Analysis Of Kmeans Clustering Method Used For Audio Signal Features Extraction

Dr. Mohamad Tariq Barakat, Prof. Ziad A. Alqadi

Abstract


The digital audio file is used in many vital applications, especially applications that require the identification of a person through the use of a word or a sentence pronounced by the person. In this research paper, we will deal with the representation of the audio file using audio file histogram, a method based on LBP operator will be intoduced to calculate the histogram, this histogram will be used as an input data set to kmeans clustering method to generate audio file features vector. The extracted audio files features will be examined to insue the abilty of using them in a classification system. Several audio files will be processd, the obtained results will be analyzed to show the expected enhancement provided by using audio file histogram.


Keywords


Features vector, kmeans clustering, LBP, histogram, extraction time, centroid, WSC, speedup.

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References


Majed O Al-Dwairi, Ziad A Alqadi, Amjad A Abujazar, Rushdi Abu Zneit, optimized true-color image processing, World Applied Sciences Journal, vol. 8, issue 10, pp. 1175-1182, 2010.

Jamil Al Azzeh, Hussein Alhatamleh, Ziad A Alqadi, Mohammad Khalil Abuzalata, creating a Color Map be used to Convert a Gray Image to Color Image, International Journal of Computer Applications, vol. 153, issue 2, pp. 31-34, 2016.

Qazem Jaber Ziad Alqadi, Jamil azza, Statistical analysis of methods used to enhance color image histogram, XX International scientific and technical conference, 2017.

Bassam Subaih Ziad Alqadi, Hamdan Mazen, A Methodology to Analyze Objects in Digital Image using Mat lab, International Journal of Computer Science & Mobile Computing, vol. 5, issue 11, pp. 21-28, 2016.

Mazen A. Hamdan Bassam Subaih, Prof. Ziad A. Alqadi, Extracting Isolated Words from an Image of Text, International Journal of Computer Science & Mobile Computing, vol. 5, issue 11, pp. 29-36, 2016.

Dr. Amjad Hindi, Dr. Majed Omar Dwairi, Prof. Ziad Alqadi, Analysis of Procedures used to build an Optimal Fingerprint Recognition System, International Journal of Computer Science and Mobile Computing, vol. 9, issue 2, pp. 21 –37, 2020.

Aws AlQaisi, Mokhled AlTarawneh, Ziad A. Alqadi, Ahmad A. Sharadqah, Analysis of Color Image Features Extraction using Texture Methods, TELKOMNIKA, vol. 17, issue 3, pp. 1220-1225, 2019.

Ahmad Sharadqh Naseem Asad, Ismail Shayeb, Qazem Jaber, Belal Ayyoub, Ziad Alqadi, creating a Stable and Fixed Features Array for Digital Color Image, IJCSMC, vol. 8, issue 8, pp. 50-56, 2019.

Ziad Alqadi, M Essayed Hussein, Window Averaging Method to Create a Feature Victor for RGB Color Image, International Journal of Computer Science and Mobile Computing, vol. 6, issue 2, pp. 60-66, 2017.

Bilal Zahran Belal Ayyoub, Jihad Nader, Ziad Al-Qadi, suggested Method to Create Color Image Features Victor, Journal of Engineering and Applied Sciences, vol. 14, issue 1, pp. 2203-2207, 2019.

Yousf Eltous Ziad A. Al Qadi, Ghazi M, Qaryouti, Mohammad Abuzalata, ANALYSIS OF DIGITAL SIGNAL FEATURES EXTRACTION BASED ON KMEANS CLUSTERING, International Journal of Engineering Technology Research & Management, vol. 4, issue 1, pp. 66-75, 2020.

Majed O. Al-Dwairi, Amjad Y. Hendi, Mohamed S. Soliman, Ziad A.A. Alqadi, A new method for voice signal features creation, International Journal of Electrical and Computer Engineering (IJECE), vol. 9, issue 5, pp. 4092-4098, 2019.

