“Free Float” Assembly Setup - SZTAKI · photogram-metry theodolite laser scanning architektural...

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© WZL/Fraunhofer IPT Reference Systems for a “Free Float” Assembly Setup IMEKO TC10 Workshop on Technical Diagnosis in the Cyber-Physical Era Robert Schmitt WZL | RWTH Aachen Fraunhofer IPT June 6th, 2017 Budapest, Hungary

Transcript of “Free Float” Assembly Setup - SZTAKI · photogram-metry theodolite laser scanning architektural...

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© WZL/Fraunhofer IPT

Reference Systems for a

“Free Float” Assembly Setup

IMEKO TC10 Workshop on Technical Diagnosis in the Cyber-Physical Era

Robert Schmitt WZL | RWTH Aachen Fraunhofer IPT

June 6th, 2017

Budapest, Hungary

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I – Will Production remain the Same?

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I – Will Production remain the Same?

II – Can Metrology contribute to

Tomorrow’s Production?

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I – Will Production remain the Same?

II – Can Metrology contribute to

Tomorrow’s Production?

III – What should we assimilate in

Tomorrow’s Metrology?

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Descriptive

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Descriptive -> Diagnostic

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Descriptive -> Diagnostic -> Predictive

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Descriptive -> Diagnostic -> Predictive

Prescriptive

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Experience

Observation:

Experience needs Expertise and Exercise

Training / Exercise

Talent /

Expertise

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Observation:

The World becomes a Lab

Model

significance

(empirical and

phenomenological

evidence,

veracity / value)

availability of experiments (volume / variety)

Heuristic / probabilistic

limited significance

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Local Lab of Labs

Observation:

The World becomes a Lab

Model

significance

(empirical and

phenomenological

evidence,

veracity / value)

availability of experiments (volume / variety)

Heuristic / probabilistic

limited significance

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Local Lab of Labs

Observation:

The World becomes a Lab

Model

significance

(empirical and

phenomenological

evidence,

veracity / value)

availability of experiments (volume / variety)

Distributed Lab of Labs

Heuristic / probabilistic

limited significance

Empirical and phenomenological significance

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I – A trial on Ontology

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Measurement Systems Model Based Understanding

of Production

Human-Machine-Interaction New Production Paradigms

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Measurement Systems Model Based Understanding

of Production

Human-Machine-Interaction New Production Paradigms

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Receiving Data

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industrial

metrology

Interferometry

industrial

photogram-

metry

theodolite

laser scanning

architektural and

technichal

photogrammetry

tachy-

metric

surveying

Franceschini, F.: Distributed Large-Scale Dimensional Metrology, Springer, London, 2011, S.4, ISO 10360

Differential

Global

Positioning

System

aerial photo-

grammetry

GPS

remote

sensing

Relationship between Object Size and „Accuracy“ of Measurement Methods

Object Size in mm

Ma

xim

um

Pe

rmis

sa

ble

Err

or

(MP

E)

in m

m

103

102

101

1

10−1

10−3

10−2

104

10−1 1 101 102 103 104 105

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1- Innovative 1D Coordinate Measuring System for 3D Measurements

Intersecting Planes Technique (InPlanT)

Source:

Balsamo A, Egidi A, Francese C, Pisani M, 1D measurement of coordinates in space: a novel apparatus, euspen 2016, May 2016, Nottingham, UK

Pisani M, Balsamo A, Francese C, Cartesian approach to large scale co-ordinate measurement: InPlanT, LMPMI, September 2014, Tsukuba, Japan

Innovative measuring system working over 10m x 10m x 5m

Principle:

Prototype:

European LUMINAR Project

(Large volume Unified Metology for Industry)

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2 - Absolute Interferometry

Divergent beam and Long range FSI

Source: Campbell M, Hughes B, A high-accuracy, self-calibrating and traceable coordinate measurement system, euspen 2016, May 2016, Nottingham, UK

Photodiode

Fourier

transform

Tuneable

frequency

laser, n

Reflectors Diverging

lens

Optical fibres

Innovative measuring system working over

10m x 10m x 5m

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Measurement Systems Model Based Understanding

of Production

Human-Machine-Interaction New Production Paradigms

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Source: FCMD Hattingen,

Model Based

Understanding

of Production

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Refractive index compensation for LSM applications

Light-based Measurement Systems and Temperature

General assume that light travels in straight lines but thermal effects in particular cause light rays to

bend.

