Comparison of iPad Pro® s LiDAR and TrueDepth Capabilities with ... - MDPI
technologies
Article
Comparison of iPad Pro?¡¯s LiDAR and TrueDepth Capabilities
with an Industrial 3D Scanning Solution
Maximilian Vogt 1, * , Adrian Rips 2 and Claus Emmelmann 3
1
2
3
*
Fraunhofer Research Institution for Additive Manufacturing Technologies IAPT, 21029 Hamburg, Germany
School of Mechanical Engineering, Hamburg University of Technology TUHH, 21073 Hamburg, Germany;
adrian.rips@tuhh.de
Institute of Laser and System Technologies, Hamburg University of Technology TUHH,
21073 Hamburg, Germany; c.emmelmann@tuhh.de
Correspondence: maximilian.vogt@iapt.fraunhofer.de
Abstract: Today¡¯s smart devices come equipped with powerful hard- and software-enabling professional use cases. The latest hardware by Apple utilizes LiDAR and TrueDepth, which offer the
capability of 3D scanning. Devices equipped with these camera systems allow manufacturers to
obtain 3D data from their customers at low costs, which potentially enables time-efficient mass
customization and product differentiation strategies. However, the utilization is limited by the
scanning accuracy. To determine the potential application of LiDAR and TrueDepth as a 3D scanning
solution, in this paper an evaluation was performed. For this purpose, different Lego bricks were
scanned with the technologies and an industrial 3D scanner. The results were compared according to
shape and position tolerances. Even though the industrial 3D scanner consistently delivered more
accurate results, the accuracy of the smart device technologies may already be sufficient, depending
on the application.
Citation: Vogt, M.; Rips, A.;
Emmelmann, C. Comparison of iPad
Keywords: 3D scanning; reverse engineering; iPad Pro; TrueDepth Camera; LiDAR
?
Pro ¡¯s LiDAR and TrueDepth
Capabilities with an Industrial 3D
Scanning Solution. Technologies 2021,
9, 25.
1. Introduction
technologies9020025
To ensure the future competitiveness of manufacturing companies, it is necessary to
face constantly changing customer requirements and market turbulence. Consequently, a
shortening of the product development cycle is constantly pursued in order to adapt to the
dynamic market efficiently and quickly [1]. Manufacturers today tend to adopt product
differentiation strategies and more customer-centric approaches to remain competitive.
Hence, mass customization and product diversification are one of the most commonly
implemented business models. As part of the digital transformation and Industry 4.0, these
objectives are being realized. Additive manufacturing technologies offer high potential for
individualization at low cost in a short period of time [2]. Cost-effective and high-quality
mass customization requires technological resources such as reverse engineering and 3D
scanning. Currently, smartphones and tablets can be utilized as 3D scanners as well [3].
This lowers the entry barrier for both private users and industrial users to digitize objects.
While the customer only needs to be provided with the hardware, the manufacturer can
realize the product design by means of reverse engineering (RE). This means that the basic
scanning can be performed by customers themselves so that the manufacturer can offer
them a product tailored to their needs. An example for this is the business model of the
company HEXR, which produces custom-fit bike helmets with additive manufacturing. In
order to scan the shape of the customers¡¯ heads, a smartphone application and a fitting cap
are needed. The application uses the standard smartphone camera and the random texture
of the fitting cap to model the shape of the head [4]. However, with LiDAR and TrueDepth
technologies included in the newest devices by Apple, even more enhanced possibilities to
digitize real objects are offered.
Academic Editor: Manoj Gupta
Received: 14 February 2021
Accepted: 3 April 2021
Published: 7 April 2021
Publisher¡¯s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affiliations.
Copyright: ? 2021 by the authors.
Licensee MDPI, Basel, Switzerland.
This article is an open access article
distributed under the terms and
conditions of the Creative Commons
Attribution (CC BY) license (https://
licenses/by/
4.0/).
Technologies 2021, 9, 25.
Technologies 2021, 9, 25
2 of 13
Ref. [5] defines the processes of designing, manufacturing, assembling and maintaining products and systems as engineering and divides it into two different types. While
forward engineering implies the process of the approach from a highly abstracted idea to
the physical implementation of a system, RE refers to already existing objects. Thereby, an
existing part, subassembly or product without drawings and documentations is duplicated.
Furthermore, RE is a process to obtain a 3-dimensional computer model from an existing
object through measurements without consideration of functionalities. This process is
also known as Computer Aided Reverse Engineering (CARE), which involves the steps
of data collection, mesh construction and surface fitting [6]. For data collection, different
hardware can be used, whereas mesh construction and surface fitting focus mainly on
software solutions. The hardware is divided into noncontact and contact-based methods,
which can be used for data acquisition [7].
