학술논문

Emission Evaluation for Diesel Vehicles Under Typical Operating Conditions
Document Type
Conference
Source
2023 International Conference on Advanced Robotics and Mechatronics (ICARM) Advanced Robotics and Mechatronics (ICARM), 2023 International Conference on. :686-690 Jul, 2023
Subject
Robotics and Control Systems
Vehicle driving
Kinematics
Feature extraction
Air pollution
Data models
Data mining
Mutual information
diesel vehicle emission model
NOx emission
instantaneous vehicle speed model
Language
Abstract
China‘s ambient air quality has improved significantly as a result of the formulation and implementation of the Action Plan for the Prevention and Control of Air Pollution and the Three-Year Action Plan for Winning the Blue Sky Defense War, but the air pollution problem in key regions remains severe, diesel truck pollution has not been effectively addressed, and mobile sources are an important source of nitrogen oxide emissions. The existing diesel vehicle emission model is primarily divided based on average vehicle speed and VSP binning methods, and it lacks an instantaneous vehicle speed model. This paper collected data from 10 diesel vehicles in order to accurately evaluate driving conditions and promote energy saving and emission reduction of heavy-duty diesel vehicles. Then we extracted 51,925 kinematic fragment data after cleaning abnormal data and built a kinematic feature evaluation system of diesel vehicles closely related to NOx emission. The sample data of kinematic segments were clustered into two groups of low-speed conditions and medium-speed conditions using the standardized mutual information to extract the characteristics with strong correlation with NOx and the vehicle driving conditions assessment model of cluster analysis. From the clustering results, the high NOx emission is completely classified into the low-speed working condition, which matches the conclusion that the high NOx emission region appears in the low-speed acceleration region reached by previous researchers through experimental studies, indicating that the kinematic feature evaluation model of diesel vehicles established in this paper is reasonable and effective.