A novel pitch cycle detection algorithm for tele monitoring applications

被引:1
|
作者
Appakaya, Sai Bharadwaj [1 ]
Khoshnevis, Seyed Alireza [1 ]
Sheybani, Ehsan [2 ]
Sankar, Ravi [1 ]
机构
[1] Univ S Florida, Dept Elect Engn, Tampa, FL 33620 USA
[2] Univ S Florida, Dept Informat Syst & Decis Sci, Sarasota, FL USA
关键词
Speech segmentation; Fourier transform; recognition; tele monitoring; SPEAKER RECOGNITION; TRANSFORM; SIGNAL;
D O I
10.1109/wts48268.2020.9198720
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Recent advancements in the field of artificial intelligence has resulted in development of natural language processing using speech signals recorded over communication channels. Typically these speech recordings are segmented over a fixed frame length, usually 25ms, and used for training and testing mathematical models. For applications like speaker recognition and verification, this traditional methodology results in inclusion of lot of unvoiced and silence segments. To eliminate these redundancies, in this paper we propose a novel pitch synchronous segmentation algorithm robust to noise content and variations in speech recording parameters like sampling frequency. With two datasets coming from a handheld device and noise proof studio quality recordings, performance of this algorithm has been tested. With a maximum accuracy of 96.5%, this algorithm provides encouraging results.
引用
收藏
页数:4
相关论文
共 50 条
  • [21] A PITCH DETECTION ALGORITHM OPTIMIZED FOR MICROPERTURBATION ANALYSIS
    SUTHERLAND, AM
    JACK, MA
    LAVER, J
    PROCEEDINGS : INSTITUTE OF ACOUSTICS, VOL 8, PART 7: SPEECH & HEARING, 1986, 8 : 331 - 338
  • [22] IMPROVED ALGORITHM OF AUTOCORRELATION PITCH DETECTION.
    Gao, Xueming
    Kikuchi, Yoshinobu
    Kasuya, Hideki
    Transactions of the Institute of Electronics and Communication Engineers of Japan. Section E, 1984, E67 (05): : 291 - 292
  • [23] Pitch detection algorithm of overlapping speech based on the energy of pitch and its harmonic
    Zhao Jun
    Pan Yong-xiang
    Proceedings of 2005 Chinese Control and Decision Conference, Vols 1 and 2, 2005, : 1439 - 1442
  • [24] A novel algorithm for voltage transient detection and isolation for power quality monitoring
    Moreno, Roberto
    Visairo, Nancy
    Nunez, Ciro
    Rodriguez, Elias
    ELECTRIC POWER SYSTEMS RESEARCH, 2014, 114 : 110 - 117
  • [25] A Novel Intermittent Fault Detection Algorithm and Health Monitoring for Electronic Interconnections
    Syed, Wakil Ahmad
    Perinpanayagam, Suresh
    Samie, Mohammad
    Jennions, Ian
    IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY, 2016, 6 (03): : 400 - 406
  • [26] DEVELOPMENT OF A TELE-MONITORING SYSTEM FOR WORK AND APPLICATIONS FOR PREVENTIVE MEDICINE
    Neubert, S.
    Arndt, D.
    Behrendt, S.
    Stoll, R.
    EHEALTH2010 - MEDICAL INFORMATICS MEETS EHEALTH, 2010,
  • [27] Cycle detection algorithms and their applications
    A. Yu. Nesterenko
    Journal of Mathematical Sciences, 2012, 182 (4) : 518 - 526
  • [28] Novel Chewing Cycle Approach for Peak Detection Algorithm of Chew Count Estimation
    Asmiza Selamat, Nur
    Hamid Md Ali, Sawal
    Ghadafi Ismail, Ahmad
    Anom Ahmad, Siti
    Nisa' Minhad, Khairun
    IEEE SENSORS JOURNAL, 2025, 25 (01) : 803 - 812
  • [29] Octave error immune and instantaneous pitch detection algorithm
    Dziubinski, M
    Kostek, B
    JOURNAL OF NEW MUSIC RESEARCH, 2005, 34 (03) : 273 - 292
  • [30] New Pitch Detection Algorithm based on Wavelet Transform
    Janer, L
    PROCEEDINGS OF THE IEEE-SP INTERNATIONAL SYMPOSIUM ON TIME-FREQUENCY AND TIME-SCALE ANALYSIS, 1998, : 165 - 168