Title :
Analysis of ultrasonic waveforms using Shannon entropy
Author :
Hughes, Michael S.
Author_Institution :
Center for Nondestructive Evaluation, Iowa State Univ., Ames, IA, USA
Abstract :
A symbol-oriented information-theoretical approach to signal analysis based on application of thermodynamic concepts is described. Images formed from temperature-dependent thermodynamic analogs of entropy, thermodynamic energy, the partition function, and specific heat at constant volume are considered. It is shown that this can be a preferred alternative to conventional digital signal analysis by making an experimental comparison of these images to images based on a more conventional signal energy approach. In all these images, which were made by c-scanning a family of thin graphite/epoxy laminates containing a foreign object within two plies of the specimen surface, the thermodynamic analogs exhibit significant increases (up to fourfold) in detection sensitivity
Keywords :
entropy; information theory; signal processing; ultrasonic waves; Shannon entropy; detection sensitivity; graphite/epoxy laminates; partition function; signal analysis; signal energy approach; specific heat; specimen surface; symbol-oriented information-theoretical approach; thermodynamic concepts; ultrasonic waveforms; Computer vision; Data mining; Entropy; Frequency domain analysis; Information analysis; Laminates; Object detection; Signal analysis; Spectral analysis; Thermodynamics;
Conference_Titel :
Ultrasonics Symposium, 1992. Proceedings., IEEE 1992
Conference_Location :
Tucson, AZ
Print_ISBN :
0-7803-0562-0
DOI :
10.1109/ULTSYM.1992.275884