Automated function development for emission control with deep reinforcement learning
The conventional automotive development process for embedded systems today is still time-
and data-inefficient, and requires highly experienced software developers and calibration …
and data-inefficient, and requires highly experienced software developers and calibration …
Towards a powerful hardware-in-the-loop system for virtual calibration of an off-road diesel engine
A Riccio, F Monzani, M Landi - Energies, 2022 - mdpi.com
A common challenge among internal combustion engine (ICE) manufacturers is shortening
the development time while facing requirements and specifications that are becoming more …
the development time while facing requirements and specifications that are becoming more …
Real-time emission prediction with detailed chemistry under transient conditions for hardware-in-the-loop simulations
M Picerno, SY Lee, M Pasternak, R Siddareddy… - Energies, 2021 - mdpi.com
The increasing requirements to further reduce pollutant emissions, particularly with regard to
the upcoming Euro 7 (EU7) legislation, cause further technical and economic challenges for …
the upcoming Euro 7 (EU7) legislation, cause further technical and economic challenges for …
Electrified Powertrain Development: Distributed Co-Simulation Protocol Extension for Coupled Test Bench Operations
P Rautenberg, P Weber, JP Degel, S Hähnlein… - Applied Sciences, 2023 - mdpi.com
The increasingly stringent CO2 emissions standards require innovative solutions in the
vehicle development process. One possibility to reduce CO2 emissions is the electrification …
vehicle development process. One possibility to reduce CO2 emissions is the electrification …
Smart rule-based diesel engine control strategies by means of predictive driving information
G Vagnoni, M Eisenbarth, J Andert… - … Journal of Engine …, 2019 - journals.sagepub.com
The increasing connectivity of future vehicles allows the prediction of the powertrain
operational profiles. This technology will improve the transient control of the engine and its …
operational profiles. This technology will improve the transient control of the engine and its …
An indirect approach to optimize the reaction rates of thermal NO formation for diesel engines
With stringent emission regulations, it has become more important for modern diesel engine
manufacturers to accurately predict engine-out nitrogen oxide (NO x) emissions across a …
manufacturers to accurately predict engine-out nitrogen oxide (NO x) emissions across a …
Transferability Assessment of OBD-Related Calibration and Validation Activities from the Vehicle to HiL Applications
With the Euro 7 pollutant emission legislation currently under discussion, advanced and
more efficient exhaust aftertreatment systems are being developed. The technologies …
more efficient exhaust aftertreatment systems are being developed. The technologies …
Co-simulation of multi-domain engine and its integrated control for transient driving cycles
Virtualization of powertrain components allows the front-loading of conventional vehicle
calibration and validation tasks to Model-in-the-Loop (MiL) and Hardware-in-the-Loop (HiL) …
calibration and validation tasks to Model-in-the-Loop (MiL) and Hardware-in-the-Loop (HiL) …
Transfer of Reinforcement Learning-Based Controllers from Model-to Hardware-in-the-Loop
The process of developing control functions for embedded systems is resource-, time-, and
data-intensive, often resulting in sub-optimal cost and solutions approaches. Reinforcement …
data-intensive, often resulting in sub-optimal cost and solutions approaches. Reinforcement …
Virtual Powertrain Simulation: X-in-the-Loop Methods for Concept and Software Development
M Picerno, SY Lee, M Ehrly, J Schaub… - 21. Internationales …, 2021 - Springer
Due to the increasing pressure on vehicle emission reduction, the development of
powertrains is changing considerably. Hybridization offers a significant potential in this …
powertrains is changing considerably. Hybridization offers a significant potential in this …