When the highest scan accuracy is required, coordinate measuring machines (CMM)
can be used. These are based on the principle of contact by measuring the surface to
be tested with a probe. Due to the high precision manufacturing processes and built-in
reference standards, CMMs provide the highest accuracy in inspection processes [6]. In
addition, the results are independent of the reflection rate of a surface. Limited operating
space is a point of emphasis because the object needs to be accessed and touched by the
probe. The amount of contact points determines the accuracy. Therefore, the process can
get time-consuming by inspecting complex structures as well as unknown shapes [6¨C8].
An alternative to this procedure is the noncontact method, in which no physical
contact to the surface is needed. Noncontact methods are subdivided into different scan
technologies including photogrammetry, structured light and Time of Flight (ToF). Those
techniques are used by a variety of scanning systems with different capabilities and limitations [7,9]. Based on the field of application, it is important to select a suitable scanner
that meets the requirements. Besides a relatively short processing time, noncontact 3D
scanners cost much less compared to a CMM [8]. In addition, a high point cloud density of
some 3D scanners can be used to measure complex and deep features with high accuracy.
Thereby, the point density is defined by the quantity of emitted points and the obtained
measured values. As a result, a higher point density provides more measured values for
the same scan area [10]. Portable scanners are also becoming increasingly interesting for
the manufacturing industry.
The scanning method Structured Light is based on the principle of triangulation, while
incident laser lines are projected onto the object to be scanned. A common industrial 3D
scanner is the Artec Space Spider, which uses structured light as scan technology. The Artec
Space Spider uses a blue LED with a narrow wavelength, which allows better filtering of
interference from ambient light [11]. From the narrowband of laser stripes with known
angular width, many points of the stripe are reflected by the surface. These points are
detected by a charge-coupled device (CCD) sensor and transformed to 3D coordinates via
the triangulation principle [8]. In total, the Artec Space Spider uses three cameras at various
angles and depths. In the center of the device, an RGB camera is installed surrounded by
LED flash light to capture textures without the need for special light setup. Thereby the
Artec Space Spider is advertised with a pinpoint accuracy of 0.05 mm and 3D resolution of
0.1 mm [11].
Recent developments of commercial devices such as smartphones and tablets have
shown that in addition to photogrammetry, scanning is also feasible with LiDAR (light
detection and ranging) and TrueDepth. LiDAR includes ToF measurements, which determine the time it takes for an object, particle or wave to travel a distance. Therefore, LiDAR
emits a pulse or modulated light signal and measures the time difference in the returning
wavefront [12]. TrueDepth uses vertical-cavity surface-emitting laser (VCSEL) technology
and consists of a traditional camera, an infrared camera, a proximity sensor and a dot
projector as well as a flood illuminator. The system is named and patented by Apple. The
dot projector emits more than 30,000 points of infrared light, which are reflected on the
surfaces. Consequently, the infrared camera picks up these light dots again and the pattern
Technologies 2021, 9, x FOR PEER REVIEW
Technologies 2021, 9, 25
3 of 15
3 of 13
surfaces. Consequently, the infrared camera picks up these light dots again and the pattern
is analyzed
by software
to create
a depth
map.Using
Usingthis
thisdepth
depthmap,
map,aa mathematical
mathematical
is analyzed
by software
to create
a depth
map.
model is generated by machine learning algorithms [9,13¨C15].
In iOS,
iOS, the
theoperating
operating
system
of Apple¡¯s
smartphones
and tablets,
TrueDepth
is
system
of Apple¡¯s
smartphones
and tablets,
TrueDepth
is mainly
mainly
for 3D
face authentication
and recognition,
while enables
LiDAR enables
new feaused forused
3D face
authentication
and recognition,
while LiDAR
new features
for
tures
for Augmented
Reality
by accelerating
plane detection.
scan objects,
it is therefore
Augmented
Reality by
accelerating
plane detection.
To scanTo
objects,
it is therefore
necessary to install
an additional
application.
Heges
is such
an iOS
that exploits
necessary
to install
an additional
application.
Heges
is such
an application
iOS application
that exTrueDepth
and LiDAR.
The authors
of [16] of
evaluated
different
smartphone
applications,
ploits
TrueDepth
and LiDAR.
The authors
[16] evaluated
different
smartphone
applishowingshowing
that Heges
one has
of the
resolutions
(0.5 mm).
application
can be
cations,
thathas
Heges
onefinest
of the3D
finest
3D resolutions
(0.5The
mm).
