Optoelectronics Letters, Volume. 18, Issue 10, 623(2022)
Electromyography signal segmentation method based on spectral subtraction backtracking
[1] [1] LIU L, YUE W H. Principles of neuro electromyography[M]. Beijing:Science Press, 1983:1-20. (in Chinese)
[2] [2] GONZALEZ-LOPEZ J A, GOMEZ-ALANIS A, DOAS J M M, et al. Silent speech interfaces for speech restoration:a review[J]. IEEE access, 2020, 8:177995-178021.
[3] [3] MELTZNER G S, HEATON J T, DENG Y, et al. Development of sEMG sensors and algorithms for silent speech recognition[J]. Journal of neural engineering, 2018, 15(4):046031.
[4] [4] ZHU M, ZHANG H, WANG X, et al. Towards optimizing electrode configurations for silent speech recognition based on high-density surface electromyography[ J]. Journal of neural engineering, 2021, 18(1):016005.
[5] [5] HIPPENSTIEL R D. Detection theory:applications and digital signal processing[M]. Montrouge:CRC Press, 2017.
[6] [6] HWANG I, CHANG J H. End-to-end speech endpoint detection utilizing acoustic and language modeling knowledge for online low-latency speech recognition[J]. IEEE access, 2020, 8:161109-161123.
[7] [7] MELTZNER G S, HEATON J T, DENG Y, et al. Silent speech recognition as an alternative communication device for persons with laryngectomy[J]. IEEE/ACM transactions on audio speech & language processing, 2017, 25(12):2386-2398.
[8] [8] CHENG J, CHEN X, PENG H. An onset detection method for action surface electromyography based on sample entropy[J]. Acta electonica sinica, 2016, 44(2):479.
[9] [9] BENGACEMI H, ABED-MERAIM K, BUTTELLI O, et al. A new detection method for EMG activity monitoring[J]. Medical & biological engineering & computing, 2020, 58(2):319-334.
[10] [10] KANG K, RHEE K, SHIN H C. A precise muscle activity onset/offset detection via EMG signal[C]//2021 International Conference on Information Networking (ICOIN), January 13-16, 2021, Jeju island, Korea. New York:IEEE, 2021:633-635.
[11] [11] DE ALMEIDA BRITTO P A, DE SOUZA MUNIZ A M, NADAL J. Electromyographic activity of the lower limb in runners with anterior knee pain while running[J]. Research on biomedical engineering, 2021, 37(2): 135-142.
[12] [12] BENGACEMI H, MESLOUB A, OULDALI A, et al. Adaptive linear energy detector based on onset and offset electromyography activity detection[C]//2017 6th International Conference on Systems and Control (ICSC), May 7-9, 2017, Batna, Algeria. New York:IEEE, 2017:409-413.
[13] [13] ZHANG T, ZHANG X B, ZHU X X. Speech endpoint detection with low SNR based on improved cepstrum distance method[J]. Audio engineering, 2017, 41(7):108-112.
[14] [14] SRISUWAN N, PRUKPATTARANONT P, LIMSAKUL C. Comparison of classifiers for EMG based speech recognition[J]. Journal of physics:conference series, 2020, 1438(1):012032.
[15] [15] BOLL S. Suppression of acoustic noise in speech using spectral subtraction[J]. IEEE transactions on acoustics, speech, and signal processing, 1979, 27(2):113-120.
[16] [16] NODERA H, OSAKI Y, YAMAZAKI H, et al. Classification of needle-EMG resting potentials by machine learning[J]. Muscle & nerve, 2019, 59(2):224-228.
[17] [17] WANG J, YANG Y, MAO J, et al. CNN-RNN:a unified framework for multi-label image classification[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June 26-July 1, 2016, Las Vegas, USA. New York:IEEE, 2016:2285-2294.
[18] [18] WANG Y, ZHANG M, WU R M, et al. Silent speech decoding using spectrogram features based on neuromuscular activities[J]. Brain sciences, 2020, 10(7):442.
[19] [19] GADDY D, KLEIN D. Digital voicing of silent speech[EB/OL]. (2020-10-06) [2022-04-10]. https://arxiv.org/pdf/2010.02960.pdf.
[20] [20] ATZORI M, MüLLER H. The Ninapro database:a resource for sEMG naturally controlled robotic hand prosthetics[C]//2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 30-September 3, 2015, Milan, Italy. New York:IEEE, 2015:7151-7154.
Get Citation
Copy Citation Text
CAI Huihui, ZHANG Yakun, XIE Liang, YIN Erwei, YAN Ye, and MING Dong. Electromyography signal segmentation method based on spectral subtraction backtracking[J]. Optoelectronics Letters, 2022, 18(10): 623
Received: Apr. 13, 2022
Accepted: Jun. 11, 2022
Published Online: Jan. 20, 2023
The Author Email: Yakun ZHANG (ykzhang1222@126.com)