Skip to main content

2017 | OriginalPaper | Buchkapitel

Signal Processing Techniques for Accurate Screening of Wrist Fractures

verfasst von : Ridita Ali, Lyuba Alboul, Amaka Offiah

Erschienen in: Technological Innovation for Smart Systems

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

The common way for doctors to differentiate wrist injury in to a sprain or a fracture, is to take radiographs (X-ray), which expose patients to radiation. The purpose of this study is to explore a non-invasive method to screen for potential fractures. A small, computer run, hand-held system has been developed which consists of a vibration induction mechanism and a piezoelectric sensor for capturing the vibration signals. Two analyzing techniques were considered. The first involves extraction of wavelet coefficients from decomposition of data and the second applies Fast Fourier Transform to the data. Results of both techniques were then cluster analyzed to partition between fracture and sprain. The data were acquired from both the injured and uninjured wrists of six adult patients. This study is currently being evaluated on children’s wrists.

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 Brandt, A.: Noise and Vibration Analysis: Signal Analysis and Experimental Procedures, 1st edn. Wiley, Hoboken (2011)CrossRef Brandt, A.: Noise and Vibration Analysis: Signal Analysis and Experimental Procedures, 1st edn. Wiley, Hoboken (2011)CrossRef
2.
Zurück zum Zitat Plante, T., Nejadpak, A., Yang, C.X.: Faults detection and failures prediction using vibration analysis. In: IEEE AUTOTESTCON, pp. 227–231 (2015) Plante, T., Nejadpak, A., Yang, C.X.: Faults detection and failures prediction using vibration analysis. In: IEEE AUTOTESTCON, pp. 227–231 (2015)
3.
Zurück zum Zitat Plante, T., Stanley, L., Nejadpak, A., Yang, C.X.: Rotating machine fault detection using principal component analysis of vibration signal. In: 2016 IEEE AUTOTESTCON, pp. 1–7 (2016) Plante, T., Stanley, L., Nejadpak, A., Yang, C.X.: Rotating machine fault detection using principal component analysis of vibration signal. In: 2016 IEEE AUTOTESTCON, pp. 1–7 (2016)
4.
Zurück zum Zitat Lippmann, R.K.: The use of auscultatory percussion for the examination of fractures. J. Bone Joint Surg. 14(1), 118–126 (1932) Lippmann, R.K.: The use of auscultatory percussion for the examination of fractures. J. Bone Joint Surg. 14(1), 118–126 (1932)
5.
Zurück zum Zitat Hobatho, M.C., Darmana, R., Barrau, J.J., Laroze, S., Morucci, J.P.: Relationship between mechanical properties of the tibia and its natural frequencies. In: 1988 Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, vol. 2, pp. 681–682 (1988) Hobatho, M.C., Darmana, R., Barrau, J.J., Laroze, S., Morucci, J.P.: Relationship between mechanical properties of the tibia and its natural frequencies. In: 1988 Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, vol. 2, pp. 681–682 (1988)
6.
Zurück zum Zitat Nokes, L.D.M.: The use of low-frequency vibration measurement in orthopaedics. Proc. Inst. Mech. Eng. Part H J. Eng. Med. 213(H3), 271–290 (1999)CrossRef Nokes, L.D.M.: The use of low-frequency vibration measurement in orthopaedics. Proc. Inst. Mech. Eng. Part H J. Eng. Med. 213(H3), 271–290 (1999)CrossRef
7.
Zurück zum Zitat Alizad, A., Walch, M., Greenleaf, J.F., Fatemi, M.: The effects of fracture and fracture repair on the vibrational characteristics of an excised rat femur. In: 2004 IEEE Ultrasonics Symposium, vol. 2, pp. 1513–1516 (2004) Alizad, A., Walch, M., Greenleaf, J.F., Fatemi, M.: The effects of fracture and fracture repair on the vibrational characteristics of an excised rat femur. In: 2004 IEEE Ultrasonics Symposium, vol. 2, pp. 1513–1516 (2004)
8.
Zurück zum Zitat Schneider, A., Coulon, J.M., Boyer, F.C., Machado, C.B., Gardan, N., Taiar, R., Dey, N.: Modelization and simulation of the mechanical vibration effect on bones. In: 2nd International Conference on Computing for Sustainable Global Development (INDIACom), pp. 1968–1972 (2015) Schneider, A., Coulon, J.M., Boyer, F.C., Machado, C.B., Gardan, N., Taiar, R., Dey, N.: Modelization and simulation of the mechanical vibration effect on bones. In: 2nd International Conference on Computing for Sustainable Global Development (INDIACom), pp. 1968–1972 (2015)
9.
Zurück zum Zitat Ali, R., Offiah, A., Ramlakhan, S.: Fuzzy C-means clustering to analyze bone vibration as a method of screening fracture. In: 2016 10th International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP), pp. 1–5 (2016) Ali, R., Offiah, A., Ramlakhan, S.: Fuzzy C-means clustering to analyze bone vibration as a method of screening fracture. In: 2016 10th International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP), pp. 1–5 (2016)
10.
Zurück zum Zitat Razaghi, H., Saatchi, R., Offiah, A., Bishop, N., Burke, D.: Spectral analysis of bone low frequency vibration signals. In: 2012 8th International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP), pp. 1–5 (2012) Razaghi, H., Saatchi, R., Offiah, A., Bishop, N., Burke, D.: Spectral analysis of bone low frequency vibration signals. In: 2012 8th International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP), pp. 1–5 (2012)
11.
Zurück zum Zitat Wan, K., Alagar, V.: Synthesizing data-to-wisdom hierarchy for developing smart systems, p. 473 (2014) Wan, K., Alagar, V.: Synthesizing data-to-wisdom hierarchy for developing smart systems, p. 473 (2014)
12.
Zurück zum Zitat Glesner, M., Philipp, F.: Embedded systems design for smart system integration, p. 32 (2013) Glesner, M., Philipp, F.: Embedded systems design for smart system integration, p. 32 (2013)
13.
Zurück zum Zitat Razaghi, H., Saatchi, R., Burke, D., Offiah, A.C.: An investigation of relationship between bone vibration frequency and its mass-volume ratio. In: 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, pp. 3616–3620 (2014) Razaghi, H., Saatchi, R., Burke, D., Offiah, A.C.: An investigation of relationship between bone vibration frequency and its mass-volume ratio. In: 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, pp. 3616–3620 (2014)
Metadaten
Titel
Signal Processing Techniques for Accurate Screening of Wrist Fractures
verfasst von
Ridita Ali
Lyuba Alboul
Amaka Offiah
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-56077-9_16