Application of improved BP algorithm in temperature compensation of heat flux sensor

KANG Guo-lian; YANG Sui-jun; YE Shu-liang

doi:10.13873/J.1000-9787(2016)02-0154-03

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Application of improved BP algorithm in temperature compensation of heat flux sensor

更新时间：2025-09-11

- Application of improved BP algorithm in temperature compensation of heat flux sensor
- Vol. 35, Issue 2, Pages: 154-156(2016)
- 作者机构：
  
  中国计量学院工业与商贸计量技术研究所
- 作者简介：
- 基金信息：
- DOI：10.13873/J.1000-9787(2016)02-0154-03
  CLC： TP18;TP212
- Published：2016
- 稿件说明：
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[1]康国炼,杨遂军,叶树亮.改进BP算法在热流传感器温度补偿中的应用[J].传感器与微系统,2016,35(02):154-156.

KANG Guo-lian, YANG Sui-jun, YE Shu-liang. Application of improved BP algorithm in temperature compensation of heat flux sensor[J]. 2016, 35(2): 154-156.
[1]康国炼,杨遂军,叶树亮.改进BP算法在热流传感器温度补偿中的应用[J].传感器与微系统,2016,35(02):154-156. DOI： 10.13873/J.1000-9787(2016)02-0154-03.

KANG Guo-lian, YANG Sui-jun, YE Shu-liang. Application of improved BP algorithm in temperature compensation of heat flux sensor[J]. 2016, 35(2): 154-156. DOI： 10.13873/J.1000-9787(2016)02-0154-03.

摘要

针对帕尔贴（Peltier）热流传感器存在温度漂移问题

提出了一种基于改进BP神经网络的温度补偿模型。采用BP算法的多层前馈网络建立起热流传感器输出电压、实验温度与输入热流间的映射关系

又通过增加动量因子和自适应调节学习率来提高网络的收敛速度与增强网络平稳性。研究结果表明:动量因子—自适应学习率算法温度补偿模型效果明显。

Abstract

Aiming at temperature drift of Peltier heat flux sensor

a temperature compensation model based on improved BP neural network is proposed. Utilizing multilayer forward network of BP algorithm to build a mapping relationship between output voltage of heat flux sensor

experimental temperature and input heat flux

and by adding momentum factor and adaptively adjust learning rate to increase convergence speed and stabilization of network. Research results show that the temperature compensation model based on momentum factor-adapted learning rate algorithm has obvious effect.

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references

PSO-BP神经网络在多元有害气体检测中的应用 [J]. 龚雪飞,徐景,孙寿通,刘萍,简家文. 传感器与微系统 . 2015(02)

基于改进BP神经网络的电力负荷预测研究 [D]. 方方. 哈尔滨工业大学 2011

A research of dynamic compensation of coriolis mass flowmeter based on BP neural networks [J] . Dezhi Zheng,Peng Peng,Shangchun Fan. Instruments and Experimental Techniques . 2013 (3)

Performance of Peltier elements as a cryogenic heat flux sensor at temperatures down to 60 K [J] . T. Haruyama. Cryogenics . 2001 (5)

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