towards cognitive vehicles...predictive maintenance automated order placement smart warehouse...

15
Dr. Würtenberger, LT-3 | 2019 11 08 Towards Cognitive Vehicles Opportunites & Challenges

Upload: others

Post on 22-May-2020

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

Dr. Würtenberger, LT-3 | 2019 11 08

Towards Cognitive VehiclesOpportunites & Challenges

Page 2: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

ACES – A CORE ELEMENT OF BMW‘S STRATEGY NUMBER ONE > NEXT.

Autonomous

Electrified

Connected

Sharing / Services

Customer

Focus

BMW @ IROS 2019 | 2019-11-04 page 2

Page 3: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

THE LATEST BMW 5 SERIES.COMFORT AND SAFETY AT THE HIGHEST LEVEL.

Crossing Traffic Warning

Lateral Parking Aid

Remote Control Parking

Lane Departure Warning

Active Cruise Control with Stop&GoRear Collision Prevention

Crossroad AssistLane Change Assistant

Speed Limit Device

Steering and Lane Control Assistant

up to 210 km/h Speed Limit and No Pass Information

Wrong Way Assistant

Top View Remote

Night Vision

Distance Information

Lane Keeping Assistant with

Active Side Collision Protection

3D View

BMW Selective Beam

On Street Parking Information

WiFi Hotspot

Advanced Realtime Traffic InformationIntelligent Voice Assistant

Natural Language Understanding

Gesture Control

BMW @ IROS 2019 | 2019-11-04 page 3

Page 4: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

• Intelligent personal assistant

• Fleet management

• Connected foresight

Digital agent (chatbot)

Help desk automation

Predictive maintenance

Automated order placement

Smart warehouse organization (Pick-Bots)

Autonomous intralogistics

Virtual product genius

Targeted advertisement-placement

Emotion and sentiment analysis

Contract analysis

Requirement management

AI agent support (chatbot)

• Quality control

• Optimization by process mining

• Predictive maintenance

Digital workplace assistant

Workflow improvement

Automated document analysis

Autonomous driving

Connected engineering

Generative design

VALUE CHAIN

Procurement

Supply Chain

Management

Sales and Marketing

Support Functions & Administration

Manufacturing

Driver / Vehicle Features

Aftersales &Service

Research & Development

ARTIFICIAL INTELLIGENCE IS RELEVANT ALONG THE ENTIRE VALUE CHAINOF ORIGINAL EQUIPMENT MANUFACTURERS AND MOBILITY SERVICES.

BMW @ IROS 2019 | 2019-11-04 page 4

Page 5: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

AI AS KEY TECHNOLOGY ENSURES OUR INNOVATION LEADERSHIP IN AUTOMOTIVE. FOR OUR CUSTOMER, OUR VEHICLE AND OUR PROCESSES.

Increasing Efficiency

maximum automation

of routine tasks

common infrastructure

across various divisions

Acceleration

continuous product

improvement through

machine-learning

analysis & learning

from customer behavior

machine-assisted

data evaluation of

core business processes

Customer Value

core technology for

data driven products & services

need for new business models

in digital customer ecosystem

Quality Optimization

data-driven evaluation &

processing

evaluation & prediction

of customer behavior

real-time feedback

in corporate processes

replace workflow by standard

AI building blocks & AI services

BMW @ IROS 2019 | 2019-11-04 page 5

Page 6: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

INTELLIGENT DRIVING AND BEING DRIVEN.

BMW @ IROS 2019 | 2019-11-04 page 6

Smart Interior as a Living Space.

Page 7: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

BMW @ IROS 2019 | 2019-11-04 page 7

Page 8: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

„HEY BMW!“INTELLIGENT PERSONAL ASSISTANT.

Speed Limit DeviceBMW @ IROS 2019 | 2019-11-04 page 8

Page 9: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

BMW @ IROS 2019 | 20191108 Seite 9

TOWARDS COGNITIVE VEHICLES: CHALLENGES

• Efficiency

• Mobile application

• On-board computation

• Limited resources

• Cognitive architectures

• Integration into vehicle

• Personalization

Page 10: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

BMW @ IROS 2019 | 20191108 Seite 10

COGNITIVE VEHICLES CHALLENGES: EFFICIENCY

• Perception

• Rich sensor setups (internal and external)

• Preprocessing

• Sensor Fusion

Page 11: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

BMW @ IROS 2019 | 20191108 Seite 11

COGNITIVE VEHICLES CHALLENGES: EFFICIENCY

• Perception

• Rich sensor setups (internal and external)

• Preprocessing

• Sensor Fusion

• Data

• Choice of relevant data

• Amount of data to be stored

• Continuous data streams

• Local processing vs. cloud computation

Page 12: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

BMW @ IROS 2019 | 20191108 Seite 12

COGNITIVE VEHICLES CHALLENGES: EFFICIENCY

• Perception

• Rich sensor setups (internal and external)

• Preprocessing

• Sensor Fusion

• Data

• Choice of relevant data

• Amount of data to be stored

• Continuous data streams

• Local processing vs. cloud computation

• Energy

• Brains/biological systems vs. computers

• synchronous vs. event-based

Page 13: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

BMW @ IROS 2019 | 20191108 Seite 13

COGNITIVE VEHICLE CHALLENGES: ARCHITECTURES

• Integration in the overall vehicle architecture!

• Combination with traditional components

• “Best of both worlds”?

• Where to use cognitive/biologically-inspired

systems?

• Safety considerations, explanability, etc.

• Personalization

• Cultural differences

• Driving behaviour

• Acceptance of automation

Page 14: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

BMW @ IROS 2019 | 20191108 Seite 14

• Open discussion – no fixed solution.

• Collaboration opportunities.

Page 15: Towards Cognitive Vehicles...Predictive maintenance Automated order placement Smart warehouse organization (Pick-Bots) Autonomous intralogistics Virtual product genius Targeted advertisement-placement

BMW @ IROS 2019 | 20191108 Seite 15

THANK YOU.