The application
usedbetoused
scanto
objects
and export
STL and
polygon
(PLY) files,
while
colors
can
also
can
scan objects
and scans
exportasscans
as STL
and polygon
(PLY)
files,
while
colors
be captured.
In contrast
other applications,
Heges is also
notislimited
to limited
scan faces
only.
can
also be captured.
In to
contrast
to other applications,
Heges
also not
to scan
In addition,
screen sharing
function
facilitates
a one-time
allows
faces
only. Ina addition,
a screen
sharing
functionscanning,
facilitatesand
scanning,
and payment
a one-time
payunlimited
export
of
these
scan
files
[16].
Apple
itself
does
not
specify
the
accuracy
of the
ment allows unlimited export of these scan files [16]. Apple itself does not specify
respectiveoftechnologies
or technologies
hardware. or hardware.
accuracy
the respective
While the
the hardware
hardwareand
andthe
thesoftware
softwareofof
the
device
determine
scan
accuracy
While
the
device
determine
thethe
scan
accuracy
ininternally,there
thereare
arealso
alsoexternal
externalfactors
factorsinfluencing
influencingscan
scanquality.
quality.AAliterature
literature research
research has
has
ternally,
shown that
that factors
factors are
are reflectance,
reflectance, shape
shape and
and color
color of
of the
the object
shown
object as
as well
well as
as surface
surface texture
texture
and
ambient
lightning.
In
addition,
the
distance
between
object
and
scanner,
and ambient lightning. In addition, the distance between object and scanner, scanning
scanning
strategy and
and scanning
scanning movements
During post-processing,
post-processing,
strategy
movements influences
influences scan
scan quality
quality [7¨C9,17].
[7¨C9,17]. During
the
meshing
and
surface
fitting
have
also
shown
influences
[17].
Depending
on the
the scan
the meshing and surface fitting have also shown influences [17]. Depending on
scan
accuracy,
different
fields
of
applications
can
be
exploited.
accuracy, different fields of applications can be exploited.
To determine
determine the
the potential
potential use
use of
of LiDAR
LiDAR and
and TrueDepth
TrueDepth included
in the
the recent
recent iPad
iPad
To
included in
Pro
and
iPhone
12
Pro
lineup
as
a
3D
scanner,
this
study
was
conducted.
For
the
evaluation,
Pro and iPhone 12 Pro lineup as a 3D scanner, this study was conducted. For the evaluaan iPad
Pro (2020)
[3] was
usedused
and and
waswas
compared
to the
industrial
Artec
Space
Spider
tion,
an iPad
Pro (2020)
[3] was
compared
to the
industrial
Artec
Space
SpiHandheld
3D
Scanner
[11].
Therefore,
different
Lego
bricks
were
scanned
and
compared
der Handheld 3D Scanner [11]. Therefore, different Lego bricks were scanned and comvia the software GOM Inspect. The aim of this study was to determine the scan accuracy of
pared via the software GOM Inspect. The aim of this study was to determine the scan
LiDAR and TrueDepth as 3D scanning technique.
accuracy of LiDAR and TrueDepth as 3D scanning technique.
2. Materials and Methods
2. Materials and Methods
The procedure of this study is shown in Figure 1 and can be divided into three steps:
The procedure of this study is shown in Figure 1 and can be divided into three steps:
(1) Scanning
?(2) (1)
Scanning
Measurement
?(3) (2)
Measurement
Comparison
?
(3) Comparison
Real Lego Brick
Measurement
3D Scanning
Industrial 3D-Scanner
Artec Space Spider
Blue-Light Technology
Scanned
Data 1
Heges Application
iPad Pro 2020
TrueDepth LiDAR
Scanned
Data 2
Keyence VHX-5000
Reference
CAD Model
Scanned
Data 3
Comparison
Artec
Studio
MeshLab
GOM
Inspect
Figure 1. Schematic illustration of the procedure to evaluate the accuracy of TrueDepth and light detection and ranging
Figure 1. Schematic illustration of the procedure to evaluate the accuracy of TrueDepth and light detection and ranging
(LiDAR) using an iPad Pro (2020) in comparison to an industrial 3D scanning system.
(LiDAR) using an iPad Pro (2020) in comparison to an industrial 3D scanning system.
Technologies 2021, 9, 25
4 of 13
2.1. Scanning
The first step is to scan an object. Thereby, it is important to control the factors that
influence the scan quality and only modify the factors that should be4 of
analyzed.
In this
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rotation
of
thewith
object
permm
minute
Lighting
conditions:
scanner
placed
identically
insettings
the same
environment
Software
settings
(resolution
etc.):
same
?
