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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Use of Augmented Reality Technology to Develop an Application for Smart Factory Workers</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>n Tsmots</string-name>
          <email>ivan.tsmots@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>syl T</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>slyuk</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Lviv Polytechnic National University</institution>
          ,
          <addr-line>S. Bandery Str., 12, Lviv 79013</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Technical University of Lodz</institution>
          ,
          <addr-line>Wolczanska Str., 215, Lodz</addr-line>
          ,
          <country country="PL">Poland</country>
        </aff>
      </contrib-group>
      <fpage>0000</fpage>
      <lpage>0001</lpage>
      <abstract>
        <p>The relevance of the introduction of augmented reality technology in the production process is substantiated. It is developed the structure for the newest system on the base of AR technology, which will increase the motivation of employees and increase the level of information assimilations. The research used modern development technologies, such as ASP.NET Core 2 technology and Unity 3d environment. To demonstrate augmented reality, the Vuforia platform was used and virtual models of equipment have been created in the Solid Works simulation environment. The Factory Maintance Visualisation (FMV) software has been developed, witch consists of four scenes and includes all the features described above. Two models of equipment were created for the demonstration: the Cable 6-Axis Robot Arm and the EXCT 100 movement system.</p>
      </abstract>
      <kwd-group>
        <kwd>Augmented Reality Technology</kwd>
        <kwd>Smart Factory</kwd>
        <kwd>Virtual Reality</kwd>
        <kwd>Client Interface Development</kwd>
        <kwd>Markerbassed AR Approach</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        elements from the virtual world into the real, complementing the things we are able to
see, hear, or even feel. It complements the physical world with digital data provided
by computer devices (smartphones, tablets and AR glasses) in real time. AR uses an
environment around the human (as opposed to virtual reality, which "absorbs" a
person) and simply imposes a piece of virtual information over it, such as graphics,
sounds and reaction to the touch. As virtual and real world coexist harmoniously,
users with augmented reality experiences have the opportunity to try a whole new,
improved world, where virtual information is used as an additional useful tool that
provides assistance in daily activities. Thus, the augmented reality is a concept that
describes the process of supplementing the existing reality with virtual objects,
allowing visualization of information [
        <xref ref-type="bibr" rid="ref10 ref5 ref6 ref7 ref8 ref9">5-10</xref>
        ]. Communication with virtual reality is
performed in the on-line mode, and to provide the necessary effect only a webcam is
needed – the image from which will be supplemented with virtual objects.
      </p>
      <p>The impact of this technology on social development can be comparable to the
effect of internet appearance.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Formulation of the problem</title>
      <p>The relevance of introduction of augmented reality technology into the production
process is that the use of such a newest system will undoubtedly increase the
motivation of employees, as well as increase the level of information assimilation due to the
diversity and interactivity of its visual representation.</p>
      <p>Purpose of work is to develop a simple and understandable application for
employees of the automated ("smart") factory. Such software will facilitate the diagnostics of
the equipment at the factory and prevent breakage. Also, this application demonstrates
equipment through augmented reality technologies, which allows new employees to
master their skills faster with any type of equipment.
3</p>
    </sec>
    <sec id="sec-3">
      <title>Augmented reality and its classification</title>
      <p>
        Augmented Reality is a term that represents all projects aimed at supplementing the
reality with any virtual elements [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. This technology is part of mixed reality (MR),
which also includes "augmented virtuality" (when real objects are integrated into the
virtual environment).
      </p>
      <p>In other words, it is a technology of overlaying information in the form of text,
graphics, audio and other virtual objects on real objects in real time. It is the
interaction of computing devices with the real world picture distinguishes augmented reality
from virtual.</p>
      <p>
        Even in the middle of the TWENTIETH century, for military pilots began to make
helmets with a built-in additional display. With it's help, the pilot received important
information: he saw, for example, how much fuel was left in the tank of the aircraft
and what course the moving machine [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
      </p>
      <p>1999 year deserves special attention: this year, "ARToolKit" was released — an
open source library for developing applications with augmented reality elements. A
few years later, the smartphone era has led a new wave of AR development, this time
with a lot of mobile applications for a wide range of consumers.</p>
      <p>
        The very first program of this kind was Wikitude that represents something similar
to Wikipedia. The application is available in the version for Google Android from the
end of 2008, for the iPhone since October 2009 and recently for Symbian OS.