This could be a problem in factories, e.g. where air is cold on the floor and warm under the roof.

Source:

Robson S, Kyle S, MacDonald L, Shortis M, Towards understanding photogrammetric refraction in large volume metrology, LVMC, November 2014, Manchester, UK

Robson S, MacDonald L, Kyle S, Shortis M, Close range calibration of long focal length lenses in a changing environment, ISPRS 2016, July 2016, Prague, Czech Republic

Nuclear fuel assemblies Modelling of human movements for

computer games

Car body inspection

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Refractive index compensation for LSM applications

Struggeling with Fermat’s Principle in Optical Systems

„low optical density“

„high optical density“

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Refractive index compensation for LSM applications

Why we need the exact refractive index…

– laser wavelength = vacuum wavelength/refractive index

– “School” air ref. index = 1

– “University” air ref. index = 1.000 3

– “NMI” air ref. index = 1.000 276 (15 °C and 1 atm)

– = 1.000 266 (25 °C and 1 atm)

Source:

Robson S, MacDonald L, Kyle S, Shortis M, Close range calibration of long focal length lenses in a changing environment, ISPRS 2016, July 2016, Prague, Czech Republic

John A. Smith, CIRES, University of Colorado at Boulder

Fermat‘s Princple

Distance in m

Displacement in µm

Source: PTB

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Model-based Refractive Index Compensation

Refraction calculation tool to simulate

images affected by refraction.

Reducing possible refraction errors in multi-

image tracking.

Source:

Robson S, Kyle S, MacDonald L, Shortis M, Boehm, J. Multi-camera systems for dimensional control in factories, EPMC, November 2015, Manchester, UK

Robson S, MacDonald L, Kyle S, Shortis M, Close range calibration of long focal length lenses in a changing environment, ISPRS 2016, July 2016, Prague, Czech Republic

Meiners-Hagen K, Pollinger F, Prellinger G, Rost K, Wendt K, Pöschel W, Dontsov D, Schott W, Mandryka V, Refractivity compensated tracking interferometer for precision engineering, IWK

Ilmenau, September 2014, Ilmenau, Germany

Refractive index compensation by two

colour interferometry

IFM mode: frequency doubled Nd: YAG laser (1064

nm+532 nm)

IFM measurement 1d uncertainty

U = (1µ𝑚)2+(10−7𝑙)2

Photogrammetry Interferometry

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Models for workpieces under thermal and gravitational load (1/2)

EMRP Project ENG 56 “Drivetrain”

Traceable measurement of drive train

components for renewable energy

systems

Sources:

M. Stein, K. Kniel, F. Härtig: Reliable Measurements of Large Gears, presented at AGMA FTM 2014, October 2014 USA

M. Deni, G. Picotto: Traceable Measurements of Drivetrain Components for Renewable Energy Systems, presented at Gear Forum, March 2015, Italy

R. Schmitt, M. Peterek, Traceability in Large-Scale Metrology - Modeling Thermal Effects of Large DriveTrain Components, presented at EPMC European Portable Metrology

Conference, November 2015, UK

Involute gear standard and extra stiff coupling for measuring process Flatness measurement carried out on the upper reference plane of

a ring gear 3-point support (left), 4-point support (right)

Source: PTB

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Computation

Table

WZL

RWTH Aachen

Computation

Table

Models for workpieces under thermal and gravitational load (2/2)

Workpiece, initial temperature

Ambient temperature curve

Material properties

Thermalisation time

Approximate temp. distribution (t)

