Operational Safety Assessment of Turbo Generators with Wavelet Rényi Entropy from Sensor-Dependent Vibration Signals

With the rapid development of sensor technology, various professional sensors are installed on modern machinery to monitor operational processes and assure operational safety, which play an important role in industry and society. In this work a new operational safety assessment approach with wavelet...

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Main Authors: Xiaoli Zhang, Baojian Wang, Xuefeng Chen
Format: Article
Language:English
Published: MDPI AG 2015-04-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/15/4/8898
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spelling doaj-f499c9ca53d24a52abb4de9615f5304c2020-11-24T22:12:50ZengMDPI AGSensors1424-82202015-04-011548898891810.3390/s150408898s150408898Operational Safety Assessment of Turbo Generators with Wavelet Rényi Entropy from Sensor-Dependent Vibration SignalsXiaoli Zhang0Baojian Wang1Xuefeng Chen2Key Laboratory of Road Construction Technology and Equipment, Ministry of Education, Chang'an University, Xi'an 710064, ChinaState Key Laboratory for Manufacturing and Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, PR ChinaState Key Laboratory for Manufacturing and Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, PR ChinaWith the rapid development of sensor technology, various professional sensors are installed on modern machinery to monitor operational processes and assure operational safety, which play an important role in industry and society. In this work a new operational safety assessment approach with wavelet Rényi entropy utilizing sensor-dependent vibration signals is proposed. On the basis of a professional sensor and the corresponding system, sensor-dependent vibration signals are acquired and analyzed by a second generation wavelet package, which reflects time-varying operational characteristic of individual machinery. Derived from the sensor-dependent signals’ wavelet energy distribution over the observed signal frequency range, wavelet Rényi entropy is defined to compute the operational uncertainty of a turbo generator, which is then associated with its operational safety degree. The proposed method is applied in a 50 MW turbo generator, whereupon it is proved to be reasonable and effective for operation and maintenance.http://www.mdpi.com/1424-8220/15/4/8898operational safety assessmentturbo generatorsensor-dependentvibration signalwavelet Rényi entropysecond generation wavelet package
collection DOAJ
language English
format Article
sources DOAJ
author Xiaoli Zhang
Baojian Wang
Xuefeng Chen
spellingShingle Xiaoli Zhang
Baojian Wang
Xuefeng Chen
Operational Safety Assessment of Turbo Generators with Wavelet Rényi Entropy from Sensor-Dependent Vibration Signals
Sensors
operational safety assessment
turbo generator
sensor-dependent
vibration signal
wavelet Rényi entropy
second generation wavelet package
author_facet Xiaoli Zhang
Baojian Wang
Xuefeng Chen
author_sort Xiaoli Zhang
title Operational Safety Assessment of Turbo Generators with Wavelet Rényi Entropy from Sensor-Dependent Vibration Signals
title_short Operational Safety Assessment of Turbo Generators with Wavelet Rényi Entropy from Sensor-Dependent Vibration Signals
title_full Operational Safety Assessment of Turbo Generators with Wavelet Rényi Entropy from Sensor-Dependent Vibration Signals
title_fullStr Operational Safety Assessment of Turbo Generators with Wavelet Rényi Entropy from Sensor-Dependent Vibration Signals
title_full_unstemmed Operational Safety Assessment of Turbo Generators with Wavelet Rényi Entropy from Sensor-Dependent Vibration Signals
title_sort operational safety assessment of turbo generators with wavelet rényi entropy from sensor-dependent vibration signals
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2015-04-01
description With the rapid development of sensor technology, various professional sensors are installed on modern machinery to monitor operational processes and assure operational safety, which play an important role in industry and society. In this work a new operational safety assessment approach with wavelet Rényi entropy utilizing sensor-dependent vibration signals is proposed. On the basis of a professional sensor and the corresponding system, sensor-dependent vibration signals are acquired and analyzed by a second generation wavelet package, which reflects time-varying operational characteristic of individual machinery. Derived from the sensor-dependent signals’ wavelet energy distribution over the observed signal frequency range, wavelet Rényi entropy is defined to compute the operational uncertainty of a turbo generator, which is then associated with its operational safety degree. The proposed method is applied in a 50 MW turbo generator, whereupon it is proved to be reasonable and effective for operation and maintenance.
topic operational safety assessment
turbo generator
sensor-dependent
vibration signal
wavelet Rényi entropy
second generation wavelet package
url http://www.mdpi.com/1424-8220/15/4/8898
work_keys_str_mv AT xiaolizhang operationalsafetyassessmentofturbogeneratorswithwaveletrenyientropyfromsensordependentvibrationsignals
AT baojianwang operationalsafetyassessmentofturbogeneratorswithwaveletrenyientropyfromsensordependentvibrationsignals
AT xuefengchen operationalsafetyassessmentofturbogeneratorswithwaveletrenyientropyfromsensordependentvibrationsignals
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