EligoVision was the first to implement augmented reality systems in 2008 [
        <xref ref-type="bibr" rid="ref1 ref2 ref3">1-3</xref>
        ].
      </p>
      <p>
        Augmented reality is divided into several types:
1. Marker based AR [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Some also call this an image recognition because it
requires a special visual object and camera. It can be anything from a printed QR code
to special marks. The AR device also calculates the position and orientation of the
markers to accommodate the content in some cases. In this way, the token initiates the
digital animations for users viewing, and therefore the images in the log can turn into
3D models.
      </p>
      <p>
        2. AR without markers [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. A.k.a.-location or position based on augmented
reality that uses a GPS, compass, gyroscope and accelerometer to provide data based on
user location This data then defines what AR content you find or get in a specific
area. With smartphones, this type of AR usually creates maps and directions,
information about neighboring businesses. Applications include events and information,
pop-ups for business advertisement, navigation support.
      </p>
      <p>
        3. Projection-based AR [
        <xref ref-type="bibr" rid="ref6 ref7">6, 7</xref>
        ]. Designing synthetic light on the physical surface,
and in some cases allows you to interact with it. These are the holograms that we have
all seen in science fiction movies like "Star Wars". It detects the user's interaction
with the projection behind its changes.
      </p>
      <p>
        4.Superimposition-based AR [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Overrides the original view, either completely
or partially. Object recognition plays a key role, without it the whole concept is
simply impossible. We have all seen an example of an augmented reality overlay in the
IKEA Catalog application it allows users to place virtual items in their catalog of
furniture in their rooms.
      </p>
      <p>
        Many modern devices already support augmented reality. From smartphones and
tablets to devices such as Google Glass or portable devices, these technologies
continue to evolve. In order to process and design AR devices and hardware must first
meet the following requirements, such as sensors, cameras, accelerometer, gyroscope,
digital compass, GPS, processor, displays, etc. [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]
      </p>
      <p>
        Augmented reality devices are classified into the following categories [
        <xref ref-type="bibr" rid="ref3 ref6 ref7 ref8 ref9">3, 6-9</xref>
        ]:
 Mobile devices (smartphones and tablets) — the most affordable and best suited
for AR mobile applications, ranging from clean gaming and entertainment to
business analytics, sports and social networks.
 Special AR devices, intended primarily and exclusively to work with augmented
reality. One such example is Head Displays (HUD), data transfer on transparent
display directly to the user's view. Originally introduced to train pilots, now such
devices are used in aviation, automotive industry, production, sports, etc.
 AR glasses (or smart-glasses) — Google Glasses, Meta 2 Glasses, Laster See-Thru
Glasses, Laforge AR Accessories and more. These devices are capable of
displaying notifications from your smartphone, assisting conveyor line workers, accessing
hands-free content and more.
 AR contact lenses (or smart lenses), moving augmented reality to a new level.
      </p>
      <p>Manufacturers such as Samsung and Sony have announced the development of AR
lenses. Accordingly, Samsung is working on lenses as a smartphone accessory,
while Sony is developing lenses as standalone AR devices (with features such as
photography or data storage).
 Virtual retina displays (VRD), creates images by projecting laser light into the
human eye The goal is to detect bright, high-contrast, high-resolution images.</p>
      <sec id="sec-3-1">
        <title>The scope of this technology is quite large, for example:</title>
        <p>
          Security [
          <xref ref-type="bibr" rid="ref6 ref7">6,7</xref>
          ]. Aeroflot has invested in the development of a number of systems to
increase the safety of flights using the technology of augmented reality. Among them
– a pocket complex with glasses for pilots, which allows to do the blindly landing due
to inclement weather (fog, rain, high clouds, etc.) and at night. In addition to the
glasses system for pilots, simulators were developed for air traffic controllers and air
traffic drivers.
        </p>
        <p>Boeing introduced the Enhanced Vision System (EVS) back in 2007, designed to
increase pilots' awareness of approach to the airfield, landing, take-off and steering.
Using an infrared camera and sensors, it shows the environment in a transparent panel
between the pilot and the windshield.</p>
        <p>
          Industry [
          <xref ref-type="bibr" rid="ref11 ref15 ref4">4, 11, 15</xref>
          ]. Augmented reality allows you to show what can not be
shown live. For example, a working hydroelectric power plant with a detailed text
description of its operation in the air. Moreover, augmented reality does not require
any special equipment. Plain Webcam, Plain Computer, Plain Plasma and Marker
Plain on Plain Paper.
