2007
DOI: 10.1109/tim.2007.908139
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Survey: State of the Art in NDE Data Fusion Techniques

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Cited by 102 publications
(91 citation statements)
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References 46 publications
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“…Maierhofer et al (Maierhofer, Zacher, Khol, & Wöstmann, 2008) used radar, ultrasonic, impact-echo and thermography data fusion for predicting deterioration of concrete vehicular bridges, it was established that the data fusion technique increases the reliability, and improved the accuracy of the quantitative results, exploiting the different and sometimes complementary physical effects provided by different NDTs. Lui et al (Liu, Forsyth, & Komorowski, 2007) provide a very wide state-of-the-art regarding NDTs data fusion techniques, they established that the usage of multiple NDTs methods is employed in order to increase the reliability and reduce the uncertainty of testing and evaluation. Nonetheless, there are cases in which the use of all available tests creates a model that only works in the samples used to instantiate it, i.e., the model does not generalize.…”
Section: Introductionmentioning
confidence: 99%
“…Maierhofer et al (Maierhofer, Zacher, Khol, & Wöstmann, 2008) used radar, ultrasonic, impact-echo and thermography data fusion for predicting deterioration of concrete vehicular bridges, it was established that the data fusion technique increases the reliability, and improved the accuracy of the quantitative results, exploiting the different and sometimes complementary physical effects provided by different NDTs. Lui et al (Liu, Forsyth, & Komorowski, 2007) provide a very wide state-of-the-art regarding NDTs data fusion techniques, they established that the usage of multiple NDTs methods is employed in order to increase the reliability and reduce the uncertainty of testing and evaluation. Nonetheless, there are cases in which the use of all available tests creates a model that only works in the samples used to instantiate it, i.e., the model does not generalize.…”
Section: Introductionmentioning
confidence: 99%
“…Therefore, in order to fully conduct the process of nondestructive imaging of the structure state data fusion of multiple features extracted from both methods results were carried out. The multiple sources inspection make the evaluation system more robust for the unwanted disturbances and increase the overall performance of the accession process [9], [10]. The block diagram of the algorithm utilized in this paper is presented in Fig.…”
Section: Data Fusionmentioning
confidence: 99%
“…After the new components extraction multiresolution analysis (MRA) was carried out to obtain final data fusion results [10] In this paper the wavelet decomposition WT was utilized. WT is one of the most effective decompositions methods allowing to obtain a good resolution in both time and frequency domain.…”
Section: Data Fusionmentioning
confidence: 99%
“…The purpose of data fusion is to combine the capabilities of each sensor modality with historic data to provide more accurate and complete information [88], [60]. Three factors should be considered:…”
Section: Data Fusion and Machine Learningmentioning
confidence: 99%