Laser-induced breakdown spectroscopy based explosive real-time remote detection method
A technology of laser-induced breakdown and detection method, applied in the field of spectral detection, can solve the problems of high false alarm rate, long analysis time, and complicated sample preparation process for detection, so as to improve the accuracy, improve the efficiency of detection, and simplify the detection. effect of the process
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Embodiment 1
[0050] Take K-means as an example to illustrate the process of unsupervised learning for explosives identification in airport detection. Because explosives are often contaminated on suitcases, suitcases are usually made of plastic. Therefore, the selected samples are three kinds of explosives (respectively CL-20, RDX, HMX) and two kinds of plastics (respectively ABS and Nylon). The specific implementation is divided into the following three steps.
[0051] Step 1. Collect Spectrum
[0052] When collecting LIBS spectra, 12 laser pulses are fired at each part of the sample, the first two are used to clean the surface of the sample, so they are removed and used, and the average value of the last 10 shots is used as a spectrum picture . Then change to a new position to continue to acquire the LIBS spectrum of the sample. 50 spectra were obtained for each sample picture , a total of 250 spectra were obtained for 5 samples picture .
[0053] Described a kind of short-dista...
Embodiment 2
[0078] Taking PLS-DA as an example, the process of supervised learning for explosives identification is illustrated. Choose explosives TNT and 7 kinds of non-explosives ABS, HDPE, PET, PMMA, PP, PS, PVC as samples. The spectra of the above samples were collected using a laser-induced breakdown spectroscopy measurement system, and 100 spectra were collected for each sample.
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