传感技术学报2012,Vol.25Issue(4):438-443,6.DOI:10.3969/j.issn.1004-1699.2012.04.004
气体传感器特征参数分析
Analysis of Feature Parameters of Gas Sensors
摘要
Abstract
Analysis of feature parameters plays an important role in gas sensor description, odor classification, gas component identification and quantification,etc. Typical and objective features extracted directly from the gas sensor response curves are analyzed from a statistics point of view. Response curves of a micro-hotplate based gas sensor array to CO,CH4 and NO2 gases with different concentrations are obtained from an automated test system. Objective steady and dynamic features are extracted and analyzed. A feature subset is constructed and verified by a Back-Propagation Neural Network(BPNN). Results show that the BPNN converges faster and reaches higher performance with the feature subset,which demonstrates the selected features are reasonable and informative.关键词
气体传感器/特征分析/特征选择/混合气体分析Key words
gas sensor/feature analysis/feature selection/gas mixture analysis分类
信息技术与安全科学引用本文复制引用
安文,魏广芬,杨春英..气体传感器特征参数分析[J].传感技术学报,2012,25(4):438-443,6.基金项目
国家自然科学基金项目(60746001,61174007) (60746001,61174007)
山东省中青年科学家奖励基金项目(BS2010DX022) (BS2010DX022)