Blueberry bruise non-destructive detection based on hyperspectral information fusion combined with multi-strategy improved Beluga Whale Optimization algorithm

The integration of hyperspectral image information through feature fusion proved highly efficient for the early detection of bruising in blueberries. However, the effectiveness of this technology is contingent upon specific conditions in the detection environment, such as light intensity and temperature. The high accuracy of the optimized SVM model underscores its potential utility in post-harvest assessment of blueberries for early detection of bruising. Despite these promising results, further studies are needed to validate the model under varying environmental conditions and to explore its applicability to other fruit varieties.

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Publication Details

Journal
Frontiers in Plant Science
Published
2024-08-19
DOI
https://doi.org/10.3389/fpls.2024.1411485
Citations
7
Primary Topic
Spectroscopy and Chemometric Analyses
Type
article
Field-Weighted Citation Impact
1.65

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article

Blueberry bruise non-destructive detection based on hyperspectral information fusion combined with multi-strategy improved Beluga Whale Optimization algorithm

Dayang Liu, Liangkuan Zhu, Xiaoxiong Sun
7 citations
Frontiers in Plant Science
Spectroscopy and Chemometric Analyses
1.65
article

Blueberry bruise non-destructive detection based on hyperspectral information fusion combined with multi-strategy improved Beluga Whale Optimization algorithm

Dayang Liu, Liangkuan Zhu, Xiaoxiong Sun
article en
7 citations

Abstract

The integration of hyperspectral image information through feature fusion proved highly efficient for the early detection of bruising in blueberries. However, the effectiveness of this technology is contingent upon specific conditions in the detection environment, such as light intensity and temperature. The high accuracy of the optimized SVM model underscores its potential utility in post-harvest assessment of blueberries for early detection of bruising. Despite these promising results, further studies are needed to validate the model under varying environmental conditions and to explore its applicability to other fruit varieties.

Frontiers in Plant ScienceVol. 15
Minzu University of China (CN), Northeast Forestry University (CN)
National Natural Science Foundation of China, China Postdoctoral Science Foundation, Northeast Forestry University, Inner Mongolia University, Inner Mongolia University for Nationalities, Fundamental Research Funds for the Central Universities
Openalex Percentile: Top 18%
Spectroscopy and Chemometric Analyses
1.65
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