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Gorelik, Kirill: Energy management system for automated driving. 2019
Inhalt
Acknowledgements
Abstract
Zusammenfassung
Contents
List of Figures
List of Tables
List of Acronyms
Introduction
Motivation and Research Contributions of Thesis
Thesis Overview
Basic Concepts
Driving Automation
Aspects of Fault-Tolerant System Design
Functional Safety for Road Vehicles
Powernet System
Powertrain System
Classification of Control Strategies
Electronic Horizon
State of the Art in Energy Management Systems
Classification of Energy Management Systems
Powernet Energy Management
Complete Vehicle Energy Management
Powertrain Energy Management
Trip-Based Energy Management
Research Gap in Energy Management for Automated Driving
Energy Management for Safety-Based Range Extension
Safety-Based Range Extension
Requirements for Energy Management System
Requirements for Energy Distribution Optimization
Requirements for Remaining Energy Prediction
Requirements for Driving Trajectory Prediction
Requirements for Propulsion Energy Prediction
Energy Distribution Optimization
Definition of Mixed-Integer Optimization Problem for Energy Distribution
Mathematical Model of Fail-Operational Powernet
Failure Modes of Powernet Components
Energy Distribution with Optimal Path Selection
Energy Distribution with Optimal Multiple Battery Discharge
Algorithm for Online Mixed-Integer Energy Distribution Optimization
Continuous Energy Distribution Optimization (Version 1)
Continuous Energy Distribution Optimization (Version 2)
Integer Parameter Variation with Feasibility Check
Solving Continuous Energy Distribution Optimization
Energy Distribution (Version 1) with Nonlinear Programming
Energy Distribution (Version 1) with Linear Programming
Energy Distribution (Version 2) with Nonlinear Programming
Energy Distribution (Version 2) with Linear Programming
Modeling of Powerlink Components
Generic Behavioral Description of Powerlinks
Examples for Behavioral Powerlink Model
Prediction of Battery Remaining Discharge Energy
Battery Model for Prediction of Remaining Discharge Energy
Prediction with Constant Discharge Power
Approximation as a Function of Discharge Power
Simulation Results for Battery Remaining Discharge Energy Prediction
Examples for Prediction with Constant Discharge Power
Examples for Approximation as a Function of Discharge Power
Simulation Results for Energy Distribution
Example for Continuous Energy Distribution
Example for Mixed-Integer Energy Distribution Optimization
Powertrain Control and Propulsion Energy Prediction
Powertrain Model
Failure Modes of Powertrain Components
Vehicle Model
Gearbox Model
Electric Motor Model
Traction Battery Model
Driving Trajectory Prediction
Concept for Driving Trajectory Prediction
Algorithm for Online Driving Trajectory Prediction
Prediction for Powertrain with Single Motor
Online Propulsion Energy Prediction
Simulation Results for Powertrain with Single Motor
Prediction for Fail-Operational Powertrain with Multiple Motors
Optimal Control Strategy for Fail-Operational Powertrain
Propulsion Energy Prediction for Fail-Operational Powertrain
Algorithm for Online Torque Distribution Optimization
Simulation Results for Fault-Free Operation
Simulation Results for Failure Case Operation
Model Predictive Energy Management
Energy Management Architecture for Powertrain with Single Motor
System Architecture for Powertrain with Single Motor
Simulation Results for Powertrain with Single Motor
Energy Management Architecture for Powertrain with Multiple Motors
System Architecture for Powertrain with Multiple Motors
Simulation Results for Powertrain with Multiple Motors
Conclusion
Appendices
Definition of Use Case 1
Definition of Use Case 2
List of Symbols and Notations
List of Publications
Bibliography