农业工程学报2017，Vol.33Issue(21)：282-288,7.DOI:10.11975/j.issn.1002-6819.2017.21.035
基于温度感知RFID标签的冷链厢体中温度监测
Temperature monitoring in cold chain chamber based on temperature sensing RFID labels
摘要
Abstract
Temperature is the core of cold chain and its monitoring plays a fundamental role on controlling temperature and reducing energy consumption comfortably. With the development of information and communication technology, the monitoring of cold chain temperature has been developed from single point to multipoint, from wired to wireless, and from delayed to real-time. Compared with the temperature monitoring based on WSN (wireless sensor network), the temperature monitoring based on RFID (radio frequency identification) has the characteristics of low cost, low energy consumption and high flexibility. For the problem of lack of effective data validation with RFID temperature tags applied in the processing of cold chain logistics temperature monitoring, a cold chain simulation chamber was used for this study. The chamber's wall thickness is 15 cm and the refrigeration unit is fixed at the lower part of a circulating fan with a diameter of about 0.30 m. Twelve boxes of apples were placed in the middle of the chamber to provide a stable source of respiratory heat. Temperature monitoring experiment was designed through deploying 42 temperature sensing RFID tags in the chamber. The chamber space was divided into 3 types of virtual sections, i.e. 7 cross surfaces, 3 longitudinal sections and 2 layers. The experiment was lasting for 69 h from 14:00 on December 7 to 11:00 on December 10 in 2016. It was split into 3 stages according to the temperature's diversification, which were mechanical cooling, cold chain keeping and temperature recovering. Simultaneously, 7 portable temperature recorders were deployed in the sites selected from 42 temperature sensing RFID tags points to record the temperature, and the difference between the 2 temperature monitoring methods was compared. In addition, temperature spatial simulation data with CFD (Computational Fluid Dynamics) were compared with the temperature sensing RFID tag data to analyze spatial difference. The recording interval was 4 min. Characteristics of temporal and spatial variation were analyzed through the experiment and using Microsoft Excel 2010 software, CFD simulation software and Fluent 15.0 solver. At each point 1035 data were collected, and 43470 RFID tags data for 42 points were collected in the experiment. Seven synchronous data from portable temperature recorders and temperature sensing RFID tags showed that temperature difference between the 2 temperature monitoring methods in the range from -1.0 to -0.5 ℃ and from -0.5 to +0.5 ℃ accounted for 24.6% and 43.6%respectively. The result indicates that it is feasible to use RFID tags for temperature monitoring in cold chain processing. Further, temperature monitoring data from 42 RFID tags in the 3 different stages showed that, time consumption in the mechanical cooling stage was less than 1 h, temperature fluctuation in the cold chain keeping stage between 0 to 4 ℃ was obvious, and time consumption in the temperature recovering stage was about 49 h. Through deeper analysis on the temperature monitoring data of different virtual sections from the mechanical cooling stage and the cold chain keeping stage, the result showed that temperature difference in the initial cooling stage was unstable and spatial distribution in the temperature calm stage was significant. Specially, the feature that the site nearer to the outlet had faster cooling was evident. Taking the average temperature of T2 (No.2 cross surface) and T6 (No.6 cross surface) as an example, the data acquired by temperature sensing RFID tag were compared with CFD simulation data. Except for the interference of measurement precision, RMSE (root-mean-square-error) and ARD (average-relative-deviation) of T2 were 0.73 ℃ and 13.58%. RMSE and ARD of T6 were 0.56℃ and 10.94%. Spatial consistency was verified. The research result can provide the reference for achieving low cost and continuous temperature monitoring in cold chain logistics. The follow-up studies can be enhanced by improving package design label or the use of high precision sensor, with better application in the whole cold chain of tracking.关键词
温度分布/监测/冷藏/冷链/RFID/CFD/感知标签Key words
temperature distribution/monitoring/cold storage/cold chain/radio frequency identification/computational fluid dynamics/sensing label分类
轻工纺织引用本文复制引用
钱建平,范蓓蕾,张翔,杜晓伟,孙立涛,王以忠..基于温度感知RFID标签的冷链厢体中温度监测[J].农业工程学报,2017,33(21):282-288,7.基金项目
国家重点研发计划项目-食品供应链质量控制与管理系统研发(2016YFD0401205) （2016YFD0401205）
北京市农林科学院2017年度科研创新平台建设(KYCXPT201723) （KYCXPT201723）
