<p>Application of CFD and ANN in Predicting the Flow Nature of Flue Gas in the Catalytic Converter</p>
Online Publishing @ NISCAIR
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Title Statement |
<p>Application of CFD and ANN in Predicting the Flow Nature of Flue Gas in the Catalytic Converter</p> |
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Added Entry - Uncontrolled Name |
Sathyanarayanan, S ; National Institute of Technology, Tiruchirappalli 620 015 Tamilnadu, India Suresh, S ; National Institute of Technology, Tiruchirappalli 620 015 Tamilnadu, India Sridharan, M ; K.Ramakrishnan College of Engineering, Tiruchirappalli 621 112 India |
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Uncontrolled Index Term |
Diffuser plate, Flow trajectory, Laminar flow, Turbulence, Uniform flow distribution |
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Summary, etc. |
<p>The main objective of this research is to improve the performance of the catalytic converter by achieving uniform flow distribution of petrol engine exhaust gas using a distributor plate in the upstream section. The flow analysis in the catalytic converter is conducted using computational fluid dynamics (CFD) Solid works 2017 simulation software. Totally, flow simulation is carried out for twelve different cases. It has been observed that a 140 mm diffuser and distributor plate positioned 117 mm from the entrance delivers the optimal flow trajectory. This catalytic converter highly exhibits a non-linear correlation between the input and output variables. Results of such simulation study are then considered as an input for artificial neural network (ANN) model, an artificial intelligence (AI) technique. Results predicted by the ANN model are compared with CFD output. Compared outputs are in good agreement with each other. To sum up, we conclude that by introducing the distributor plate in the flow regime of the conventional catalytic converter, we can accelerate the rate of uniform flow distribution.</p> |
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Publication, Distribution, Etc. |
Journal of Scientific & Industrial Research 2022-03-03 17:23:11 |
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Electronic Location and Access |
application/pdf http://op.niscair.res.in/index.php/JSIR/article/view/44464 |
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Data Source Entry |
Journal of Scientific & Industrial Research; ##issue.vol## 81, ##issue.no## 01 (2022): Journal of Scientific and Industrial Research |
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Language Note |
en |
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Nonspecific Relationship Entry |
http://op.niscair.res.in/index.php/JSIR/article/download/44464/465541821 http://op.niscair.res.in/index.php/JSIR/article/download/44464/465541824 http://op.niscair.res.in/index.php/JSIR/article/download/44464/465541827 http://op.niscair.res.in/index.php/JSIR/article/download/44464/465541829 http://op.niscair.res.in/index.php/JSIR/article/download/44464/465541831 |
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