Scanning
angle:
constant
65¡ã
?
Scanning
angle:
constant
with
65¡ã
???? Scanning
angle:
constant
with
65¡ã
?
Scanning
speed:
one
rotation
of
the
object
persame
minute
Lighting
conditions:
scanner
placed
identically
in the
same environment
Lighting
conditions:
scanner
placed
identically
in
the
environment
?
Scanning
angle:
constant
with
65¡ã
Scanning
angle:
constant
with
65¡ã
?
Scanning
angle:
constant
with
65¡ã
speed:
one
rotation
of
the
object
per
minute
?
Relative
movements:
no
movement
of
the
scanning
devices
Scanning
speed:
one
rotation
of
the
object
per
minute
?
Lighting
conditions:
scanner
placed
identically
in
the
same
environment
Lighting
conditions:
scanner
placed
identically
in
the
same
environment
???
Lighting
conditions:
scanner
identically
in
same
environment
???? Relative
movements:
no
movement
of
thethe
scanning
devices
Hence
Lego
produced
within
aobject
tolerance
of
10
?m,
suitable for the following
Scanning
speed:
oneplaced
rotation
of
the
per
minute
Scanning
speed:bricks,
one
rotation
of
the
object
per
minute
Lighting
conditions:
scanner
placed
identically
inthe
the
sameare
environment
Lighting
conditions:
scanner
placed
identically
in
same
environment
Lighting
conditions:
scanner
placed
identically
in
same
environment
Relative
movements:
no
movement
of
thethe
scanning
devices
Post-processing
(point
spline,
surface
model,):
same
Relative
movements:
nocloud,
movement
of
the
scanning
devices
?
Scanning
speed:
one
rotation
of
the
object
per
minute
???
Scanning
speed:
one
rotation
of
the
object
per
minute
?
Scanning
speed:
one
rotation
of
the
object
per
minute
?
Post-processing
(point
cloud,
spline,
surface
model,):
same
Relative
movements:
no
movement
of
the
scanning
devices
Relative
movements:
no
movement
of
the
scanning
devices
research
due
to
high
manufacturing
accuracy
and
differences
in shape and color [18].
Scanning
speed:
oneetc.):
rotation
ofsettings
the
object
per
minutesame
??
Scanning
speed:
one
rotation
of
the
object
permodel,):
minute
?? Scanning
speed:
one
rotation
of
the
object
per
minute
Post-processing
(point
cloud,
spline,
surface
model,):
Software
settings
(resolution
same
Post-processing
(point
cloud,
spline,
surface
same
Relative
movements:
no
movement
of
the
scanning
devices
Relative
movements:
no
movement
of
the
scanning
devices
???According
Relative
no
movement
of
the
scanning
devices
????? movements:
Software
settings
(resolution
etc.):
same
settings
Post-processing
(point
cloud,
spline,
surface
model,):
same
Post-processing
(point
cloud,
spline,
surface
model,):
same
Relative
movements:
no
movement
of
the
scanning
devices
Relative
movements:
no
movement
of
the
scanning
devices
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and cylindricity¡ª
Relative
movements:
no
movement
of
the
scanning
devices
Software
settings
(resolution
etc.):
same
settings
?
Software
settings
(resolution
etc.):
same
settings
Hence
bricks,
produced
within
asurface
tolerance
ofsettings
10 ?m,
are suitable
for the follow?? Lego
Post-processing
(point
cloud,
spline,
surface
model,):
same
Post-processing
(point
cloud,
spline,
surface
model,):
same
???
Post-processing
(point
cloud,
spline,
model,):
same
?
Software
settings
(resolution
etc.):
same
Software
settings
(resolution
etc.):
same
settings
Hence
Lego
bricks,
produced
within
a
tolerance
of
10
?m,
are
suitable
for
the follow?
Post-processing
(point
cloud,
spline,
surface
model,):
same
Post-processing
(point
cloud,
spline,
surface
model,):
same
?
Post-processing
(point
cloud,
spline,
surface
model,):
same
bricks
were
selected
for
the(resolution
examination
as
in of
Table
1. Besides
the
shape,
the profile
Hence
Lego
bricks,
produced
within
ashown
tolerance
10
?m,
areand
suitable
for
the followresearch
due
to
high
manufacturing
accuracy
and
in
shape
color
[18].
?? Lego
Software
settings
etc.):
same
settings
Hence
bricks,
produced
within
a tolerance
ofdifferences
10 ?m,
are
suitable
for
the
follow?ing
Software
settings
(resolution
etc.):
same
settings
Software
settings
(resolution
etc.):
same
settings
ing
research
due
to
high
manufacturing
accuracy
andof
differences
in
shape
and
color
[18].
