东北农业大学学报(英文版)2024,Vol.31Issue(3) :59-73.

Rapid Detection of Somatic Cell Count Based on Hybrid Variable Selection Method

Shen Weizheng Cui Xiang Wang Yan Nie Debao Zhang Qinggang Zheng Wei Sun Jian Yang Xin Dai Baisheng
东北农业大学学报(英文版)2024,Vol.31Issue(3) :59-73.

Rapid Detection of Somatic Cell Count Based on Hybrid Variable Selection Method

Shen Weizheng 1Cui Xiang 1Wang Yan 1Nie Debao 2Zhang Qinggang 2Zheng Wei 2Sun Jian 3Yang Xin 1Dai Baisheng1
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作者信息

  • 1. College of Electrical and Information,Northeast Agricultural University,Harbin 150030,China
  • 2. Heilongjiang Animal Husbandry Service,Harbin 150060,China
  • 3. College of Electrical and Information,Northeast Agricultural University,Harbin 150030,China;School of Information Engineering,Shandong Huayu University of Technology,Dezhou 253000,Shandong,China
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Abstract

Somatic cell count detection is the daily work of dairy farms to monitor the health of cows.The feasibility of applying near-infrared spectroscopy to somatic cell count detection was researched in this paper.Milk samples with different somatic cell counts were collected and preprocessing methods were studied.Variable selection algorithm based on hybrid strategy and modelling method based on ensemble learning were explored for somatic cell count detection.Detection model was used to diagnose subclinical mastitis and the results showed that near-infrared spectroscopy could be a tool to realize rapid detection of somatic cell count in milk.

Key words

near-infrared spectroscopy/somatic cell count/mastitis/rapid detection

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出版年

2024
东北农业大学学报(英文版)
东北农业大学

东北农业大学学报(英文版)

影响因子:0.075
ISSN:1006-8104
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