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Processing calibration data of low-temperature thermometer based on clustering algorithm
Yi Liao1,2, Yu Zhang2,3, Kuifan Zha2
1Department of Physics, Southern University of Science and Technology, Shenzhen 518055, China.
This study presents a simple, high-accuracy in-lab calibration system for cryogenic thermometers. It utilizes copper screws and clustering algorithms to achieve precise temperature measurements quickly and cost-effectively.
Area of Science:
- Cryogenics
- Metrology
- Sensor Technology
Background:
- High cost and long calibration lead times limit cryogenic thermometer availability.
- In-lab calibration systems are needed for rapid deployment of uncalibrated or custom sensors.
Purpose of the Study:
- To develop a straightforward, high-accuracy in-lab calibration system for cryogenic thermometers.
- To implement an automated data processing model for efficient calibration.
Main Methods:
- Utilized copper screws as thermal links to minimize temperature oscillations on the sensor platform (to millikelvin levels).
- Developed and optimized a data processing model employing clustering algorithms for automated data analysis.
- Integrated a cryogen-free refrigerator for temperature control.
Main Results:
- Cryogenic temperature sensors calibrated showed high accuracy with <1% relative error against standard thermometers.
- Automated data processing for two uncalibrated thermometers completed in just over 10 minutes.
- Temperature oscillation on the sensor platform was suppressed to a few millikelvins.
Conclusions:
- The developed system offers a cost-effective and efficient solution for in-lab cryogenic thermometer calibration.
- The automated data processing model significantly reduces calibration time and enhances accuracy.
- This approach enables faster utilization of uncalibrated and self-made cryogenic sensors.
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