        </p>
        <p>
          Advertising and promotions [
          <xref ref-type="bibr" rid="ref16 ref17 ref3">3, 16, 17</xref>
          ]. Augmented reality technology is able to
breathe life into the concept of promotional games and competitions, turning them
into city quests.
        </p>
        <p>What if the task is not to sell the product but the emotions associated with that
product? For example, using face recognition and emotion technology can make
people smile. As Unilever did, they created an ice cream vending machine that gave out
free ice cream for a smile.</p>
        <p>
          Medicine [
          <xref ref-type="bibr" rid="ref10 ref9">9, 10</xref>
          ]. The surgeon during the surgery can see in the glasses of
augmented reality the important information about the patient's condition. This allows
you to make decisions instantly without wasting time on communication.
        </p>
        <p>Games. (Box! Open Me, AppTag, Mosquitos, SpecTrek) — an oasis for AR. The
PlayStation Vita, for example, comes with a set of augmented reality maps.</p>
        <p>
          Education [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ]. In education, the augmented reality is now very popular — albums,
encyclopedias are equipped with special markers that help children learn more
interesting. AR is an effective mobile learning tool. There have already been specialized
educational projects, such as LearnAR, using the technology of augmented reality in
the lessons. Using this novelty in the field of education will not only make learning
clear, but also help to keep the attention of the audience: How not to twist, the slide
will remain visible and even partially will be remembered, regardless of the desire.
        </p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>FactoryMaintanceVisualization Application Structure</title>
      <p>
        For the comfortable development of the application [
        <xref ref-type="bibr" rid="ref13 ref14">13,14</xref>
        ], the work was
conventionally divided into two part:
      </p>
      <sec id="sec-4-1">
        <title>1. Client interface development in Unity 3d environment.</title>
        <p>2. Development of the server part based on ASP.NET Core 2 technology.
The client part consists of the created four "scenes", namely: MainScene,
EquipmentScene, EquipmentDetailsScene, ModelVisualisationScene. The development of
the client environment used the capabilities of the Unity3d, a cross-platform gaming
engine developed by Unity Technologies and augmented reality platform, including
libraries and development tools kit (SDK) to create augmented reality applications.</p>
        <p>For the creation of the server part used the capabilities of the Microsoft ASP.NET
Core platform, which is designed to create a variety of web applications: from small
websites to large web portals and web services, and the Entity Framework platform
which is a set of ADO.NET technologies that provide development of applications
related to data processing. It will also tell you about the FactoryManager database
created for the program.
4.1</p>
        <sec id="sec-4-1-1">
          <title>Client part structure</title>
        </sec>
        <sec id="sec-4-1-2">
          <title>4.1.1 MainScene</title>
          <p>MainScene – this is the employee authorization page in the factory system. The
purpose of this scene is to check the user's login and password, or they coincide with
the existing in the database (Fig 1).
Canvas was used to create it, which is the area of placing all elements for user
interaction. This is a standard feature in Unity. Two input fields were added to it –
LoginInputField, PassInputField, for login and password respectively.</p>
          <p>All the business logic that relates to this scene is implemented in the
MainSceneScript file. ChangeSceneObject was created to bind this file to MainScene. This
is an empty game object, which serves as an intermediary between the appearance of
the scene and its functionality. The query to the test server was based on the
UnityEngine WWW method, which is a built-in Unity tool.</p>
          <p>The response and user data validation was performed in the OnResponse()
function. This was done using a third-party library – SimpleJSON. This library is used in
all scenes.</p>
          <p>If all is well and the data entered by the user coincide with the data in the database,
then after clicking on the button Login worker will be forwarded to the stage
EquipmentScene.</p>
        </sec>
        <sec id="sec-4-1-3">
          <title>4.1.2 EquipmentScene</title>
          <p>When an employee is successfully logged into the system, capture device starts to
work. The program looks for a marker on which the image will be rendered. Once the
necessary section of space is found, the user just has to click on the corresponding
button. In this work used markerbassed AR approach, that means that to show
something you need to find plane with corresponding symbols.</p>
          <p>For the project, two markers were created (Fig 2). As you can see it consists of two
parts. On the left is the plane where the models will be shown and the data is
displayed. On the right is a virtual button that responds to the movement of the employee
and shows information about the equipment (Fig. 3).
