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Optimization of Engine Performance Parameters and Exhaust Emissions in CI Engine Fuelled with Soapnut Bio-Diesel Blend Using Artificial Neural Networks

机译:用人工神经网络用SOAPNUT生物柴油混合物加油发动机性能参数和废气排放的优化

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With fossil fuels depleting at a fast rate and global temperatures attaining an all-time high, search for alternative fuels, to drive the vehicles of tomorrow, has become more rampant. Bio-diesels made from different animal and plant stocks, due to their similar properties to diesel fuel, thus are of great interest to researchers. With reduced CO, NO_x, PM and other toxic emissions thereby decreasing health costs, bio-diesel is the ideal alternative to save the environment from further deterioration. In this study, Bio-diesel is produced from non-edible vegetable oil produced from Soapnut which though widely available in India, is otherwise considered waste. Using the oil from Soapnut seeds is not only a scheme for converting waste to wealth and earn commercial gains but also a vital source of biodiesel due to high oil content. The Artificial Neural Network (ANN) technique is used here to optimize the performance and control the harmful emissions from a CI engine operating on this Soapnut oil-diesel blend. Input parameters used are Engine rpm, fuel properties and density of the fuel. Comparing these with the experimental results it has been found that ANN can be effectively used for optimizing the performance and emissions of a Soapnut oil-fuelled Diesel Engine.
机译:随着化石燃料以快速速度和全球气温耗尽,达到历史新高,寻找替代燃料,驾驶明天的车辆,已经变得更加猖獗。由于与柴油燃料的类似性质,由不同的动物和植物股制成的生物柴油,因此对研究人员来说非常感兴趣。通过减少CO,NO_X,PM和其他有毒排放,从而降低了健康成本,生物柴油是拯救环境从进一步恶化的理想选择。在这项研究中,生物柴油是由Soapnut生产的非食用植物油生产,虽然印度广泛可用,但是被认为是浪费。使用来自SOAPNUT种子的油不仅是将废物转化为财富的方案,并且由于高油含量,也是生物柴油的重要来源。这里使用人工神经网络(ANN)技术来优化性能并控制来自该SOAPNUT油柴油混合物的CI发动机的有害排放。所用的输入参数是发动机RPM,燃料特性和燃料密度。将这些结果与实验结果进行比较,已经发现ANN可以有效地用于优化SOAPNUT油燃油柴油发动机的性能和排放。

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