Skip to main content

2023 | OriginalPaper | Buchkapitel

Short-Time Fourier Transform with Optimum Window Type and Length: An Application for Sag, Swell and Transient

verfasst von : Muhammad Sufyan Safwan Mohamad Basir, Nur-Adibah Raihan Affendy, Mohamad Azizan Mohamad Said, Rizalafande Che Ismail, Khairul Huda Yusof

Erschienen in: Soft Computing in Data Science

Verlag: Springer Nature Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The characteristics of power quality signals are non-stationary, where the behaviour confirms the negative consequence in sensitive equipment. Modern cross-term time-frequency distributions (TFDs) are able to characterize the power quality accurately but suffer from a delay in measurement since the power quality signals, in this case, sag, swell and transient, need to be analyzed in real-time. It is shown that one window shift (OWS) properties of linear time-frequency representation (TFR) results from short-time Fourier transform (STFT) satisfies accuracy, complexity and memory. By optimally selecting the window length of 512, the TFR is able to provide optimal time, and frequency localization, as well as the spectral leakage, can be reduced by the Hanning window. The proposed technique can accurately characterize the power quality signals averagely by 95%, as well as the complexity and memory usage is low. Finally, the paper is concluded by the recommendation of pre-setting for optimum window type and length for real-time power quality measurement.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Mageed, H., Nada, A.S., Abu-Zaid, S., Salah Eldeen, R.S.: Effects of waveforms distortion for household appliances on power quality. MAPAN 34(4), 559–572 (2019)CrossRef Mageed, H., Nada, A.S., Abu-Zaid, S., Salah Eldeen, R.S.: Effects of waveforms distortion for household appliances on power quality. MAPAN 34(4), 559–572 (2019)CrossRef
2.
Zurück zum Zitat Das, C.K., Bass, O., Kothapalli, G., Mahmoud, T.S., Habibi, D.: Overview of energy storage systems in distribution networks: placement, sizing, operation, and power quality. Renew. Sustain. Energ. Rev. 91, 1205–1230 (2018)CrossRef Das, C.K., Bass, O., Kothapalli, G., Mahmoud, T.S., Habibi, D.: Overview of energy storage systems in distribution networks: placement, sizing, operation, and power quality. Renew. Sustain. Energ. Rev. 91, 1205–1230 (2018)CrossRef
3.
Zurück zum Zitat Herraiz, S., Sainz, L., Clua, J.: Review of harmonic load flow formulations. IEEE Trans. Power Delivery 18(3), 1079–1087 (2003)CrossRef Herraiz, S., Sainz, L., Clua, J.: Review of harmonic load flow formulations. IEEE Trans. Power Delivery 18(3), 1079–1087 (2003)CrossRef
4.
Zurück zum Zitat Gursoy, E., Niebur, D.: Harmonic load identification using complex independent component analysis. IEEE Trans. Power Delivery 24(1), 285–292 (2009)CrossRef Gursoy, E., Niebur, D.: Harmonic load identification using complex independent component analysis. IEEE Trans. Power Delivery 24(1), 285–292 (2009)CrossRef
5.
Zurück zum Zitat Jopri, M.H., Ab Ghani, M.R., Abdullah, A.R., Manap, M., Sutikno, T., Too, J.: K-nearest neighbor and naïve Bayes based diagnostic analytic of harmonic source identification. Bull. Electr. Eng. Inform. 9(6), 2650–2657 (2021)CrossRef Jopri, M.H., Ab Ghani, M.R., Abdullah, A.R., Manap, M., Sutikno, T., Too, J.: K-nearest neighbor and naïve Bayes based diagnostic analytic of harmonic source identification. Bull. Electr. Eng. Inform. 9(6), 2650–2657 (2021)CrossRef
6.
Zurück zum Zitat Hussin, A.S., Abdullah, A.R., Jopri, M.H., Sutikno, T., Saad, N.M., Tee, Weihown: Harmonic load diagnostic techniques and methodologies: a review. Indonesian J. Electr. Eng. Comput. Sci. 9(3), 690 (2018)CrossRef Hussin, A.S., Abdullah, A.R., Jopri, M.H., Sutikno, T., Saad, N.M., Tee, Weihown: Harmonic load diagnostic techniques and methodologies: a review. Indonesian J. Electr. Eng. Comput. Sci. 9(3), 690 (2018)CrossRef
7.