Approximate, feature-specific

thermal expansion and displacement (t)

Computation

Table

Source:

R. Schmitt, M. Peterek, Traceability in Large-Scale Metrology - Modeling Thermal Effects of Large DriveTrain Components, presented at EPMC European Portable Metrology Conference,

November 2015, UK

General steps for model based analysis from temperature

data to displacement prediction for thermal compensation

Source: NPL

Source: WZL

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CPPS

Model based Processes or CPPS

D3 Prüfstand

New Production Paradigms

Measurement Systems Model Based Understanding

of Production

Human-Machine-Interaction

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CPPS

Model based Processes or CPPS

D3 Prüfstand

New Production

Paradigms

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CPPS as a solution to the main challenges in Assembly

CPPS …

consist of autonomous and cooperative elements and subsystems that are getting into

connection with each other in situation dependent ways, on and across all levels of production,

from processes, through machines and production systems, up to production and logistics

networks…

• directly acquire physical data by using sensors and act on the physical world by using

actors

• analyse and store the acquired data and interact both with the physical and the virtual

world

• are networked amongst each other and within global information systems by wired or wireless

communication means

• use worldwide available data and services,

• dispose of several multi-modal human-machine-interfaces.

Models for measurement-systems and workpiece allow the prediction of the

interaction between both in the virtual measurement process (VMP)!

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Virtual instruments and virtual measurement systems

Sources:

Muralikrishnan, B., Phillips, S., Sawyer, D., Laser Trackers for Large Scale Dimensional Metrology: A Review, Precision Engineering 44 13 (2016)

Ulrich T, Uncertainty Estimation for Kinematic Laser Tracker Measurements, IEEE Explore, 2015

Task

Automatic determination of the measurement uncertainty by simulation (numerical experiment)

with the virtual Coordinate Measuring Machine (vCMM).

Adaption of the principle for the virtual Laser Tracker (vLT)

Principle

• modelling the measuring

process

• determination of

- machine characteristic

- measuring conditions

- workpiece

• collecting and distorting

measuring points by Monte

Carlo simulation

• evaluating several up to

thousand measuring results

• calculating the

measurement uncertainty

Large-scale parts: Modelling of thermal

and gravitational behaviour is important!

Source: PTB

Source: PTB

LaserTracker and reference wall at PTB in

Braunschweig

Priciple of vCMM

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Source: FFT, PAG

Lasertracker 6-DOF

Reference

Reflectors

Force-Torque

„Calibration“

Artefact

Sensor

Source: FFT, PAG

Multi Sensor Architecture

Towards a Metrology based Reference System

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Assembly Robot

Basic Measurement System

Lasertracker (LT)

Airplane Shell

Force sensitive Jig

iGPS

Positioning Robot

Force Sensor (FT)

Use Case: Robot Assisted Adjustment of Airplane Shell

Communication network for system entities

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GRS

iGPS-COS

Shell-COS

GRS H iGPS

GRS H Base KR60

GRS H Shell

KR60-Base

KR60-Tool

BaseH Tool

LT-Target

Use Case: Robot Assisted Adjustment of Airplane Shell

Different Local coordinate systems

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GRS

GRS H Base KR60

KR60-Base

KR60-Tool

BaseH Tool

Bearing 1

Bearing 2

Bearing 3

Bearing 4

FB1

FB2

FB3

FB4

F_Robot

GRS H Bearing 3

GRS H Bearing 2

GRS H Bearing 1

Beam applied with

Strain Gauge

6D Force-/Torque

Sensor

Use Case: Robot Assisted Adjustment of Airplane Shell

Force Vectors

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Use Case: Robot Assisted Adjustment of Airplane Shell

Set-up Messsystem

Lasertracker

FT Sensors Positioning

Robot 3

Positioning

Robot 2

Positioning

Robot 1

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Cyberphysical Production Systems

