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Terahertz Microfluidic Sensing Using a Parallel-plate Waveguide Sensor
Published on: August 30, 2012
Recognition of genetically modified product based on affinity propagation clustering and terahertz spectroscopy
1College of Food Science, Southwest University, Chongqing 400715, China; Guangxi Key Laboratory of Automatic Detecting Technology and Instruments (Guilin University of Electronic Technology), China.
Abstract:
In this paper, based on the terahertz spectrum, a new identification method of genetically modified material by support vector machine (SVM) based on affinity propagation clustering is proposed. This algorithm mainly uses affinity propagation clustering algorithm to make cluster analysis and labeling on unlabeled training samples, and in the iterative process, the existing SVM training data are continuously updated, when establishing the identification model, it does not need to manually label the training samples, thus, the error caused by the human labeled samples is reduced, and the identification accuracy of the model is greatly improved.
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