?
Software
settings
(resolution
etc.):
same
settings
?willSoftware
settings
(resolution
etc.):
same
settings
Hence
Lego
bricks,
produced
within
a
tolerance
10
?m,
are
suitable
for
the
follow?
Software
settings
(resolution
etc.):
same
settings
Hence
Lego
bricks,
produced
within
a
tolerance
of
10
?m,
are
suitable
for
the
followbe ing
evaluated
by
comparing
a
profile
of
a
surface,
profile
of
a
line
and
the
position
of
research
due
to
high
manufacturing
accuracy
and
differences
in
shape
and
color
[18].
According
todue
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
ing research
to
high
manufacturing
accuracy
and
differences
in
shape
and
color
[18].
Hence
Lego
bricks,
produced
within
aa tolerance
of
10
?m,
are
suitable
for
the
followHence
Lego
bricks,
produced
within
tolerance
of
10
?m,
are
suitable
for
the
followHence
bricks,
produced
within
aa tolerance
of
10
?m,
are
suitable
for
the
followAccording
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
ingLego
research
due
to
highproduced
manufacturing
accuracy
and
differences
in
shape
and
color
[18].
ing
research
due
to
high
manufacturing
accuracy
and
differences
in
shape
and
color
[18].
Hence
Lego
bricks,
produced
within
a
tolerance
of
10
?m,
are
suitable
for
the
followHence
Lego
bricks,
produced
within
tolerance
of
10
?m,
are
suitable
for
the
followHence
Lego
bricks,
within
a
tolerance
of
10
?m,
are
suitable
for
the
followAccording
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
According
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
features
in
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
ing
research
due
to
high
manufacturing
accuracy
and
differences
in
shape
and
color
[18].
ing
research
due
to
high
manufacturing
accuracy
and
differences
in
shape
and
color
[18].
ing
research
to
high
manufacturing
accuracy
and
differences
in1.shape
and
color
[18].
bricks
were
selected
for
the
examination
as
shown
in
Table
Besides
the
shape,
the
profile
According
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
According
todue
the
shape
tolerances¡ªstraightness,
flatness,
roundness
andthe
cylindricity¡ª
ing
research
due
to
high
manufacturing
accuracy
and
differences
inshape
shape
and
color
[18].
ing
research
due
to
high
manufacturing
accuracy
and
differences
and
color
[18].
ing
research
due
to
high
manufacturing
accuracy
differences
in
and
color
[18].
bricks
were
selected
for
examination
as
shown
in
Table
1.shape
Besides
the
shape,
profile
will
bewere
evaluated
by
comparing
athe
profile
ofshown
a surface,
profile
of
aofin
line
and
position
ofthe
bricks
selected
for
the
examination
as
in
Table
1.and
Besides
the
shape,
the
profile
black
and
turquoise
were
chosen
for
the
investigation
color
impact.
According
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
According
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
According
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
will
be
evaluated
by
comparing
a
profile
of
a
surface,
profile
of
a
line
and
the
position
of
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
According
to
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
According
to
theevaluated
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
According
to
the
shape
tolerances¡ªstraightness,
flatness,
roundness
and
cylindricity¡ª
will
be
by
comparing
a
profile
of
a
surface,
profile
of
a
line
and
the
position
of
features
in
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
will be evaluated
by
comparing
a
profile
of
a
surface,
profile
of
a
line
and
the
position
of
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
features
in
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
will
be
evaluated
by
comparing
a
profile
of
a
surface,
profile
of
a
line
and
the
position
of
will
be
evaluated
by
comparing
a
profile
of
a
surface,
profile
of
a
line
and
the
position
of
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
bricks
were
selected
for
the
examination
as
shown
in
Table
1.
Besides
the
shape,
the
profile
features
in
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
black
andin
turquoise
were
chosen
for
the
investigation
of
color
impact.
features
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
Table 1. Overview ofwill
thebe
used
Lego
bricks
for
the
inspection
of
geometric
characteristics
and
tolerances
[19].
will
be
evaluated
by
comparing
aa profile
of
aaprofile
surface,
profile
of
aathe
line
and
the
position
of
will
be
evaluated
by
comparing
profile
of
surface,
profile
of
line
and
the
position
of
evaluated
by
comparing
aa profile
of
aa surface,
aa colors
line
and
position
black
and
were
chosen
the
investigation
of
colororange,
impact.
features
inturquoise
relation
the
real
object.
Additionally,
the
white,
orange,
red,
green,
features
in
relation
to
the real
object.
