新能源动力研究所教育部重点实验室上海交通大学
纸质出版:2024
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包叶朋, 张毅然, 陈婷, 等. 基于传感器阵列及神经网络算法的NH3和NO2混合气体体积分数识别[J]. 传感器与微系统, 2024,(10):150-154.
包叶朋, 张毅然, 陈婷, 等. 基于传感器阵列及神经网络算法的NH3和NO2混合气体体积分数识别[J]. 传感器与微系统, 2024,(10):150-154. DOI: 10.13873/J.1000-9787(2024)10-0150-05.
针对电阻型气体传感器具有的交叉敏感性,开发了基于WO
3
传感器阵列及神经网络算法的NH
3
NO
2
混合气体体积分数预测技术。采用火焰合成法合成了La掺杂的WO
3
敏感材料并制备了气体传感器,与商用MQ—137电阻型气体传感器组成阵列。通过提取特征值、神经网络训练,构建传感器阵列输出与气体体积分数的映射模型,并使用该模型由传感器阵列的响应结果对NH
3
NO
2
混合气体进行体积分数预测。实验结果表明:经训练后的神经网络能对NH
3
NO
2
混合气体中各组分体积分数进行有效预测,平均预测误差分别为3.64%和2.48%。本文所开发的传感器阵列及神经网络算法有效避免了电阻型传感器选择性差的局限,实现了对NH
3
和NO
2
混合气体的高效识别和体积分数测量。
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