Broadband Temperature and Airflow Sensing Based on CSSR-Thermistor-Loaded Transmission Line Design
Open Access
- 9 March 2026
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 14, 45292-45301
Abstract
This work presents the design of a compact wireless temperature and airflow sensing method using a complementary split ring resonator (CSRR)-loaded microstrip transmission line integrated with thermistors. The sensing principle relies on the temperature-dependent resistance of the thermistor, where varying airflow temperature modulate the heating and cooling dynamics, resulting in measurable changes in the slope and amplitude of the CSRR-loaded transmission line response. To establish a predictive relationship between these dynamic features and actual air temperature variation, a linear regression model is utilized and validated using experimentally obtained datasets. The model achieves a mean square error (MSE) of less than 0.15 dB and sensitivity of 0.2 dB/°Celcius over 18% frequency bandwidth with less than 0.05 dB sensitivity variation. Further validation confirms that such a sensing mechanism can be utilized to distinctively measure airflow rate by monitoring the time-dependent variation of the transmission response and mapping these dynamic features to actual flow rate measurements. The fabricated prototype is characterized under controlled hot-air flows in the range of 11.3 – 22.1 standard liters per minute (SLPM) at a constant source temperature of 100° C. With its low-profile architecture and compatibility with low-cost fabrication techniques, the proposed sensing mechanism offers a scalable, robust, and easily integrable solution for real-time airflow monitoring in industrial ventilation, distributed sensing, and internet of things (IoT) applications.Keywords
Funding Information
- Rumah Program Organisasi Riset Elektronika dan Informatika (OREI), Internet of Things, National Research and Innovation Agency (BRIN), Indonesia (SK01022025)
- French Embassy in Indonesia through the Science et Impact 2025 Program
This publication has 37 references indexed in Scilit:
- The enhanced sensitivity of pitot tubes at low Reynolds numberFlow Measurement and Instrumentation, 2024
- The development of the ultrasonic flowmeter sensors for mass flow rate measurement: A comprehensive reviewFlow Measurement and Instrumentation, 2024
- Utilization of Machine Learning Techniques in Hot‐Film Based Airflow Rate Sensors for Improving Flow MeasurementAdvanced Intelligent Systems, 2024
- Self-Powered Airflow Sensor Based on Energy Harvesting of Ventilation Air in BuildingsAdvanced Fiber Materials, 2023
- Data-driven predictive control for smart HVAC system in IoT-integrated buildings with time-series forecasting and reinforcement learningApplied Energy, 2023
- Field demonstration and implementation analysis of model predictive control in an office HVAC systemApplied Energy, 2022
- Investigation of heat transfer from thin wires in air and a new method for temperature correction of hot-wire anemometersExperimental Thermal and Fluid Science, 2021
- Application of Hot-Wire Anemometry in the High Subsonic Organic Vapor Flow Regime2021
- A novel type of microstrip coupler utilizing a slot split-ring resonators defected ground planeMicrowave and Optical Technology Letters, 2005
- Application of complementary split-ring resonators to the design of compact narrow band-pass structures in microstrip technologyMicrowave and Optical Technology Letters, 2005