Linking Real and Virtual World for Large-Scale Assembly

Messsystem

Lasertracker

Positionier-

roboter 3

Kraft-/ Momenten

Sensoren

Positionier-

roboter 2

Positionier-

roboter 1

„Real World“ „Virtual World“

Data

• Position

• Geometry

• Forces

Parameter

• Position for

robots

• Valid forces

• Path

planning

Sensors

Lasertracker

FT-Sensor

iGPS

Simulation and Control

Model-based analysis of data

Informationupdate

Modell

• MSA

• Parameters from real

world data

Fördergeber:

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Measurement Systems Model Based Understanding

of Production

Human-Machine-Interaction New Production Paradigms

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Where to find the

„smart expert“?

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Example Process: Assembly of Truck Windscreen and Cabin

Navigation

e. g. UWB

Inspection,

e. g. Laser-

Tracker

Assembly

e. g. iGPS

The truck cabin is transported on a mobile platform

Low requirements regarding measurement uncertainty, but data needs to

be permanently available

The windscreen is mounted to the truck cabin

The measurement uncertainty must be suffiently low in order to avoid a

tolerance mismatch of the overall process

Optionally critical sections of the cabin can be checked after the assembly

process

The measurement uncertainty needs to be significantly lower (1 order of

magnitude) than the tolerance to allow reliable inspection

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Free Float Flawless Assembly (F3A)

Assembly of Large Components in Motion

iGPS Transmitter

Controlled

Path

Planned Path

iGPS Receiver

Direction of Travel

A

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Assembly of Large Components in Motion

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II – Same Metrology as ever?

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Self-stabilizing control loops no longer match production needs

Heuristic /

Determi-

nistic

Dynamic / instable Stationary / stable

(Pseudo-)

Chaotic /

Agile

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Self-stabilizing control loops no longer match production needs

Heuristic /

Determi-

nistic

Dynamic / instable Stationary / stable

(Pseudo-)

Chaotic /

Agile

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Self-stabilizing control loops no longer match production needs

(Pseudo-)

Chaotic /

Agile

Heuristic /

Determi-

nistic

Stationary / stable Dynamic / Instable

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Self-stabilizing control loops no longer match production needs

Heuristic /

Determi-

nistic

Dynamic / Instable

Prescriptive

I II

III IV

(Pseudo-)

Chaotic /

Agile

Stationary / stable

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Reference: Russel und Norvig 2010, D‘Andrea 2013

Research Area #1:

Learning from Data with a-priori-Knowledge

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Reference: Levine (Google Research) 2016

Research Area #2:

Learning from meshed Systems

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Research Area #3:

Interaction with AI-Agents

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Research Area #4:

Empowering people in socio-technical Systems

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III – Multi Agent Assembly:

Free Float, Flawless

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‘‘Smart Manufacturing Systems”:

Sensor Based Metrological Frame

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F3A: Free Float Flawless Assembly

An Industry 4.0 Vision for Future Manufacturing Systems

Real-Time Process

Feedback HMI

Product

Geometry

(high density

Point Cloud)

6DoF Actual Robot

Pose M2M

3D Navigation

Data M2M

6DoF Robot

Control M2M

Transfer and machine-readable

semantic description of machine-

data (control, measurements,

parameters) using OPC-UA

Wireless RT communication with

varying data rates (actual robot

pose via LaserTracker) to GB/s

for computer vision based quality

inspection

Model-based process control

– Descriptive: Global Reference

System to acquire current

system state

– Diagnostic: global process

model to track and control

– Predictive: Modelling mechanic

part behavior

– Prescriptive: Process control to

achieve quality goals

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Global Reference Systems as a Ressource

© Automated Precision Inc., Pozyx Labs, Nikon AG

Cost & Availability

Measurement Uncertainty

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Multi-Sensor Metrology Environment

Compatible Interfaces

Transformation of coordinates

and measurement uncertainty

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Communication Architecture

OPC UA OPC UA

UDP

Sensor Sensor

Central Data

Processing Actors Mobile UI

Sensor

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Integration Frameworks Connect All Relevant Entities to a Central

