
Autonomous Ground Vehicles.
Title:
Autonomous Ground Vehicles.
Author:
Ozguner, Umit.
ISBN:
9781608071937
Personal Author:
Edition:
1st ed.
Physical Description:
1 online resource (288 pages)
Contents:
Autonomous Ground Vehicles -- Contents -- Preface -- Chapter 1 Introduction -- 1.1 Background in Autonomy in Cars -- 1.2 Components of Autonomy -- 1.2.1 Sensors -- 1.2.2 Actuators -- 1.2.3 Communication -- 1.2.4 Intelligence -- 1.3 Notes on Historical Development -- 1.3.1 Research and Experiments on Autonomous Vehicles -- 1.3.2 Autonomous Driving Demonstrations -- 1.3.3 Recent Appearances in the Market -- 1.4 Contents of this Book -- References -- Chapter 2 The Role of Control in Autonomous Systems -- 2.1 Feedback -- 2.1.1 Speed Control Using Point Mass and Force Input -- 2.1.2 Stopping -- 2.1.3 Swerving -- 2.2 A First Look at Autonomous Control -- 2.2.1 Car Following and Advanced Cruise Control -- 2.2.2 Steering Control Using Point Mass Model: Open Loop Commands -- 2.2.3 Steering Control Using Point Mass Model: Closed-Loop Commands -- 2.2.4 Polynomial Tracking -- 2.2.5 Continuous and Smooth Trajectory Establishment -- 2.2.6 The Need for Command Sequencing -- References -- Chapter 3 System Architecture and Hybrid System Modeling -- 3.1 System Architecture -- 3.1.1 Architectures Within Autonomous Vehicles -- 3.1.2 Task Hierarchies for Autonomous Vehicles -- 3.2 Hybrid System Formulation -- 3.2.1 Discrete Event Systems, Finite State Machines, and Hybrid Systems -- 3.2.2 Another Look at ACC -- 3.2.3 Application to Obstacle Avoidance -- 3.2.4 Another Example: Two Buses in a Single Lane -- 3.3 State Machines for Different Challenge Events -- 3.3.1 Macrostates: Highway, City, and Off-Road Driving -- 3.3.2 The Demo '97 State Machine -- 3.3.3 Grand Challenge 2 State Machine -- 3.3.4 The Urban Challenge State Machine -- References -- Chapter 4 Sensors, Estimation, and Sensor Fusion -- 4.1 Sensor Characteristics -- 4.2 Vehicle Internal State Sensing -- 4.2.1 OEM Vehicle Sensors -- 4.2.2 Global Positioning System (GPS) -- 4.2.3 Inertial Measurements.
4.2.4 Magnetic Compass (Magnetometer) -- 4.3 External World Sensing -- 4.3.1 Radar -- 4.3.2 LIDAR -- 4.3.3 Image Processing Sensors -- 4.3.4 Cooperative Infrastructure Technologies -- 4.4 Estimation -- 4.4.1 An Introduction to the Kalman Filter -- 4.4.2 Example -- 4.4.3 Another Example of Kalman Filters: Vehicle Tracking for Crash Avoidance -- 4.5 Sensor Fusion -- 4.5.1 Vehicle Localization (Position and Orientation) -- 4.5.2 External Environment Sensing -- 4.5.3 Occupancy Maps and an Off-Road Vehicle -- 4.5.4 Cluster Tracking and an On-Road Urban Vehicle -- 4.6 Situational Awareness -- 4.6.1 Structure of a Situation Analysis Module -- 4.6.2 Road and Lane Model Generation -- 4.6.3 Intersection Generation -- 4.6.4 Primitives -- 4.6.5 Track Classification -- 4.6.6 Sample Results -- References -- Chapter 5 Examples of Autonomy -- 5.1 Cruise Control -- 5.1.1 Background -- 5.1.2 Speed Control with an Engine Model -- 5.1.3 More Complex Systems -- 5.2 Antilock-Brake Systems -- 5.2.1 Background -- 5.2.2 Slip -- 5.2.3 An ABS System -- 5.3 Steering Control and Lane Following -- 5.3.1 Background -- 5.3.2 Steering Control -- 5.3.3 Lane Following -- 5.4 Parking -- 5.4.1 Local Coordinates -- 5.4.2 Parking Scenarios: General Parking Scenario and DARPA Urban Challenge Autonomous Vehicle Parking Scenario -- 5.4.3 Simulation and Experimental Results -- References -- Chapter 6 Maps and Path Planning -- 6.1 Map Databases -- 6.1.1 Raster Map Data -- 6.1.2 Vector Map Data -- 6.1.3 Utilizing the Map Data -- 6.2 Path Planning -- 6.2.1 Path Planning in an Off-Road Environment -- 6.2.2 An Off-Road Grid-Based Path Planning Algorithm -- 6.2.3 Other Off-Road Path Planning Approaches -- 6.2.4 An On-Road Path Planning Algorithm -- References -- Chapter 7 Vehicle-to-Vehicle and Vehicle-to-Infrastructure Communication -- 7.1 Introduction.
7.2 Vehicle-to-Vehicle Communication (V2V) -- 7.3 Vehicle-to-Infrastructure Communication (V2I) -- 7.4 Communication Technologies -- 7.4.1 Unidirectional Communication Through Broadcast Radio -- 7.4.2 Cellular/Broadband -- 7.4.3 Information Showers -- 7.4.4 Narrowband Licensed 220 MHz -- 7.4.5 Dedicated Short-Range Communication (DSRC) -- 7.5 802.11p/WAVE DSRC Architecture and U.S./EU Standards -- 7.5.1 802.11P Physical Layer -- 7.5.2 1609.4 Channelization Overview -- 7.5.3 1609.3 Network Management -- 7.5.4 EU Programs and Standards Activity -- 7.6 Potential Applications in an Autonomous Vehicle -- 7.6.1 Platoons and Adaptive Cruise Control (ACC) -- 7.6.2 Merging Traffic -- 7.6.3 Urban Driving with Stop-and-Go Traffic -- References -- Selected Bibliography -- Chapter 8 Conclusions -- 8.1 Some Related Problems -- 8.1.1 Fault Tolerance -- 8.1.2 Driver Modeling -- 8.2 And the Beat Goes On -- References -- Appendix -- A.1 Two-Wheel Vehicle (Bicycle) Model -- A.2 Full Vehicle Model Without Engine Dynamics -- A.2.1 Lateral, Longitudinal, and Yaw Dynamics -- A.2.2 Suspension Forces and Tire Dynamics -- A.2.3 Tire Forces -- About the Authors -- Index.
Abstract:
In the near future, we will witness vehicles with the ability to provide drivers with several advanced safety and performance assistance features. Autonomous technology in ground vehicles will afford us capabilities like intersection collision warning, lane change warning, backup parking, parallel parking aids, and bus precision parking. Providing you with a practical understanding of this technology area, this innovative resource focuses on basic autonomous control and feedback for stopping and steering ground vehicles.Covering sensors, estimation, and sensor fusion to percept the vehicle motion and surrounding objects, this unique book explains the key aspects that makes autonomous vehicle behavior possible. Moreover, you find detailed examples of fusion and Kalman filtering. From maps, path planning, and obstacle avoidance scenarios...to cooperative mobility among autonomous vehicles, vehicle-to-vehicle communication, and vehicle-to-infrastructure communication, this forward-looking book presents the most critical topics in the field today.
Local Note:
Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2017. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
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Electronic Access:
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