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ONR Code 30 Ground Vehicle Autonomy Science and Technology October 2013 Approved for Public Release

ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

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Page 1: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

ONR Code 30 Ground Vehicle Autonomy

Science and Technology

October 2013 Approved for Public Release

Page 2: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

2

Focusing S&T investments on Marine Corps needs in coordination with our Acquisition and Requirements Partners

USMC Ground Robotics Three Circles

Page 3: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

Ground Autonomy Vision

Current Capability: Remote control single purpose platform; line-of-sight

operations; all manipulation and decisions made by the operator

Logistics-Connector

Appliqué Kit

Wingman

Human-Robot

Teaming

Integrated

Multi-Role

Systems

• Affordability

• Contextual understanding

• Day/night perception

• GPS-denied navigation

• Path-planning in complex terrain

• Real-time adaptive behaviors

• Warfighter-UGS interaction

Objective: Provide the USMC with affordable technologies that enable

revolutionary advances in vehicular autonomy. 3

Page 4: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

Approach

• Affordability: Bring low-cost autonomy for tactical ground vehicles to

Technology Readiness Level (TRL) 6

• Platform independence: Develop enabling technologies and design

concepts that can be adapted to existing vehicle platforms.

• Expeditionary focus: Concentrate test and development efforts on

complex, highly cluttered, unimproved off-road, and austere

environments.

• Diverse participation: Open, modular architecture with Government

ownership/rights.

4

Low-cost autonomy ubiquity operational innovation

Page 5: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

Key Investment Areas

Perception

Intelligence Enablers and Architectures

Human-Machine interaction

Systems Engineering

Page 6: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

Perception

Robust Traversability in Complex Terrain

Improved autonomous navigation

Platform independent

Faster autonomous tactical maneuver

Adaptive and

Modular Multi‐Terrain

Mobility Planner

Page 7: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

Perception

Night Ops with EO Perception Sensor Fusion for Robust Perception

Low-cost, high fidelity, day/night perception

EO+illumination

Low cost thermal

GPS Denied Navigation

Visual feature tracking

IMU

Encoders

Localization and mapping

estimator

Page 8: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

Intelligence Enablers

High-Level Reasoner

Contextual understanding and machine situational

awareness/understanding

Road here

Elaboration and

Expectation

Generation

Statistical

Feedback

Context/

Perception

Variance

Arbitration

Global

Context

Generation

Exploration

Goal

Generation

Scene

Construction

Perception/

Sensor

ControlScene

Segments

ExpectedFailures

PerceptualContext

Sta

tis

tica

l C

as

es

Expanded

Context

Ex

pan

ded

Co

nte

xt

Virtu

al

Scen

e

Virtual Scene

ExplorationGoals

Sensor Actions

Scen

e

Co

nte

xts

Episodic

Learning

Exp

an

ded

Co

nte

xt

Pre

vie

ws

Ob

serv

atio

ns

Prior Data

Global perceptual Context

Rocks?

Traversable?

Page 9: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

Human-Machine Collaboration

Trust in Adaptive

Autonomous Systems

CONTINUUM

Neuro-inspired cognitive

architecture incorporating natural-

language understanding and

visual processing

Reduce cognitive load and enable trust

Operator

UxV UI

Cognitive

Modeler

Adaptive

Agent

High Assurance

Modeling and

Analysis

Intelligent Decision System

Operator State,

Predicted Actions

HAS System

Specification

Wingman Surrogate

Integrates three key functionalities:

• human cognitive model

• adaptive agent to assist cognition

• high-assurance supervisor

Page 10: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

Capability Tests & Assessment

Logistics Connector UGV

2013 Test

• EO-only percep. (TRL 5)

• Daylight operation

• Material Classification

• SwRI test site

2016 LMUA

Multimode perception (TRL 6)

Day/Night operation

Safe & Ready for

Operational Environment

2014 Test

• Multimode percep. (TRL4)

• Fixed illumination

• GPS denied rel. local.

• Context-based reasoning

2015 Test

• Multimode percep. (TRL5)

• Dynamic illumination

• Complex Terrain Travers.

• High-level Reasoning

Page 11: ONR Code 30 Ground Vehicle Autonomy Science and … Construction Perception/ ... Analysis Intelligent Decision System ... ONR Code 30 Ground Vehicle Autonomy Science and Technology

ONR Code 30 Ground Vehicle Autonomy

Science and Technology

October 2013

POC: Jeff Bradel ([email protected])

Keith Hammack ([email protected])