Literature DB >> 27618040

Sparse Reconstruction for Temperature Distribution Using DTS Fiber Optic Sensors with Applications in Electrical Generator Stator Monitoring.

João Paulo Bazzo1, Daniel Rodrigues Pipa2, Erlon Vagner da Silva3, Cicero Martelli4, Jean Carlos Cardozo da Silva5.   

Abstract

This paper presents an image reconstruction method to monitor the temperature distribution of electric generator stators. The main objective is to identify insulation failures that may arise as hotspots in the structure. The method is based on temperature readings of fiber optic distributed sensors (DTS) and a sparse reconstruction algorithm. Thermal images of the structure are formed by appropriately combining atoms of a dictionary of hotspots, which was constructed by finite element simulation with a multi-physical model. Due to difficulties for reproducing insulation faults in real stator structure, experimental tests were performed using a prototype similar to the real structure. The results demonstrate the ability of the proposed method to reconstruct images of hotspots with dimensions down to 15 cm, representing a resolution gain of up to six times when compared to the DTS spatial resolution. In addition, satisfactory results were also obtained to detect hotspots with only 5 cm. The application of the proposed algorithm for thermal imaging of generator stators can contribute to the identification of insulation faults in early stages, thereby avoiding catastrophic damage to the structure.

Entities:  

Keywords:  distributed temperature sensing; generator stator temperature; sparse reconstruction algorithm

Year:  2016        PMID: 27618040      PMCID: PMC5038703          DOI: 10.3390/s16091425

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  3 in total

1.  Analysis of a distributed fiber-optic temperature sensor using single-photon detectors.

Authors:  Shellee D Dyer; Michael G Tanner; Burm Baek; Robert H Hadfield; Sae Woo Nam
Journal:  Opt Express       Date:  2012-02-13       Impact factor: 3.894

2.  High-resolution distributed temperature sensing with the multiphoton-timing technique.

Authors:  M Höbel; J Ricka; M Wüthrich; T Binkert
Journal:  Appl Opt       Date:  1995-06-01       Impact factor: 1.980

3.  Nonlocally centralized sparse representation for image restoration.

Authors:  Weisheng Dong; Lei Zhang; Guangming Shi; Xin Li
Journal:  IEEE Trans Image Process       Date:  2012-12-21       Impact factor: 10.856

  3 in total

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