With the rapid development of intelligent logistics, the intelligence of warehouse management has become the key to commercial competition. The traditional manual operation method is no longer sufficient to meet the needs of modern warehouse management, so there is an urgent need to introduce advanced technological means to improve warehouse efficiency and accuracy. This article designs and implements an intelligent warehouse management system based on RFID and Faster RCNN image recognition algorithms. On the one hand, RFID technology is used to provide real-time 3D positioning information of goods, and on the other hand, Faster R-CNN is applied for fast and efficient object detection. The integration of two technologies can significantly improve the efficiency of warehousing and distribution. According to the experimental results, we can see that the average delivery time of the intelligent warehouse management system based on the RFID and Faster R-CNN model is $\mathbf{1 2. 7}$ hours, which is much shorter than the pure CNN method, which is $\mathbf{1 7. 7}$ hours. In comparison, the former is shorter by 5 hours. The RFID+Faster R-CNN method has a smaller range of delivery time fluctuation, which can maintain higher stability and adaptability in different environments.


    Access

    Check access

    Check availability in my library

    Order at Subito €


    Export, share and cite



    Title :

    Design and Application of Intelligent Warehouse Management System Based on RFID and Image Recognition Technology


    Contributors:
    Kong, Lin (author) / Kurexi, Adilijiang (author) / Zhang, Jiang (author) / Guo, Huan (author) / Luo, Hongji (author)


    Publication date :

    2024-10-23


    Size :

    446690 byte




    Type of media :

    Conference paper


    Type of material :

    Electronic Resource


    Language :

    English



    RFID technology in a smart warehouse application study

    Du, Dan | British Library Conference Proceedings | 2023


    RFID-based intelligent inventory device for waste transformers in material warehouse

    ZHANG SHENG / SHI JIANXUN / WANG XIN et al. | European Patent Office | 2020

    Free access

    WAREHOUSE MANAGEMENT SMART CART IN DISTRIBUTION PLACE FOR INTELLIGENT WAREHOUSE MANAGEMENT SYSTEM

    YU HYO JUN / KIM MYONG CHUL | European Patent Office | 2015

    Free access

    Intelligent warehouse management system and method based on Internet of Things technology

    YANG WEIMIN / ZHOU RONGHU / GAO LILI et al. | European Patent Office | 2020

    Free access

    Secure and Intelligent Road Traffic Management System Based on RFID Technology

    Saad, Amani A. / Zouka, Heshem A. El / Al-Soufi, Sadek A. | IEEE | 2016