Control System and Allocate Resources Using OPC-UA

OPC-UA

IF

IF Device: iGPS

IF Device: AGV

IF Device: HMI

Device: Robot

Device: Robot.Model

OPC-UA

SOA-based

Control

System

IF Integration

Framework

Development Cycle Production Cycle User Cycle

Smart Expert

Middleware+

Correlation

AnalysisCluster

Algorithms

Smart Data

Multi-Modal Information Access

Data IntegrationData

ModelData Storage

and Caching

Analytics

Management of data access to proprietary systems

Digital Shadow

Aggregation and Synchronization

Learning

AlgorithmsMeta

Heuristics

Context sensitive

Processing

Application

Software

Raw Data Customer

Data

CRM

Machine

Data

MES

Product

Data

PLM

Test

Data

CAQ

Process

Data

ERP/

SCM

CAD

Data

CAD

Simulation

Data

FEM

Feedback

Data

BDE

Data Provision and Access

Decision Support

Agent Event-driven

Decisions A

Autonomous

Actions

Adaptive

Processes

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Virtual Metrology Frame – Demo App @ WZL Lab

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Side Track:

Global Reference not limited to Coordinates - Temperature

Wireless, magnetic Pt1000

Thermistors

Transmission via Bluetooth 4.1

Variable update rate

3D-printed housing

Transmission range of 15 m

Resolution of 20 mK

1 year battery lifetime @ 60Hz update rate

Water-proof, 0 °C to 80 °C operating range

Temperature data available via web-interface

35

mm

10

mm

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Side Track:

3-D Live-Calculation of thermoelastic State

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Unknown measurement uncertainties in production environments

Thermo-elastic monitoring of workpiece

Problem

Solution

Unknown temperature- &

deformation condition espc.

Large workpieces

Sensor- and model-based

temperature monitoring

for determination of deformation

Time dependant temperature distribution

and expected measurement uncertainty

for valid measurement results

Recommend minimum

tempering time

Ambient temperature Airflow Radiation

Coordinate meas. machine Laser radar

Laser tracker Measuring arm

Ambient and surface temperature

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Big Picture: Data Processing for Agile Enterprises

Development Cycle Production Cycle User Cycle

Mobile

Apps and

Application

Software

Quality

Analytics Research Apps Predictive Maintenance

Raw Data

Machine

sensors

Test

data

Control

data

Simulation

data

ERP

Data

Work

planning

Product Lifecycle

Management CAQ

Data Data Envelope

Raw Data

Middleware+

Learning

Algorithms Analytics

Algorithms

Smart Data

Data Provision and Access (Batch and Streaming)

Aggregation and Synchronization

Multi-Modal Information Access

…and many more

Digital Shadowing Data Integration Data Storage

and Caching Model

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0 Through Innovation in Consumer-Electronics,

Data is for free,

Information is precious.

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I Against the background of shorter product life

cycles and increasing product complexity

production engineering will depend on

“more” and “better” understanding

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II Getting more information for agile demands

from sophisticated methods for data analytics,

dynamic models

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III “Smart expert” centered

socio-technical systems reduce unwanted

human induced errors, fault, flaws

by “Tangible Metrology”

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Conclusion:

For tomorrow’s production, the ‘Digital Shadow’

sets a new paradigm in science, for both

profound understanding

and better estimation in an agile environment.

Casting the case-adjusted ‘Digital Shadow’ from

the ‘Digital Twin’ will be a metrological task

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Thank You!

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Thank You!

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Gratias ago

Obrigado

Grazie

Merci

Thank you

Muchas

gracias

Vielen Dank

Eskerrik asko

Eυχαριστώ

많은 감사 Спасибо

Köszönöm Gràcies

Prof. Dr.-Ing. Robert H. Schmitt

Chair of Metrology and Quality Management

Laboratory for Machine Tools and Production Engineering WZL | RWTH Aachen University

Dankjewel