Additionally,
colorsof
white,
will
be
evaluated
byto
comparing
profile
ofthe
surface,
profile
of
linered,
andgreen,
theof
position
of
will
evaluated
by
comparing
profile
of
surface,
line
and
position
of
will
be
evaluated
by
comparing
aafor
profile
of
aaprofile
surface,
profile
of
aathe
line
and
the
position
of
black
and
turquoise
were
chosen
for
the
investigation
of
color
impact.
blackbeand
turquoise
were
chosen
for
the
investigation
of
colorof
impact.
features
in
relation
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
features
in
relation
to
the chosen
realto
object.
Additionally,
the
colors
white,
orange,
red,
green,
features
in
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
black
and
turquoise
were
chosen
for
the
investigation
of
color
impact.
black
and
turquoise
were
for
the
investigation
of
color
impact.
features
in
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
in
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
features
in
relation
to
the
real
object.
Additionally,
the
colors
white,
orange,
red,
green,
Table 1.Evaluation
Overview offeatures
the
used
Lego
bricks
for
the
inspection
of
geometric
characteristics
and
tolerances
[19].
of Scanned
Lego
Bricks
byfor
Shape
Tolerances
According
toimpact.
DIN
EN
ISO
1101 [19].
and
turquoise
were
chosen
for
investigation
of
color
impact.
black
and
turquoise
were
chosen
forinspection
the
investigation
of color
Table 1. Overview
of black
the
used
Lego
bricks
the
ofthe
geometric
characteristics
and
tolerances
black
and
turquoise
were
chosen
for
the
investigation
of
color
impact.
black
and
turquoise
were
chosen
forofthe
the
investigation
oftolerances
color
impact.
and
turquoise
were
chosen
for
investigation
of color
impact.
black
and
turquoise
were
chosen
for
investigation
of
color
impact.
Table 1. Overview
ofLego
the
used
Lego
bricks
for
the
inspection
geometric
characteristics
and
tolerances
[19].
Table 1. Overview
ofblack
the used
bricks
for
the
inspection
ofthe
geometric
characteristics
and
[19].
Evaluation
ofOverview
Scanned
Bricks
bythe
Shape
According
to DIN
ENtolerances
ISO
1101
TableGeometric
1.
the used
Lego
bricks
forTolerances
the inspection
of geometric
characteristics
and
tolerances
[19].
Table
1. Overview
of
the usedofLego
Lego
bricks
for
inspection
of geometric
characteristics
and
[19].
Element
Evaluation
of of
Scanned
Lego
Bricks
bythe
Shape
Tolerances
According
totolerances
DINand
ENtolerances
ISO 1101Control
SymbolTable
Tolerance
Type
Lego
Brick
Summary
Table
1.
Overview
the
used
Lego
bricks
for
inspection
of
geometric
characteristics
Table
1.
Overview
of
the
used
Lego
bricks
for
the
inspection
of
geometric
characteristics
and
[19].
Table
1.
Overview
of
the
used
Lego
bricks
for
the
inspection
of
geometric
characteristics
and
tolerances
[19].
1ISO
1. Overview
the used
Lego
bricks
for
the
inspection
of
geometric
characteristics
and
1 Control
Evaluation
of of
Scanned
Lego
Bricks
by
Shape
Tolerances
According
totolerances
DIN
EN [19].
1101[19].
Evaluation
of
Scanned
Lego
Bricks
by
Shape
Tolerances
According
to Number
DIN
EN
ISO
1101
SymbolTable
Geometric
Characteristic
Tolerance
Type
Lego
Element
Summary
Characteristic
Number
Table
1. of
Overview
the
used
Lego
bricks
for
the
inspection
ofgeometric
geometric
characteristics
and
tolerances
[19].
1. Overview
of
the used
Lego
bricks
for
inspection
of Brick
geometric
characteristics
and
[19].
Table
1.
the
used
Lego
bricks
for
the
inspection
of
characteristics
and
1 Control
Symbol
Geometric
Characteristic
Tolerance
Type
Lego
Brick
Number
Summary
Evaluation
ofof
Scanned
Lego
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by
Shape
Tolerances
According
totolerances
DIN
ENtolerances
ISO
1101[19].
