Bayesian Method for Fuel Mass Estimation of Short Pilot Injections based on its Misfire Probability

Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceeding

Abstract

A fuel mass estimation method for short pilot diesel injections is proposed and analyzed in this article. Previous studies showed that the pilot misfire ratio was more strongly correlated with the fuel mass than the on-time. This characteristic is exploited for the fuel mass estimation in a region where it is otherwise challenging to get good estimation accuracy due to the low signal-to-noise ratio, such as by rail pressure measurements or in-cylinder pressure for heat release estimation. The suggested method uses a Bayesian approach where the calibrated injectors, the pilot misfire ratio and the misfire detection are stochastically modelled. The effect of the different model parameters and dispersion on the estimator properties are analyzed. Experimental results in a Scania D13 Diesel engine confirm the improvement in the pilot mass estimation, for the regions within the transition from full misfire to full combustion. In this region, a 60% reduction in the estimation error was obtained, from 0.66mg to 0.27mg standard deviation.

Details

Authors
Organisations
External organisations
  • Scania CV AB
Research areas and keywords

Subject classification (UKÄ) – MANDATORY

  • Control Engineering
  • Vehicle Engineering
Original languageEnglish
Title of host publication2020 American Control Conference, ACC 2020
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1507-1513
Number of pages7
ISBN (Electronic)9781538682661
Publication statusPublished - 2020
Publication categoryResearch
Peer-reviewedYes
Event2020 American Control Conference, ACC 2020 - Denver, United States
Duration: 2020 Jul 12020 Jul 3

Publication series

NameProceedings of the American Control Conference
Volume2020-July
ISSN (Print)0743-1619

Conference

Conference2020 American Control Conference, ACC 2020
CountryUnited States
CityDenver
Period2020/07/012020/07/03