Title :
Research on generating unit vibration signal by means of wavelet-fractal theory
Author_Institution :
Sch. of Comput. & Software, Nanjing Univ. of Inf. Sci. & Technol., Nanjing
Abstract :
Wavelet or wavelet packet transform and fractal theory are consistent in nature and in process to understand things, so it is feasible to blend both of them felicitously to create a new technology wavelet-fractal. In this paper, wavelet-fractal is used to analyze and study malfunction of generating unit rotor synthetically. Given three time domain vibration signals of one 28 MW generating unit at different running state, decomposing, reconstructing and calculating the correlation dimensions of these signals, some useful information can be found. The research result shows that the compound of wavelet packet decomposition and reconstruction with fractal technique is powerful to understand the running state of the generating unit clearly. So this method can be used as synthesis quantify index to depict mechanical fault characteristic of generator set is educed. The research can be generalized to any nonlinear dynamical system and gives a new approach for monitoring condition, fault diagnosis and prediction online.
Keywords :
condition monitoring; electric generators; electric machine analysis computing; fault diagnosis; signal reconstruction; source separation; stators; vibrations; wavelet transforms; condition monitoring; fault diagnosis; generating unit rotor; generating unit running state; generating unit vibration signal; malfunction analysis; mechanical fault; nonlinear dynamical system; online prediction; power 28 MW; synthesis quantify index; time domain vibration signal; wavelet packet decomposition; wavelet packet reconstruction; wavelet packet transform; wavelet-fractal theory; Character generation; Fractals; Power generation; Rotors; Signal generators; Signal synthesis; Vibrations; Wavelet analysis; Wavelet packets; Wavelet transforms; Fault diagnosis; Fractal; Generating Unit; Wavelet analysis;
Conference_Titel :
Robotics and Biomimetics, 2008. ROBIO 2008. IEEE International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-1-4244-2678-2
Electronic_ISBN :
978-1-4244-2679-9
DOI :
10.1109/ROBIO.2009.4913325