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Fire detection using a gas sensor array with sensor fusion algorithms

机译:使用带传感器融合算法的气体传感器阵列进行火灾探测

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摘要

Conventional fire alarms are based on smoke detection. Nevertheless, in some fire scenarios volatiles are released before smoke. Fire detectors based only on chemical sensors have already been proposed as they may provide faster response, but they are still prone to false alarms in the presence of nuisances. These systems rely heavily on pattern recognition techniques to discriminate fires from nuisances. In this context, it is important to test the systems according to international standards for fires and testing the system against a diversity of nuisances.In this work, we investigate the behavior of a gas sensor array coupled to sensor fusion algorithms forfire detection when exposed to standardized fires and several nuisances. Results confirmed the ability to detect fires (97% Sensitivity), although the system still produces a significant rate of false alarms (35%) for nuisances not presented in the training set.
机译:常规火灾报警器基于烟雾探测。但是,在某些火灾情况下,挥发物会在冒烟之前释放出来。已经提出了仅基于化学传感器的火灾探测器,因为它们可以提供更快的响应,但是在存在滋扰的情况下,它们仍然易于产生误报。这些系统严重依赖于模式识别技术来将火与滋扰区分开。在这种情况下,重要的是要根据国际火灾标准测试系统并针对各种滋扰进行测试。在这项工作中,我们研究了与传感器融合算法耦合的气体传感器阵列在暴露于火中时的行为,以进行火灾探测标准化的大火和一些令人讨厌的事情。尽管系统仍然针对训练集中未出现的滋扰产生误报率(35%),但结果证实了能够探测火灾(灵敏度为97%)的能力。

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