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Advanced monitoring of industrial burners based on fluctuating flame signals

机译:根据波动的火焰信号对工业燃烧器进行高级监控

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The present work explores the potential of pressure and radiation sensors for the advanced monitoring/control of industrial flames. These instruments are rugged, non-intrusive and non-expensive and might be used in routine plant operation to obtain direct information from the flame. However, further research is needed to assess the existence of relationships among their outputs and operating conditions as well as to define suitable methods for signal processing. Those aspects have been addressed by means of a thorough experimental programme in a model industrial burner. Parametric analysis of flame signals recorded for a broad range of operating conditions revealed that they varied widely with the actual combustion state. In order to perform a systematic study, different correlation techniques were tried. Multiple regression methods provided some insight into mutual influences among different variables, although only in case of linear dependences. Artificial neural networks have been used as a more versatile type of algorithms, suitable for complex functional forms between input and output variables. Remarkably good results were obtained when NO_x emissions or some burner settings were estimated from selected features of the flame signals, supporting their applicability for the development of advanced diagnostic methods in combustion processes.
机译:本工作探讨了压力和辐射传感器在工业火焰高级监视/控制中的潜力。这些仪器坚固,非侵入性且非昂贵,可用于常规工厂操作中以从火焰中获取直接信息。但是,需要进一步的研究来评估它们的输出和操作条件之间的关系是否存在,以及定义合适的信号处理方法。这些方面已经通过模型工业燃烧器中的全面实验程序解决。对在广泛的运行条件下记录的火焰信号进行的参数分析表明,它们随实际燃烧状态而变化很大。为了进行系统的研究,尝试了不同的相关技术。多元回归方法提供了对不同变量之间相互影响的一些见解,尽管仅在线性相关的情况下。人工神经网络已被用作一种更通用的算法,适用于输入和输出变量之间的复杂功能形式。当根据火焰信号的选定特征估算NO_x排放量或某些燃烧器设置时,可以获得非常好的结果,这支持了它们在燃烧过程中开发高级诊断方法的适用性。

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