Ayman Al-Rawashdeh, Ziad Al-Qadi, using wave equation to extract digital signal features, Engineering, Technology & Applied Science Research, vol. 8, issue 4, pp. 1356-1359, 2018.

Aws Al-Qaisi, Saleh A Khawatreh, Ahmad A Sharadqh, Ziad A Alqadi, Wave File Features Extraction Using Reduced LBP, International Journal of Electrical and Computer Engineering, vol. 8, issue 5, pp. 2780-2787, 2018.

Ziad Alqadi, Dr. Mohammad S. Khrisat, Dr. Amjad Hindi, Dr. Majed Omar Dwairi, VALUABLE WAVELET PACKET INFORMATION TO ANALYZE COLOR IMAGES FEATURES, International Journal of Current Advanced Research, vol. 9, issue 2, pp. 2319, 2020.

Ahmad Sharadqh Naseem Asad, Ismail Shayeb, Qazem Jaber, Belal Ayyoub, Ziad Alqadi, creating a Stable and Fixed Features Array for Digital Color Image, IJCSMC, vol. 8, issue 8, pp. 50-56, 2019.

Ziad A AlQadi Amjad Y Hindi, O Dwairi Majed, PROCEDURES FOR SPEECH RECOGNITION USING LPC AND ANN, International Journal of Engineering Technology Research & Management, vol. 4, issue 2, pp. 48-55, 2020.

Jihad Nader Ismail Shayeb, Ziad Alqadi, Jihad Nader, Analysis of digital voice features extraction methods, International Journal of Educational Research and Development, vol. 1, issue 4, pp. 49-55, 2019.

Majed O. Al-Dwairi, Amjad Y. Hendi, Mohamed S. Soliman, Ziad A.A. Alqadi, A new method for voice signal features creation, International Journal of Electrical and Computer Engineering (IJECE), vol. 9, issue 5, pp. 4092-4098, 2019.

Bilal Zahran Belal Ayyoub, Jihad Nader, Ziad Al-Qadi, suggested Method to Create Color Image Features Victor, Journal of Engineering and Applied Sciences, vol. 14, issue 1, pp. 2203-2207, 2019.

BILAL ZAHRAN, JAMIL AL-AZZEH, ZIAD ALQADI, MOHD–ASHRAF ALZOGHOUL, SALEH KHAWATREH, A MODIFIED LBP METHOD TO EXTRACT FEATURES FROM COLOR IMAGES, Journal of Theoretical and Applied Information Technology, vol. 96, issue 10, pp. 3014-3024, 2018.

Aws Al-Qaisi, Saleh A Khawatreh, Ahmad A Sharadqah, Ziad A Alqadi, Wave file features extraction using reduced LBP, International Journal of Electrical and Computer Engineering, vol. 8, issue 5, pp. 2780-2787, 2018.

Ahmad Sharadqh Jamil Al-Azzeh, Rashad Rasras, Ziad Alqadi, Belal Ayyoub, Adaptation of matlab K-means clustering function to create Color Image Features, International Journal of Research in Advanced Engineering and Technology, vol. 5, issue 2, pp. 10-18, 2019.

Prof. Yousif Eltous, Dr. Ghazi M. Qaryouti, Prof. Mohammad Abuzalata, Prof. Ziad Alqadi, Evaluation of Fuzzy and C_mean Clustering Methods used to Generate Voiceprint, IJCSMC, vol. 9, issue 1, pp. 75 -83, 2020.

Amjad Y Hindi, Majed O Dwairi, Ziad A AlQadi, Creating Human Speech Identifier using WPT, International Journal of Computer Science and Mobile Computing, vol. 9, issue 2, pp. 117-123, 2020.

Amjad Hindi, Majed Omar Dwairi, Ziad Alqadi, Analysis of Digital Signals using Wavelet Packet Tree, IJCSMC, vol. 9, issue 2, pp. 96-103, 2020.

