为了提高供应链数据的管理水平,首先设计了基于RPA机器人应用技术的供应链数据采集系统,利用互联网的三层架构方式,将RPA机器人与感知层数据进行通信,采用软硬件相结合的方式实现了供应链数据采集的功能,利用供应链RFID数据分析方法将供应链的RFID数据统一成供应链正常运行中的时间序列格式,从而实现对供应链数据的分析与应用。实验结果表明,在数据规模为1000时误报的次数只有12次,并且在数据规模小于1000时误报次数均少于12次。
Abstract
In order to improve the management level of supply chain data,a supply chain data acquisition system based on RPA robot application technology is first designed,using the three-layer architecture of the internet to communicate RPA robots and perception layer data,using a combination of hardware and software.The function of supply chain data collection is realized,and the method of supply chain RFID data analysis is used to unify the RFID data of the supply chain into the time series format in the normal operation of the supply chain,so as to realize the analysis and application of the supply chain data.The experiment results show that when the data scale is 1000,the number of false positives is only 12 times,and when the data scale is less than 1000,the number of false positives is less than 12 times.
关键词
数据采集 /
RPA /
数据分析 /
ATmegal128
Key words
data collection /
RPA /
data analysis /
ATmegal128
{{custom_sec.title}}
{{custom_sec.title}}
{{custom_sec.content}}
参考文献
[1] 陈锦回,伍行素.5G技术在供应链协同库存管理数据采集中的应用[J].物流工程与管理,2019,41(8):3.
[2] 王清珍,邵杰.基于信息分析的集群式供应链物流效率评估系统设计[J].现代电子技术,2020,43(13):5.
[3] 黄飞杰,尹健康,宋红文,等.基于二维码卷烟智慧供应链数据可靠性研究[J].物流科技,2020,43(8):4.
[4] 徐帅军,陈帮春,赵志科,等.基于物联网的肉类供应链跟踪系统平台开发[J].黄河科技学院学报,2020,22(2):3.
[5] 冯玺清.数据挖掘在供应链金融风险控制中的应用[J].全国商情·理论研究,2019(29):160-161.
[6] 王众,梁早清,郑业鲁,等.语义网技术与区块链技术的交集在农产品质量安全追溯领域的应用[J].农业图书情报,2019,31(1):9.
[7] 田真真,赵书良,李文斌,等.基于耦合度量的多尺度聚类挖掘方法[J].数据采集与处理,2020,35(3):14.
[8] K Tiwari,Khan M S.An action research approach for measurement of sustainability in a multi-echelon supply chain:Evidences from Indian sea food supply chains[J].Journal of Cleaner Production,2019,235(OCT.20):225-244.
[9] 董海,徐德珉.三渠道回收模式下闭环供应链混沌控制研究[J].复杂系统与复杂性科学,2020,17(1):8.
[10] Birkie S E,Trucco P.Do not expect others do what you should!Supply chain complexity and mitigation of the ripple effect of disruptions[J].International Journal of Logistics Management,2020,31(1):123-144.
PDF(1747 KB)