Evaluation
ofOverview
Scanned
Lego
Bricks
bythe
Shape
Tolerances
According
to Element
DIN
EN
ISO
1101
1
1
Geometric
Characteristic
Tolerance
Type
Lego
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Element
Number
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Summary
Symbol Symbol
Geometric
Characteristic
Tolerance
Type
Lego
Brick
Element
Number
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Summary
Evaluation
of
Scanned
Lego
Bricks
Shape
Tolerances
According
to
DIN
EN
ISO
1101
Evaluation
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According
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EN
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Evaluation
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According
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EN
1101
1ISO
1DIN
Geometric
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Type
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Element
Number
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Symbol Symbol
Geometric
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Element
Number
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Summary
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ofScanned
Scanned
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According
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ENISO
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According
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EN
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Evaluation
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Shape
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According
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DIN
EN
1101
11 Summary
1Number
1
Geometric
Characteristic
Tolerance
Type
Lego
Brick
Element
Control
Summary
Symbol Symbol
Geometric
Characteristic
Tolerance
Type
Lego
Brick
Element
Number
Control
Symbol
Geometric
Characteristic
Tolerance
Type
Lego
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Element
Number 11 Control
Summary
Straightness
4,181,139/44,237
11Number
Symbol
Geometric
Characteristic
Tolerance
Type
LegoBrick
Brick
Element
ControlSummary
Summary
Symbol Symbol
Geometric
Characteristic
ToleranceTolerance
Type
Lego Brick
Element
Number
Control Summary
Geometric
Characteristic
Type
Lego
Element
Number
Control
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Straightness
4,181,139/44,237
Controls form or surControls form or surForm (No RelaFlatness
300,123/3001
form or surForm (No RelaControls
form
or surfaces of aControls
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in
Controls
form
or
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300,123/3001
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in
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Relation
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Flatness Form (NoForm
300,123/3001
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300,123/3001
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faces
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tion
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tion
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300,123/3001
tion between
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tion
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tion
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6,322,842/98,138
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tion
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Features)Features)
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form.
perfect
Roundness
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6,322,842/98,138
perfectform.
form.
perfect form.
form.
perfect
(Circularity)
Roundness
(Circularity)
6,322,842/98,138
Roundness
(Circularity)
6,322,842/98,138
Roundness
(Circularity)
6,322,842/98,138
Cylindricity
17,715/87,994
Roundness
(Circularity)
6,322,842/98,138
Roundness
(Circularity)
6,322,842/98,138
Roundness
(Circularity)
6,322,842/98,138
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Cylindricity
17,715/87,994
Position
300,123/3001
Position
300,123/3001
300,123/3001
Position Position
300,123/3001
300,123/3001
Position Position
300,123/3001
300,123/3001
Position Position
300,123/3001
Position
300,123/3001
Position
300,123/3001
Position
300,123/3001
Position
300,123/3001
Controls size, form
Position
300,123/3001
Controls size, form
Controls
Controls
size, form
and orientation
ofsize, form
and orientation
of
Profile of a surface
230,223
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and
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and
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andon
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ences.
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of
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Element
[20].
1 Element number of the Lego brick in the Lego online store [20].
1 Element number of the Lego brick in the Lego online store [20].
Element number
of the Lego brick in the Lego online store [20].
1 Element number of the Lego brick in the Lego online store [20].
Element number
of the Lego brick in the Lego online store [20].
1
1
1
1
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Element
the
in
the
online
store
[20].
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number
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theof
Lego
brick
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thebrick
Lego
online
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[20].
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the Lego
Lego
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Lego
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1
1
Technologies 2021, 9, 25
Technologies 2021, 9, x FOR PEER REVIEW
5 of 15
5 of 13
control
influencing
factors,
following
setup
chosen:
one object
was placed
ToTo
control
influencing
factors,
the the
following
setup
was was
chosen:
one object
was placed
onon
a rotary
table
with
anan
irregular
surface
texture,
which
increases
the the
object
tracking
duedue to
a rotary
table
with
irregular
surface
texture,
which
increases
object
tracking
tothe
thehigh-contrast
high-contrast color
color design.
design. Radially
Radially the
the scanning
scanningdevices
deviceswere
werestationary-mounted
stationary-mounted with
with
a constant
distance
300mm
mmtotothe
themiddle
middle of
of the table
scana constant
distance
ofof
300
table(object).
(object).To
Tocontrol
controlthe
the
scanning
ning
speed,
table,
includingthe
theirregular
irregularsurface
surface texture
texture and
speed,
thethe
table,
including
and the
the object,
object,was
wasrotated
rotated one
one
full
rotationper
perminute.
minute.One
One scanner
scanner was
minute
scanning
thethe
object
full
rotation
wasactivated
activatedfor
forone
one
minute
scanning
object in
? . After
in360
360¡ã.
After aa scan,
scan, the
the process
process was
was repeated
repeated analogously
analogously with
with the
the next
next scanning
scanning technology
technology
the object
next object
was placed.
