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Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab...

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www.grensregio.eu www.smarttooling.eu
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Page 1: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

www.grensregio.eu www.smarttooling.eu

Page 2: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

WIRELESS COMMUNICATION, LOCALIZATION (AND MORE) FOR ROBOTICS

PROF. JEROEN HOEBEKE, PROF. BRUNOVOLCKAERT, PROF. PIETER SIMOENS([email protected])GHENT UNIVERSITY – IMEC

IDLABhttp://idlab.technology

Page 3: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

40+ Professors, 40+ Post Docs

Total income (projects): 15 M€/YFundamental: 3 M€Strategic: 3,5 M€EU projects: 4 M€Local industry: 4,5 M€

www.idlab.technologywww.idlab.uantwerpen.bewww.idlab.ugent.be

INTERNET & DATA SCIENCE LABGHENT & ANTWERP

Page 4: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

IDLAB - RESEARCH FOCUS – 3 LAYERS

CONNECTENSUREWIRELESSPERFORMANCE

SENSORS,ACTUATORS,CYBERPHYSICALSYSTEMS,GATEWAYS

DELIVERGUARANTEEDNETWORKANDCLOUDSERVICES

APPLICATIONSONSENSORS,GATEWAYS,CLOUDLETANDCLOUD

ACTINTELLIGENTTHINGSWITHLEARNINGCAPABILITIES

MONITORING

CONTROL

OPTIMIZING

AUTONOMY

Page 5: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

CONNECT : WIRELESS COMMUNICATION

& DELIVER : WIRELESS LOCALIZATION

Page 6: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

WHY WIRELESS FOR ROBOTICS?

Support systems that can freely move around (ground, air) Localisation

Direct interactions with environment (workers, sensors, …)

Avoid drilling holes

WIRED

WIRELESS

Page 7: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

WHICH WIRELESS SOLUTION TO PICK?CRITERION: THROUGHPUT AND RANGE (IN AIR)

Distance (m)

Rate (kbps)

10 100 1000

10

100

1000

1

10000

100000

BAN/PAN LAN MAN/WAN

Video, audio…@ 2.4, 5, 60GHz

(low-power) control and monitoring @

2.4GHz

(low-power) long range duty-cycle limited traffic @ 868MHz (also

433Mhz, 169MHz)

Cellular (licensed)

Page 8: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

Latency(determinism)

Reliability / diagnostics

Topology / infrastructure

Cost

Localization capabilities

Energy

Interference

WHICH WIRELESS SOLUTION TO PICK?OTHER CRITERIA

Page 9: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

EXAMPLE 1RELIABLE & ROBUST DRONE COMMUNICATION

9

Reliability / diagnostics

Traffic types: control, monitoring, other

1. Real-time diagnostics of wireless communication links

II. Advanced communication strategies:• Redundancy: combination of different

complementary technologies• New technologies: LTE unlicensed• Traffic handling: classification,

priorities…

Page 10: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

EXAMPLE 2A FLEXIBLE AGV NETWORK ARCHITECTURE Topology /

infrastructure

Broadcast latency of roaming AGV

Page 11: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

Topology / infrastructure

EXAMPLE 2A FLEXIBLE AGV NETWORK ARCHITECTURE

RELAY

MESH

AP

REQUIREMENTS• Timely deliver broadcast traffic (< 20ms)• Deal with mobility • Function in absence of infrastructure, exploit

when present →AGV-to-AGV• Handle coverage problems → relay via AGV

Page 12: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

Topology / infrastructure

EXAMPLE 2A FLEXIBLE AGV NETWORK ARCHITECTURE

MIXED MESH/AP MULTI-INTERFACE SOLUTION

• Fully configurable• Low-latency broadcast over mesh• Handling coverage problems via meshing

< 20ms

Low-latency broadcast traffic

REQUIREMENTS• Timely deliver broadcast traffic (< 20ms)• Deal with mobility • Function in absence of infrastructure, exploit

when present →AGV-to-AGV• Handle coverage problems → relay via AGV

Page 13: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

EXAMPLE 3DETERMINISTIC SHUTTLE COMMUNICATION Latency

(determinism)

CONTINUOUS & RELIABLE WIRELESS COMMUNICATION

In a challenging wireless environment and in the presence of continuous mobility.

