基于神经网络的肺活量计在线标定装置的概念设计。

Q3 Medicine
Vahid Reza Nafisi, Manouchehr Eghbal, Nasim Torbati
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引用次数: 1

摘要

肺量仪的日常校准对提高肺诊断结果的准确性起着重要的作用。在临床使用中,需要有更精确和足够的仪器来校准肺活量。在此工作中,设计并开发了一个基于校准体积注射器的装置,并建立了一个电路来测量空气通量。注射器活塞上覆盖有特定尺寸和顺序的彩色胶带。当活塞在颜色传感器前运动时,根据条带的宽度计算输入的空气流量并传递给计算机。径向基函数(RBF)神经网络估计器利用新数据对原有的估计函数进行修正,提高了估计的精度和可靠性。仿真结果表明,误差均方根由13.7±0.37%提高到4.2±0.22%,即校正曲线提高了约70%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Conceptual Design of a Device for Online Calibration of Spirometer Based on Neural Network.

Conceptual Design of a Device for Online Calibration of Spirometer Based on Neural Network.

Conceptual Design of a Device for Online Calibration of Spirometer Based on Neural Network.

Conceptual Design of a Device for Online Calibration of Spirometer Based on Neural Network.

Daily calibration of spirometry devices plays an important role in promoting the accuracy of pulmonary diagnostic results. It is needed to have more precise and adequate instruments for calibrating spirometry during the clinical use. In this work, a device was designed and developed based on a calibrated-volume syringe and an electrical circuit was also built to measure the air flux. Some colored tapes with specific size and order covered the syringe piston. When the piston moved in front of the color sensor, the input air flow was calculated according to the width of the strips and transferred to the computer. A Radial Basis Function (RBF) neural network estimator used new data to modify the previous estimation function for increasing the accuracy and the reliability. The simulation showed that the root mean square of the error improved from 13.7±0.37% to 4.2±0.22%, i.e. the calibration curve has improved about 70%.

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来源期刊
Journal of Biomedical Physics and Engineering
Journal of Biomedical Physics and Engineering Medicine-Radiology, Nuclear Medicine and Imaging
CiteScore
2.90
自引率
0.00%
发文量
64
审稿时长
10 weeks
期刊介绍: The Journal of Biomedical Physics and Engineering (JBPE) is a bimonthly peer-reviewed English-language journal that publishes high-quality basic sciences and clinical research (experimental or theoretical) broadly concerned with the relationship of physics to medicine and engineering.
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