Jihad Nader Ismail Shayeb, Ziad Alqadi, Jihad Nader, Analysis of digital voice features extraction methods, International Journal of Educational Research and Development, vol. 1, issue 4, pp. 49-55, 2019.

Dr. Amjad Hindi, Dr. Majed Omar Dwairi, Prof. Ziad Alqadi, Analysis of Procedures used to build an Optimal Fingerprint Recognition System, International Journal of Computer Science and Mobile Computing, vol. 9, issue 2, pp. 21 – 37, 2020.

Ziad Alqadi, Mohammad Abuzalata, Yousf Eltous, Ghazi M Qaryouti, Analysis of fingerprint minutiae to form fingerprint identifier, JOIV: International Journal on Informatics Visualization, vol. 4, issue 1, pp. 10-15, 2020.

Mohammed Ashraf Al Zudool, Saleh Khawatreh, Ziad A. Alqadi, Efficient Methods used to Extract Color Image Features, IJCSMC, vol. 6, issue 12, pp. 7-14, 2017.

Musbah Aqel, Ziad A. Alqadi, Performance analysis of parallel matrix multiplication algorithms used in image processing, World Applied Sciences Journal, vol. 6, issue 1, pp. 45-52, 2009.

Bilal Zahran Belal Ayyoub, Jihad Nader, Ziad Al-Qadi, Suggested Method to Create Color Image Features Victor, Journal of Engineering and Applied Sciences, vol. 14, issue 1, pp. 2203-2207, 2019.

Majed O. Al-Dwairi, Amjad Y. Hendi, Mohamed S. Soliman, Ziad A.A. Alqadi, A new method for voice signal features creation, International Journal of Electrical and Computer Engineering (IJECE), vol. 9, issue 5, pp. 4092-4098, 2019.

Ziad Alqadi, A practical approach of selecting the edge detector parameters to achieve a good edge map of the gray image, Journal of Computer Science, vol. 5, issue 5, pp. 355-362, 2009.

Bilal Zahran Belal Ayyoub, Jihad Nader, Ziad Al-Qadi, Suggested Method to Create Color Image Features Victor, Journal of Engineering and Applied Sciences, vol. 14, issue 1, pp. 2203-2207, 2019.

Mohammed Ashraf Al Zudool, Saleh Khawatreh, Ziad A. Alqadi, Efficient Methods used to Extract Color Image Features, IJCSMC, vol. 6, issue 12, pp. 7-14, 2017.

ZA Alqadi, Musbah Aqel, Ibrahiem MM El Emary, Performance analysis and evaluation of parallel matrix multiplication algorithms, World Applied Sciences Journal, vol. 5, issue 2, pp. 211-214, 2008.

Majed O. Al-Dwairi, Amjad Y. Hendi, Mohamed S. Soliman, Ziad A.A. Alqadi, A new method for voice signal features creation, International Journal of Electrical and Computer Engineering (IJECE), vol. 9, issue 5, pp. 4092-4098, 2019.

Ziad Alqadi, A practical approach of selecting the edge detector parameters to achieve a good edge map of the gray image, Journal of Computer Science, vol. 5, issue 5, pp. 355-362, 2209.

Hatim Zaini, Ziad AA Alqadi, Efficient WPT Based Speech Signal Protection, IJCSMC, Vol. 10, Issue. 9, pp.53 – 65, 2021.

Prof. Ziad Alqadi, Dr. Mohammad S. Krisat, two ways to improve WPT decomposition used for image features extraction, European journal for scientific research, vol. 157, issue 2, pp. 195-205,2020.

Dr. Amjad Hindi, Dr. Ghazi M. Qaryouti, Prof. Yousif Eltous, Prof. Mohammad Abuzalata, Prof. Ziad Alqadi, Color Image Compression using Linear Prediction Coding, International Journal of Computer Science and Mobile Computing, vol. 9, issue 2, pp. 13 – 20, 2020.




DOI: http://dx.doi.org/10.52155/ijpsat.v30.1.3854

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