Firstly, the chief problem of cold-chain logistics management was discussed, and the application of the RFID technology in the temperature monitoring was introduced. Then, the development of RFID data mining algorithms were studied in detail. Furthermore, a quick outlier detection algorithm (QOD) was proposed and the accuracy of QOD was proved by experimental results. Finally, the future of RFID cold chain temperature-controlled research was prospected.