scholarly journals Model‐based validation of diagnostic software with application in automotive systems

2021 ◽  
Author(s):  
Jun Chen ◽  
Ramesh S
Keyword(s):  
Automotive Systems ◽  
Model Based ◽  
Diagnostic Software

scholarly journals Model-Guided Data-Driven Optimization for Automotive Compression Ignition Engine Systems

2019 ◽  
Vol 141 (03) ◽  
pp. S16-S23 ◽  
Author(s):  
Qingyuan Tan ◽  
Xiang Chen ◽  
Ying Tan ◽  
Ming Zheng
Keyword(s):  
Optimization Problems ◽  
Model Parameters ◽  
Compression Ignition Engine ◽  
Automotive Systems ◽  
Model Based ◽  
Expected Performance ◽  
And Control ◽  
Parameter Values ◽  
Engine Systems ◽  
Operating Points

Essentially, the performance improvement of automotive systems is a multi-objective optimization problem [1–4] due to the challenges in both operation management and control. The interconnected dynamics inside the automotive system normally requires precise tuning and coordination of accessible system inputs. In the past, such optimization problems have been approximately solved through expensive calibration procedures or an off-line local model-based approaches where either a regressive model or a first-principle model is used. The model-based optimization provides the advantage of finding the optimal model parameters to allow the model to be used to predict the real system behavior reasonably [5]. However, other than the model complexities, there are practically two issues facing the integrity of these models: modeling uncertainty due to inaccurate parameter values and/or unmodeled dynamics, and locally effective range around operating points. As a result, the optimum solutions extracted from the model-based approach could be subject to failure of expected performance [6].

A structured and systematic model-based development method for automotive systems, considering the OEM/supplier interface

2017 ◽  
Vol 158 ◽  
pp. 172-184 ◽  
Author(s):  
Kristian Beckers ◽  
Isabelle Côté ◽  
Thomas Frese ◽  
Denis Hatebur ◽  
Maritta Heisel
Keyword(s):  
Development Method ◽  
Automotive Systems ◽  
Model Based

Model-Based Test Signal Generation for Service Diagnosis of Automotive Systems

2010 ◽  
Vol 43 (7) ◽  
pp. 117-122 ◽  
Author(s):  
Michael Ungermann ◽  
Jan Lunze ◽  
Dieter Scharzmann
Keyword(s):  
Test Signal ◽  
Signal Generation ◽  
Automotive Systems ◽  
Model Based
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