Title :
Application of wavelet analysis to ultrasonic characterization of bone
Author :
Xu, Wei ; Siffert, Robert S. ; Kaufman, Jonathan J.
Author_Institution :
Mount Sinai Sch. of Med., New York, NY, USA
fDate :
31 Oct-2 Nov 1994
Abstract :
Investigates the application of time-frequency techniques to ultrasonic signals transmitted through bone to noninvasively determine bone density and strength. Ultrasonic transmission measurements are carried out on 3 samples of human vertebral trabecular bone, using a 1 MHz transducer pair. The data is processed using the wavelet transform according to Mallat´s (1989) pyramid algorithm. The wavelet representation thus obtained is then cross-correlated with a wavelet representation of a reference signal to obtain the time-frequency representation associated with a particular bone sample. Results indicate that time-frequency methods may serve to accurately discriminate bone in various biophysical states. Further studies are under way to determine the best set of features associated with the time-frequency representation as well as the optimal means for processing the feature set, including neural networks
Keywords :
acoustic correlation; bioacoustics; biomechanics; biomedical measurement; biomedical ultrasonics; bone; medical signal processing; neural nets; time-frequency analysis; ultrasonic measurement; ultrasonic transmission; wavelet transforms; 1 MHz; Mallat´s pyramid algorithm; biophysical states; bone density; bone strength; cross-correlation; feature set; human vertebral trabecular bone; neural networks; reference signal; time-frequency methods; time-frequency representation; time-frequency techniques; transducer pair; ultrasonic characterization; ultrasonic signals; ultrasonic transmission measurements; wavelet analysis; wavelet representation; wavelet transform; Bone tissue; Cadaver; Cancellous bone; Humans; Testing; Time frequency analysis; Ultrasonic imaging; Ultrasonic transducers; Wavelet analysis; Wavelet transforms;
Conference_Titel :
Signals, Systems and Computers, 1994. 1994 Conference Record of the Twenty-Eighth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
0-8186-6405-3
DOI :
10.1109/ACSSC.1994.471627