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Intelligent Autonomous Vehicles. J. A. Farrell Department of Electrical Engineering University of California, Riverside. Value Judgment Sensor World Behavior Processing Model Generation Sensors Structure Actuators. World. Intelligent Autonomous Vehicles.
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Intelligent Autonomous Vehicles J. A. Farrell Department of Electrical Engineering University of California, Riverside
Value Judgment Sensor World Behavior Processing Model Generation Sensors Structure Actuators World Intelligent Autonomous Vehicles
Lane change: Interior view February 2009 UCR EE Department 951-827-2159
Q: Behaviors GT – go to point P US – uninformed search IS – informed search MI – maintain: in MO – maintain: out PD – post-declaration maneuvers : Events f – finish c – detect chemical @td n1 – no detection at t = td + t1 d – declare source DES: Chemical Plume Tracing • Design behaviors Q, event definitions S, and transition function such that • an autonomous underwater vehicle (AUV) will • Proceed from a home location to a region of operation • Search for a chemical plume • Track a chemical plume in a turbulent flow to its source • Declare the source location • Return home
Q: Behaviors GT – go to point P US – uninformed search IS – informed search MI – maintain: in MO – maintain: out PD – post-declaration maneuvers : Events f – finish c – detect chemical @td n1 – no detection at t = td + t1 d – declare source DES: Chemical Plume Tracing • Design behaviors Q, event definitions S, and transition function such that • an autonomous underwater vehicle (AUV) will • Proceed from a home location to a region of operation • Search for a chemical plume • Track a chemical plume in a turbulent flow to its source • Declare the source location • Return home
AUV for Hull Search Behaviors: • velocity & angular rate • velocity & attitude • trajectory following w/ zero attitude • trajectory following w/ nonzero attitude • surface following • hold position and attitude • scan object at offset Sim
Guidance: Positioning & GIS UCR EE Department 951-827-2159
Driver Warning Lane Departure Warning & Guidance Requirement: Accurate position determination relative to lane Collision Warning Accurate determination of position relative to nearby vehicles Absolute position based Accurate position determination Communication between vehicles Relative position based Feature based: Vision, radar, lidar UCR EE Department 951-827-2159
Project Subgoals Absolute Position Determination Determines: earth relative position, velocity, acceleration, attitude, angular rates Relative Position Determination Lane relative Neighboring vehicle relative Vehicle Control Determine the steering commands to force the vehicle states to desired values. UCR EE Department 951-827-2159
Enabling Technological Advances • Computational Hardware • Sensors and Sensor Processing • Computational Reasoning • Control Theoretic Advances • Software Engineering Principles Topics: • Deliberative & reactive planning • Behaviors & nonlinear control • Discrete event & hybrid systems • Theory & practicality: Cognitive mapping
Concluding Comments • Turing Test: • Optimal • Strong super-human: performs better than all humans • Super human: performs better than most humans • Sub-human: performs worse than most humans • Intelligent AV Capabilities, e.g.: • All involve feedback processes, w/ many challenging & unsolved problems • Control expertise has & continues to expand its role, both developing & utilizing new tools, to yield increasingly robust and capable systems • The concept of behaviors, combined w/ advanced control methods, enables robust abstraction for higher level IAV performance