• Which technology?• Network planning?• Determinism?

imec.icon HYCOWARE

Page 14: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

EXAMPLE 3DETERMINISTIC SHUTTLE COMMUNICATION MEASUREMENT CAMPAIGN TO ASSESS COVERAGE

Latency(determinism)

imec.icon HYCOWARE

Page 15: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

DESIGN OF NOVEL 802.15.4E-BASED ARCHITECTURE

EXAMPLE 3DETERMINISTIC SHUTTLE COMMUNICATION

IEEE 802.15.4e

Seamless mobility support and determinismVia smart allocation of schedules

Latency(determinism)

imec.icon HYCOWARE

Page 16: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

Localization capabilities

EXAMPLE 4ACCURATE INDUSTRIAL LOCALIZATION

Variety of testsMobile Tags On-Trolleys & Dynamic Env.

Accuracy Test

imec.icon HYCOWARE

Page 17: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

Localization capabilities

EXAMPLE 4ACCURATE INDUSTRIAL LOCALIZATION

Accuracy Pozyx On track - QuuppaDynamicity/mobility Quuppa

Availability %

Tag1 79.0 %

Tag2 76.5 %

Tag3 72.8 %

LOS & Dynamic Environment & Moving

imec.icon HYCOWARE

Page 18: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

DELIVER & ACT

Page 19: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

THE INTERNET OF ROBOTIC THINGSWHAT MAKES ROBOTICS HARD?

Controlled environment

Real-world

Single task Multiple task

Let the IoT environment command and assist the robot

Let a robot learn instead of executing a program

Page 20: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

EXAMPLE: IOT SENSOR FUSION FOR ROBOT CONTROLMODULAR DEEP REINFORCEMENT LEARNING

Off-boardOff-board

LIDAR

On-board

OSGI-based middleware for robots, sensors and the cloud

http://dianne.intec.ugent.be

Fusion of on-board and off-board sensors

Modular approach

Task execution

Deep Q-learning

Page 21: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

EXAMPLE: OPEN IOT STANDARDS

OPEN IoT STANDARD-BASED• Discovery• Device and network management• Data access and data exchange…

CONVEYOR SYSTEM 2D-SHUTTLE

LWM2M Objects

/1 LWM2M Server

/3 LWM2M Device

/4 Connectivity monitoring

/6 Location

/3341 Addressable text display

IPv6/v4

UDP

CoAP

Wi-Fi

APP

SENSOR/ACTUATOR

LWM2M/IPSO

LwM2M / IPSO Resources• Shuttle Status• Shuttle Position• Navigation Commands

CoMi-based network management

CONNECTED OPERATOR

HYBRID TAG for localization

Page 22: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

DRONE RESEARCH

Drone networkingreliable and robust

network communication

Drone assistancedrone assistance in finding

and tracking assetsof interest

Emergency supportimprove situational awareness

through automated decision making support

Reliable softwaredependable execution in

harsh/hostile environments

4 class 1 drone pilots in training<150kg, <90m height

Drone lab: ~20 drones (3DR, dji, Parrot)

Page 23: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

EXAMPLE: INDUSTRIAL OPERATOR ASSISTANCE

Drone-fleet autonomously tracking labeled goodsPlanning of drone charging / relieving for uninterrupted view on tracked goods

Page 24: Presentatie Smart Tooling Jeroen Hoebeke v2 · internet & data science lab ghent & antwerp. idlab -research focus –3 layers connect ensure wireless performance sensors, actuators,

CONCLUSIONROBOTICS IS A MULTI-DISCIPLINARY DOMAIN

CONNECTENSURE WIRELESS PERFORMANCE

SENSORS, ACTUATORS, CYBER PHYSICAL SYSTEMS, GATEWAYS

DELIVERGUARANTEED NETWORK AND CLOUD SERVICES

APPLICATIONS ON SENSORS, GATEWAYS, CLOUDLET AND CLOUD

ACTINTELLIGENT THINGS WITH LEARNING CAPABILITIES

MONITORING

CONTROL

OPTIMIZING

AUTONOMY

Collaborations w.r.t. robotic hardware (sensors, actuators, mechanics, etc.), domain knowledge, user interfaces, etc.


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