Fast measurement and estimation of transient soot emission from a production Diesel engine
2017
| Author(s): | Zhang Z. | 
| Year: | 2017 | 
| Month: | 2 | 
| Abstract: | This thesis presents a new hybrid sensor based on in-situ Laser Induced Incandescence (LII) device 
allowing fast response and high frequency soot measurements in a production engine. The whole 
setup consists of a pulsed laser system, a fast optical detector and a special, compact designed 
in-situ optical LII probe, which makes it possible to change the measurement location. This work 
proposes a calibration method to allow relating the LII readings to soot emission. To this end, 
the first principle approaches are first analyzed, and then a hybrid sensor is derived by data-based 
methods. This hybrid sensor combines information related to both the engine working conditions and 
the readings of the LII. Its calibration is done using only steady state values, but its performance is 
assessed by comparisons with the AVL Opacimeter under both steady states and transient conditions 
(the FTP cycle and NEDC cycle). 
In order to validate the dynamics of the hybrid sensor, a fast reference would be needed. Attempts 
to use an in cylinder 2C spectroscopy did not provide conclusive answers. However, it is known 
that in-cylinder pressure data can be used for modeling of engine related quantities, in particular for 
NOx emission. In this case a virtual soot sensor, based on piecewise principal components analysis 
(PCA), was designed. Although its absolute precision is limited, it provides a delay-free estimation 
from a given cylinder. The lagged time from combustion to LII system or Opacimeter can be easily 
displayed. The comparison between the model and LII measurement confirms the earlier response 
of hybrid sensor systems. With the help of the virtual sensor, the transient delay time of a hybrid 
sensor can also be calculated. 
Finally, a conclusion and an outlook of this work are summarized. They will aid to the further 
research on the evolution process of soot during LII, the measurement of transient soot and even the 
soot from selective cylinders. | 