Zurück zum Zitat Jopri, M.H., Abdullah, A.R., Too, J., Sutikno, T., Nikolovski, S., Manap, M.: Support-vector machine and Naïve Bayes based diagnostic analytic of harmonic source identification. Indonesian J. Electr. Eng. Comput. Sci. 20(1), 1–8 (2020)CrossRef Jopri, M.H., Abdullah, A.R., Too, J., Sutikno, T., Nikolovski, S., Manap, M.: Support-vector machine and Naïve Bayes based diagnostic analytic of harmonic source identification. Indonesian J. Electr. Eng. Comput. Sci. 20(1), 1–8 (2020)CrossRef
8.
Zurück zum Zitat Puce, A., Hämäläinen, M.: A review of issues related to data acquisition and analysis in EEG/MEG studies. Brain Sci. 7(12), 58 (2017)CrossRef Puce, A., Hämäläinen, M.: A review of issues related to data acquisition and analysis in EEG/MEG studies. Brain Sci. 7(12), 58 (2017)CrossRef
9.
Zurück zum Zitat Lee, I.W.C., Dash, P.K.: S-transform-based intelligent system for classification of power quality disturbance signals. IEEE Trans. Ind. Electron. 50(4), 800–805 (2003)CrossRef Lee, I.W.C., Dash, P.K.: S-transform-based intelligent system for classification of power quality disturbance signals. IEEE Trans. Ind. Electron. 50(4), 800–805 (2003)CrossRef
10.
Zurück zum Zitat Wu, Q., Zhang, Y.D., Tao, W., Amin, M.G.: Radar-based fall detection based on Doppler time–frequency signatures for assisted living. IET Radar, Sonar Navigation 9(2), 164–172 (2015)CrossRef Wu, Q., Zhang, Y.D., Tao, W., Amin, M.G.: Radar-based fall detection based on Doppler time–frequency signatures for assisted living. IET Radar, Sonar Navigation 9(2), 164–172 (2015)CrossRef
11.
Zurück zum Zitat Ghaderi, A., Mohammadpour, H.A., Ginn, H.L., Shin, Y.-J.: High-impedance fault detection in the distribution network using the time-frequency-based algorithm. IEEE Tran. Power Delivery 30(3), 1260–1268 (2015)CrossRef Ghaderi, A., Mohammadpour, H.A., Ginn, H.L., Shin, Y.-J.: High-impedance fault detection in the distribution network using the time-frequency-based algorithm. IEEE Tran. Power Delivery 30(3), 1260–1268 (2015)CrossRef
12.
Zurück zum Zitat Shair, E.F., Ahmad, S.A., Abdullah, A.R., Marhaban, M.H., Tamrin, S.M.: Selection of spectrogram’s best window size in EMG signal during core lifting task. J. Telecommun., Electron. Comput. Eng. (JTEC) 10(1–16), 81–85 (2018) Shair, E.F., Ahmad, S.A., Abdullah, A.R., Marhaban, M.H., Tamrin, S.M.: Selection of spectrogram’s best window size in EMG signal during core lifting task. J. Telecommun., Electron. Comput. Eng. (JTEC) 10(1–16), 81–85 (2018)
13.
Zurück zum Zitat Shin, Y.-J., Powers, E.J., Mack Grady, W., Arapostathis, A.: Signal processing-based direction finder for transient capacitor switching disturbances. IEEE Trans. Power Deliv. 23(4), 2555–2562 (2008)CrossRef Shin, Y.-J., Powers, E.J., Mack Grady, W., Arapostathis, A.: Signal processing-based direction finder for transient capacitor switching disturbances. IEEE Trans. Power Deliv. 23(4), 2555–2562 (2008)CrossRef
14.
Zurück zum Zitat Cowell, D.M.J., Freear, S.: Separation of overlapping linear frequency modulated (LFM) signals using the fractional Fourier transform. IEEE Trans. Ultrason., Ferroelect. Freq. Contr. 57(10), 2324–2333 (2010)CrossRef Cowell, D.M.J., Freear, S.: Separation of overlapping linear frequency modulated (LFM) signals using the fractional Fourier transform. IEEE Trans. Ultrason., Ferroelect. Freq. Contr. 57(10), 2324–2333 (2010)CrossRef
15.
Zurück zum Zitat Wen, H., Teng, Z., Guo, S.: Triangular self-convolution window with desirable sidelobe behaviors for harmonic analysis of power system. IEEE Trans. Instrum. Meas. 59(3), 543–552 (2010)CrossRef Wen, H., Teng, Z., Guo, S.: Triangular self-convolution window with desirable sidelobe behaviors for harmonic analysis of power system. IEEE Trans. Instrum. Meas. 59(3), 543–552 (2010)CrossRef
16.
Zurück zum Zitat Zawawi, T.N.S.T., Abdullah, T., Sudriman, R., Saad, N.M., Too, J., Shair, E.F.: Classification of EMG signal for health screening task for musculoskeletal disorder. Int. J. Eng. Technol. 8(1.7), 219–226 (2019) Zawawi, T.N.S.T., Abdullah, T., Sudriman, R., Saad, N.M., Too, J., Shair, E.F.: Classification of EMG signal for health screening task for musculoskeletal disorder. Int. J. Eng. Technol. 8(1.7), 219–226 (2019)