This ensured
thatplacement
the placement
ofLego
the Lego
beforebefore
the next
was placed.
This ensured
that the
of the
brick was
brick
was
always
the
same
for
each
scan
technology
and
each
scanning
session.
In each
total, object
always the same for each scan technology and each scanning session. In total,
each
wasbyscanned
by technology
each scan technology
times.sensors
All three
sensors
were
wasobject
scanned
each scan
three times.three
All three
were
aligned
so that a
aligned
so
that
a
scan
angle
of
65¡ã
was
set
with
respect
to
the
surface.
For
TrueDepth,
?
scan angle of 65 was set with respect to the surface. For TrueDepth, the iPad wasthe
laid flat
iPad
laid flaton
onaits
display
on a stand,
it is asensor.
front-facing
sensor. In
on was
its display
stand,
because
it is a because
front-facing
In addition,
theaddition,
device had to
the
had
to? .be rotated 180¡ã.
bedevice
rotated
180
ToTo
ensure
thethe
same
post-processing,
the automatic
meshing
in Artec
StudioStudio
15 was15 was
ensure
same
post-processing,
the automatic
meshing
in Artec
used every time. For the scans with Heges, the files were exported as stereolithography
used every time. For the scans with Heges, the files were exported as stereolithography
files (*.STL) and cleaned in MeshLab the same way.
files (*.STL) and cleaned in MeshLab the same way.
2.2.
Measurement
2.2.
Measurement
The digital microscope Keyence VHX-5000 was used to obtain the actual geometry
The digital microscope Keyence VHX-5000 was used to obtain the actual geometry of
of an object using the optical metrology with 200¡Á magnification. Based on those measan object using the optical metrology with 200¡Á magnification. Based on those measureurements, the bricks were reconstructed in Autodesk Inventor 2020 and saved as inventor
ments, the bricks were reconstructed in Autodesk Inventor 2020 and saved as inventor part
part files (*.ipt). The scanned meshes and designed components were imported in GOM
files (*.ipt). The scanned meshes and designed components were imported in GOM Inspect
Inspect Suite 2020. This Software offers a wide range of inspection tools with high accuSuite 2020. This Software offers a wide range of inspection tools with high accuracy and a
racy and a low standard deviation, as tests performed by [21] showed.
low standard deviation, as tests performed by [21] showed.
2.3. Comparison
2.3. Comparison
The generated meshes were examined for deviations in mm as absolute values as
The generated meshes were examined for deviations in mm as absolute values as
shown in Figure 2. While the color influence was investigated by a flatness test (a), shape
shown in Figure 2. While the color influence was investigated by a flatness test (a), shape
tolerances were examined with inspection tools from GOM Inspect (b). In this analysis no
tolerances were examined with inspection tools from GOM Inspect (b). In this analysis no
relation between features was considered. To compare the size, form and orientation of
relation between features was considered. To compare the size, form and orientation of
scanned surfaces based on datum references, a target-actual comparison was established
scanned
surfaces
based on
datum
references,
a target-actual
comparison was
(c).
(c).
Therefore,
the scanned
Lego
bricks
were aligned
with the reconstructed
one established
in GOM
Therefore,
the
scanned
Lego
bricks
were
aligned
with
the
reconstructed
one
in
GOM
Inspect.
Inspect. Then, the deviation between the scanned mesh to the constructed part was deterThen,For
thethe
deviation
between
the
scanned
meshsurface
to the constructed
mined.
profile of
a line the
edge
of a curved
was used. part was determined.
For the profile of a line the edge of a curved surface was used.
(a)
(b)
(c)
Figure
with
GOM
Inspect
Suite
2020:
(a) flatness
test by
scanned
Lego Lego
brick with
Artec
Figure2.2.Examination
Examinationofofdeviation
deviation
with
GOM
Inspect
Suite
2020:
(a) flatness
testa by
a scanned
brickthe
with
the Artec
Space
influence
thethe
scan
quality
scanned;
(b) form
tolerance
analysis
of a Lego
brick scanned
by the by the
SpaceSpider
Spiderwhether
whethercolors
colors
influence
scan
quality
scanned;
(b) form
tolerance
analysis
of a Lego
brick scanned
TrueDepth
comparison
of aofLego
brick
scanned
by the
camera
for thefor
examination
of
TrueDepthcamera;
camera;(c)
(c)target-actual
target-actual
comparison
a Lego
brick
scanned
byTrueDepth
the TrueDepth
camera
the examination
of
scan accuracy of a profile on a surface.
scan accuracy of a profile on a surface.
................
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