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Neural Network-Based Diesel Engine Emissions Prediction Using In-Cylinder Combustion Pressure
Technical Paper
1999-01-1532
ISSN: 0148-7191, e-ISSN: 2688-3627
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English
Abstract
This paper explores the feasibility of using in-cylinder pressure-based variables to predict gaseous exhaust emissions levels from a Navistar T444 direct injection diesel engine through the use of neural networks. The networks were trained using in-cylinder pressure derived variables generated at steady state conditions over a wide speed and load test matrix. The networks were then validated on previously “unseen” real-time data obtained from the Federal Test Procedure cycle through the use of a high speed digital signal processor data acquisition system. Once fully trained, the DSP-based system developed in this work allows the real-time prediction of NOX and CO2 emissions from this engine on a cycle-by-cycle basis without requiring emissions measurement.
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Traver, M., Atkinson, R., and Atkinson, C., "Neural Network-Based Diesel Engine Emissions Prediction Using In-Cylinder Combustion Pressure," SAE Technical Paper 1999-01-1532, 1999, https://doi.org/10.4271/1999-01-1532.Also In
References
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