17.
Zurück zum Zitat Too, J., Abdullah, A.R., Mohd Saad, N., Mohd Ali, N., Tengku Zawawi, T.N.S.: Application of gabor transform in the classification of myoelectric signal. TELKOMNIKA (Telecommun. Comput. Electron. Control) 17(2), 873 (2019)CrossRef Too, J., Abdullah, A.R., Mohd Saad, N., Mohd Ali, N., Tengku Zawawi, T.N.S.: Application of gabor transform in the classification of myoelectric signal. TELKOMNIKA (Telecommun. Comput. Electron. Control) 17(2), 873 (2019)CrossRef
18.
Zurück zum Zitat Abdullah, A.R., Saad, N.M., Sha’ameri, A.Z.: Power quality monitoring system utilizing periodogram and spectrogram analysis techniques. In: Proceedings of the 2007 IEEE International Conference on Control, Instrumentation and Mechatronics Engineering, pp. 770–774 (2007) Abdullah, A.R., Saad, N.M., Sha’ameri, A.Z.: Power quality monitoring system utilizing periodogram and spectrogram analysis techniques. In: Proceedings of the 2007 IEEE International Conference on Control, Instrumentation and Mechatronics Engineering, pp. 770–774 (2007)
19.
Zurück zum Zitat Angrisani, L., Daponte, P., D’Apuzzo, M., Testa, A.: A measurement method based on the wavelet transform for power quality analysis. IEEE Trans. Power Delivery 13(4), 990–998 (1998)CrossRef Angrisani, L., Daponte, P., D’Apuzzo, M., Testa, A.: A measurement method based on the wavelet transform for power quality analysis. IEEE Trans. Power Delivery 13(4), 990–998 (1998)CrossRef
20.
Zurück zum Zitat Willmott, C.J., Matsuura, K.: Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance. Clim. Res. 30, 79–82 (2005)CrossRef Willmott, C.J., Matsuura, K.: Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance. Clim. Res. 30, 79–82 (2005)CrossRef
21.
Zurück zum Zitat Jopri, M.H., Abdullah, A.R., Sutikno, T., Manap, M., Ab Ghani, M.R., Yusoff, M.R.: A critical review of time-frequency distribution analysis for detection and classification of harmonic signal in power distribution system. Int. J. Electr. Comput. Eng. (IJECE) 8(6), 4603 (2018)CrossRef Jopri, M.H., Abdullah, A.R., Sutikno, T., Manap, M., Ab Ghani, M.R., Yusoff, M.R.: A critical review of time-frequency distribution analysis for detection and classification of harmonic signal in power distribution system. Int. J. Electr. Comput. Eng. (IJECE) 8(6), 4603 (2018)CrossRef
22.
Zurück zum Zitat Stones, J., Collinson, A.: Power quality. Power Eng. J. 15(2), 58–64 (2001)CrossRef Stones, J., Collinson, A.: Power quality. Power Eng. J. 15(2), 58–64 (2001)CrossRef
23.
Zurück zum Zitat Jin, Y., Hao, Z.-Y., Zheng, X.: Comparison of different techniques for time-frequency analysis of internal combustion engine vibration signals. J. Zhejiang Univ.-Sci. A 12(7), 519–531 (2011)CrossRefMATH Jin, Y., Hao, Z.-Y., Zheng, X.: Comparison of different techniques for time-frequency analysis of internal combustion engine vibration signals. J. Zhejiang Univ.-Sci. A 12(7), 519–531 (2011)CrossRefMATH
24.
Zurück zum Zitat Basir, M.S.S.M., Yusof, K.H., Faisal, B., Shahadan, N.H.: Optimised window selection for harmonic signal detection using Short Time Fourier Transform. In: AIP Conference Proceedings, vol. 2306, no. 1, p. 020020. AIP Publishing LLC (2020) Basir, M.S.S.M., Yusof, K.H., Faisal, B., Shahadan, N.H.: Optimised window selection for harmonic signal detection using Short Time Fourier Transform. In: AIP Conference Proceedings, vol. 2306, no. 1, p. 020020. AIP Publishing LLC (2020)
Metadaten
Titel
Short-Time Fourier Transform with Optimum Window Type and Length: An Application for Sag, Swell and Transient
verfasst von
Muhammad Sufyan Safwan Mohamad Basir
Nur-Adibah Raihan Affendy
Mohamad Azizan Mohamad Said
Rizalafande Che Ismail
Khairul Huda Yusof
Copyright-Jahr
2023
Verlag
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-99-0405-1_11

Premium Partner