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Related Experiment Video

Updated: May 4, 2026

Fiber Optic Distributed Sensors for High-resolution Temperature Field Mapping
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Fiber Optic Distributed Sensors for High-resolution Temperature Field Mapping

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A two-dimensional flow sensor with integrated micro thermal sensing elements and a back propagation neural network.

Ruiyi Que1, Rong Zhu2

  • 1State Key Laboratory of Precision Measurement Technology and Instruments, Department of Precision Instruments, Tsinghua University, Beijing 100084, China. qry09@mails.tsinghua.edu.cn.

Sensors (Basel, Switzerland)
|January 4, 2014
PubMed
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This study presents a novel flow sensor with 360° direction sensitivity using four sensing elements and a data fusion algorithm. It accurately measures airflow speed and direction, proving its effectiveness in wind tunnel experiments.

Area of Science:

  • Microelectromechanical systems (MEMS)
  • Fluid dynamics
  • Sensor technology

Background:

  • Accurate measurement of fluid flow magnitude and direction is crucial in various applications.
  • Existing flow sensors often have limitations in directional sensitivity or structural complexity.

Purpose of the Study:

  • To develop a novel flow sensor with two-dimensional 360° direction sensitivity.
  • To achieve high accuracy in measuring both airflow speed and direction using a simple structure and advanced data fusion.

Main Methods:

  • Fabrication of a Ti/Au thin-film probe (2 mm diameter) using micromachining.
  • Utilizing four sensing elements in constant temperature difference (CTD) mode as heaters and detectors.
  • Employing a BP neural network for data fusion to deduce flow parameters.

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High-precision Electromagnetic Flowmeter with Empty Pipe Detection via Complex Programmable Logic Device-based Waveform Recognition
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Related Experiment Videos

Last Updated: May 4, 2026

Fiber Optic Distributed Sensors for High-resolution Temperature Field Mapping
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Thermal Measurement Techniques in Analytical Microfluidic Devices
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Thermal Measurement Techniques in Analytical Microfluidic Devices

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Main Results:

  • The sensor achieved 360° directional sensitivity by measuring flow-induced temperature differences.
  • Wind tunnel tests demonstrated airflow speed accuracy of 0.72 m/s (3-30 m/s range).
  • Flow direction angle accuracy reached 1.9° across the full 360° range.

Conclusions:

  • The novel flow sensor design is validated through simulations and experiments.
  • The proposed data fusion algorithm effectively determines flow magnitude and direction.
  • The sensor offers a simple yet effective solution for precise multi-directional flow measurement.