Multidimensional microsphere coding and decoding method and system
A multi-dimensional, encoding and decoding technology, applied in the field of biochip detection, can solve the problem that the detection throughput cannot meet the clinical needs, and achieve the effect of automatic decoding, high throughput and efficiency improvement.
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Embodiment 1
[0055] In this embodiment, the decoding method of the system is as follows Figure 4 shown, including the following steps:
[0056] S10, establishing a database 40. Prepare known coded fluorescent microspheres with different particle sizes, different fluorescence spectral characteristics or different fluorescent light intensities, and obtain the particle size data, fluorescent spectral waveforms, and fluorescent light intensity data of each fluorescent microsphere through instruments and equipment. The corresponding data is obtained by a statistical method as the data of the database 40, where the statistical method may be mean value, median value (including but not limited to) and the like. Specifically, the fluorescent microsphere code (the first code A and the second code B) is obtained through the data acquisition module 10 as multiple sets of known size data and fluorescent optical data, for example, M*N kinds of known codes are prepared (M represents The codable quanti...
Embodiment 2
[0084] In this embodiment, the system further includes a classifier, and the decoding method of the system is as follows: Image 6 shown, including the following steps:
[0085]S10', training a classifier, inputting the type of each fluorescent microsphere to be trained and the fluorescent optical data into the classifier to train the classifier to obtain a trained classifier.
[0086] The classifier is used to map the data to be tested to one of the given categories, so as to complete the classification of the data to be tested. The classifier includes support vector machine (SVM) and decision tree. Specifically in this embodiment, the classifier is used to map the fluorescent light intensity data of the fluorescent microsphere to be decoded to the type of the fluorescent microsphere to which it belongs, so as to realize the decoding of the second code of the fluorescent microsphere.
[0087] Generally speaking, in order to improve the performance of the classifier, the more...
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