Research on RFID Localization Algorithm of Refrigerator Foods Based on Improved DenseNet Model

Long-term storage of food items often leads to expiration, as the user gradually forgets about their existence. Under this background, efficiently locating and managing food items in a complex environment is a bottleneck that must be solved for future refrigerators to substantially improve life qual...

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Bibliographic Details
Published inIEEE networking letters Vol. 5; no. 2; pp. 135 - 139
Main Authors Cui, Xuerong, Yu, Zhicheng, Li, Juan, Jiang, Bin, Li, Shibao, Liu, Jianhang
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 01.06.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Adaptation models
Algorithms
Antennas
Computational modeling
Convolution
DenseNet
Fingerprint recognition
Food
food localization
Localization
Location awareness
Radio frequency identification
Radiofrequency identification
Refrigerators
RFID
SE block
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Summary:Long-term storage of food items often leads to expiration, as the user gradually forgets about their existence. Under this background, efficiently locating and managing food items in a complex environment is a bottleneck that must be solved for future refrigerators to substantially improve life quality for their users. This letter proposes an RFID fingerprint localization algorithm based on an improved DenseNet model combined with the Attention Mechanism to solve this problem. Compared with traditional CNNs, the improved model is 48.19% smaller in terms of the number of parameters and has better accuracy.
ISSN:2576-3156
2576-3156
DOI:10.1109/LNET.2023.3258458