电子设计工程
電子設計工程
전자설계공정
Electronic Design Engineering
2015年
20期
114-116
,共3页
王鑫%佟仕忠%付贵增%郭颖
王鑫%佟仕忠%付貴增%郭穎
왕흠%동사충%부귀증%곽영
电子鼻系统%HART协议%支持向量机%参数补偿
電子鼻繫統%HART協議%支持嚮量機%參數補償
전자비계통%HART협의%지지향량궤%삼수보상
electric sensor system%HART%SVM%compensation of parameters
简要介绍采用HART协议的电子鼻系统和其电子元件,利用连续相位的FSK调制和解调技术使数据传输受到最小扰动. 着重说明支持向量机算法适合在小样本数据情况,其核函数可以向高维空间非线性映射的优点.对系统前端传感器构建其非线性回归预测的数学模型, 实现在软件上对参数补偿, 提高了电子鼻系统的精度, 其拟合度R=99.777 7%,方差MSE=9.354 13e-05.
簡要介紹採用HART協議的電子鼻繫統和其電子元件,利用連續相位的FSK調製和解調技術使數據傳輸受到最小擾動. 著重說明支持嚮量機算法適閤在小樣本數據情況,其覈函數可以嚮高維空間非線性映射的優點.對繫統前耑傳感器構建其非線性迴歸預測的數學模型, 實現在軟件上對參數補償, 提高瞭電子鼻繫統的精度, 其擬閤度R=99.777 7%,方差MSE=9.354 13e-05.
간요개소채용HART협의적전자비계통화기전자원건,이용련속상위적FSK조제화해조기술사수거전수수도최소우동. 착중설명지지향량궤산법괄합재소양본수거정황,기핵함수가이향고유공간비선성영사적우점.대계통전단전감기구건기비선성회귀예측적수학모형, 실현재연건상대삼수보상, 제고료전자비계통적정도, 기의합도R=99.777 7%,방차MSE=9.354 13e-05.
First of all. This paper briefly introduces electric sensor system use HART protocol and other electric hardware parts. On For the purpose of minimal interference data transmission on Electric Sensor System use continuous phase FSK modulation and demodulation techniques,.Secondly, the use of the advantages of small data and kernel function to the higher space nonlinear map on support vector machine regression algorithm , To predict a mathematical nonlinear model to fit the front sensor of the Electric Sensor System, implement the compensation of parameters in software part. By combining software and hardware methods to improve the accuracy of the Electronic Sensor System.Its fit R=99.777 7%,MSE=9.354 13e-05.