5. IEEE (2019)
13.
Zurück zum Zitat Ahmed, S., Park, J., Cho, S.H.: Fmcw radar sensor based human activity recognition using deep learning. In: 2022 International Conference on Electronics, Information, and Communication (ICEIC), pp. 1–5. IEEE (2022) Ahmed, S., Park, J., Cho, S.H.: Fmcw radar sensor based human activity recognition using deep learning. In: 2022 International Conference on Electronics, Information, and Communication (ICEIC), pp. 1–5. IEEE (2022)
14.
Zurück zum Zitat Ahmed, S., Kallu, K.D., Ahmed, S., Cho, S.H.: Hand gestures recognition using radar sensors for human-computer-interaction: a review. Remote Sens. 13(3), 527 (2021)CrossRef Ahmed, S., Kallu, K.D., Ahmed, S., Cho, S.H.: Hand gestures recognition using radar sensors for human-computer-interaction: a review. Remote Sens. 13(3), 527 (2021)CrossRef
15.
Zurück zum Zitat Ahmed, S., Kim, W., Park, J., Cho, S.H.: Radar-based air-writing gesture recognition using a novel multistream CNN approach. IEEE Internet Things J. 9(23), 23869–23880 (2022)CrossRef Ahmed, S., Kim, W., Park, J., Cho, S.H.: Radar-based air-writing gesture recognition using a novel multistream CNN approach. IEEE Internet Things J. 9(23), 23869–23880 (2022)CrossRef
Metadaten
Titel
Gait Asymmetry Evaluation Using FMCW Radar in Daily Life Environments
verfasst von
Shahzad Ahmed
Yudam Seo
Sung Ho Cho
Copyright-Jahr
2023
DOI
https://doi.org/10.1007/978-3-031-34953-9_9

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