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Applying 3D X-ray Microscopy to Model Coated Gasoline Particulate Filters under Practical Driving Conditions
Raimund Walter1,2,3, Jens Neumann1, Astrid Velroyen4
1Development Powertrain, BMW Group, Schleißzheimer Str. 422, 80937 Munich, Germany.
Environmental Science & Technology
|August 22, 2022
Summary
3D X-ray microscopy aids in modeling coated gasoline particulate filters (GPFs). This study presents a macroscopic model for GPF simulation under driving conditions, improving filtration efficiency predictions.
Area of Science:
- Automotive Engineering
- Materials Science
- Chemical Engineering
Background:
- Advanced 3D X-ray microscopy enables detailed pore-scale analysis of coated gasoline particulate filters (GPFs).
- Existing complex 3D models are unsuitable for simulating GPFs under transient automotive driving conditions.
- Accurate modeling of GPFs is crucial for effective automotive aftertreatment systems.
Purpose of the Study:
- To develop a macroscopic model for coated GPFs applicable to transient driving cycles.
- To integrate quantitative analysis from 3D X-ray microscopy into a filtration model.
- To validate the macroscopic model using engine test bench measurements.
Main Methods:
- Utilized high-resolution 3D X-ray microscopy scans for quantitative analysis of coated GPFs.
- Employed a previously developed 1D + 1D flow model on the filter's channel scale.
- Validated the model with pressure drop and filtration characteristic measurements from a dynamic engine test bench.
Main Results:
- The macroscopic model, using properties derived from 3D X-ray microscopy, successfully replicated experimental measurements.
- Filter coating was found to reduce porosity and decrease medium-sized pores.
- Reduced porosity and pore size changes negatively impacted filtration efficiency in both steady-state and transient conditions.
Conclusions:
- A novel macroscopic model effectively simulates coated GPFs under driving conditions using 3D X-ray microscopy data.
- The study quantifies the impact of filter coating characteristics on filtration performance.
- Findings provide insights for optimizing GPF design and performance in automotive aftertreatment systems.

