Shijiazhuang Posts and Telecommunications Technical College, Shijiazhuang, Hebei 050021, China.
Comput Intell Neurosci. 2022 Mar 17;2022:2076591. doi: 10.1155/2022/2076591. eCollection 2022.
This study applies the Internet of things information-aware technology to the process of electronic market warehousing and logistics management, effectively perceives warehouse electronic product logistics information, and improves the real-time perception of electronic product logistics information and the efficiency of electronic product storage logistics management. This study first analyzes the needs of the intelligent electronic market warehouse logistics management system and then builds the IoT architecture of the intelligent warehouse logistics assembly logistics management system for electronic warehouses based on machine learning algorithms, which solves the problems that exist in the current workshop electronic market warehouse logistics management. Then, the principle of RFID technology is introduced. The accuracy of RFID tag estimation is analyzed by the PEPC tag estimation algorithm. It is concluded that the PEPC tag estimation algorithm reduces the tag estimation error and improves the accuracy of tag estimation. Finally, an intelligent warehousing logistics management system based on IoT RFID technology is established. The test results show that the system can meet the requirements of intelligent warehousing function in the electronic market, which will greatly improve the warehousing efficiency of electronic products.
本研究将物联网信息感知技术应用于电子市场仓储物流管理过程中，有效感知仓库电子产品物流信息，提高电子产品物流信息的实时感知和电子产品仓储物流管理效率。本研究首先分析了智能电子市场仓库物流管理系统的需求，然后基于机器学习算法构建了智能仓库物流装配物流管理系统的物联网架构，解决了当前车间电子市场仓库物流管理中存在的问题。然后，介绍了 RFID 技术的原理。通过 PEPC 标签估计算法分析了 RFID 标签估计的准确性。结论表明，PEPC 标签估计算法降低了标签估计误差，提高了标签估计的准确性。最后，建立了基于物联网 RFID 技术的智能仓储物流管理系统。测试结果表明，该系统能够满足电子市场智能仓储功能的要求，将大大提高电子产品的仓储效率。
