Artificial Intelligence and Data Driven Optimization of Internal Combustion Engines
Published on 5. January 2022
260 pages
978-0-323-88458-7 (ISBN)
Description
Artificial Intelligence and Data Driven Optimization of Internal Combustion Engines summarizes recent developments in Artificial Intelligence (AI)/Machine Learning (ML) and data driven optimization and calibration techniques for internal combustion engines. The book covers AI/ML and data driven methods to optimize fuel formulations and engine combustion systems, predict cycle to cycle variations, and optimize after-treatment systems and experimental engine calibration. It contains all the details of the latest optimization techniques along with their application to ICE, making it ideal for automotive engineers, mechanical engineers, OEMs and R&D centers involved in engine design.
- Provides AI/ML and data driven optimization techniques in combination with Computational Fluid Dynamics (CFD) to optimize engine combustion systems
- Features a comprehensive overview of how AI/ML techniques are used in conjunction with simulations and experiments
- Discusses data driven optimization techniques for fuel formulations and vehicle control calibration
More details
Other editions
Additional editions
Jihad Badra | Pinaki Pal | Yuanjiang Pei
Artificial Intelligence and Data Driven Optimization of Internal Combustion Engines
Book
01/2022
Elsevier
€191.89
Shipment within 15-20 days
Content
1. Active-learning for fuel optimization2. High throughput screening for fuel formulation3. Engine optimization using computational fluid dynamics-Genetic algorithms (CFD-GA)4. Engine optimization using computational fluid dynamics-design of experiments (CFD-DoE)5. Engine optimization using machine learning-genetic algorithms (ML-GA)6. Machine learning driven sequential optimization using dynamic exploration and exploitation7. Optimization of after-treatment systems using machine learning8. Engine cycle-to-cycle variation control9. Prediction of low pressure preignition using machine learning10. AI aided optimization of experimental engine calibration11. AI aided optimization of vehicle control calibration