The IVirtualButtonEventHandler interface has been connected in order to work with
such button. It also has the OnButtonReleased method, but in this case it is not needed.
For requests to the test server, as in the previous case, was used WWW, the
UnityEngine class method.</p>
          <p>In Fig. 4 demonstrated call procedure on server. The last parameter in the address
strip corresponds to the id (identifier) of the device whose data was interesting to the
employee. Also, all the data extraction logic is described in the OnResponse(request)
function.</p>
          <p>Plane, a standard Unity object, was created to display all this data. It contains three
text boxes: characteristiValue1, characteristiValue2, characteristiValue3, which show
the employee the current characteristics of the equipment. There is also an
equipmentTitle text box that shows the name of the equipment.</p>
          <p>There are also two additional buttons on this scene: View Model, View Details.
Each button has its own functionality that switches the scene to
ModelVisualisationScene and EquipmentDetailsScene respectively.</p>
          <p>It should also be noted that the work described above is similar for all models
created for the project.</p>
        </sec>
        <sec id="sec-4-1-4">
          <title>4.1.3 ModelVisualisationScene</title>
          <p>ModelVisualisationScene – is a scene where a factory worker can get acquainted
with a 3D model of the equipment. In order to switch to the equipment in the program
there is a button – View Model. Pressing this button will redirect user to the scene
described (Fig. 5).
It is worth saying that in Fig. 6 depicts a linear gantry portal EXCT-100 provided by
FESTO. This is the so-called Cartesian movement system. In Fig. 5 shows the Cable
6-Axis Robot Arm, sponsored by 3DMEISTER.</p>
          <p>Just so these models do not display through Unity. They were originally compiled
through Solid Works 2014 and saved in the IGES (Initial Graphics Exchange
Specification) format. The next step was to open this file through Autodesk 3dmax. Due to
such manipulations, most textures have disappeared from the models. From 3dmax
environment, the models were exported in a Unity FBX (Filmbox) format.</p>
          <p>Each equipment has its own characteristics and description. In the case of the
program, this was implemented using Plane, which is a standard Unity tool. An image
with all the characteristics of the object was added to it.</p>
          <p>The employee also has the ability to rotate the model in arbitrary directions. A
special controller was added for this purpose. This is a special module from the Unity
Standard Assets suite, called MobileSingleStickControl. Also, to implement the
movement, a Rigidbody component was imposed on the model. Its role is to add
physics to the object.</p>
        </sec>
        <sec id="sec-4-1-5">
          <title>4.1.4 EquipmentDetailsScene</title>
          <p>EquipmentDeatailsScene – this is the scene where the detailed condition of the
equipment is described (Fig. 7). The main purpose of this scene is to give the
employee full information about the current state of the equipment, to show when and by
whom the last technical inspection was performed.
The user is also able to request an additional inspection. Data sent by the employee
will be stored in the corresponding FactoryManager database table.</p>
          <p>For convenience, it was decided not to make this scene in virtual form, that is, to
make it in 2D format. This was done for ease of use.</p>
          <p>As in the previous scenes, the OnResponse (request) function was created. The
"body" function is similar to the previous one, the only difference is the object where
the data is stored.</p>
          <p>The second section is historyViewBlock. The history of equipment maintenance is
displayed here. The New Request button is located. Clicking this button displays a
new input box where the employee writes the message. After clicking Submit, the
data is sent to the server and stored in the database.
4.2</p>
        </sec>
        <sec id="sec-4-1-6">
          <title>Server part structure</title>
          <p>The test server was created to simulate the operation of the present plant, at least the
part related to the project (Fig. 8).
To create the server, in Visual Studio 2017 development environment was created a
project. In turn, it is divided into two subprojects. The first is responsible for creating
a database based on a written data model (the so-called code-first approach). The
second is all server-related logic, controllers, links, and configuration files.</p>
        </sec>
        <sec id="sec-4-1-7">
          <title>4.2.1 DataAccess class library</title>
          <p>DataAccess – a class library created to store data models of a future database. Here
describes all classes that will create the corresponding tables in FactoryManager.</p>
          <p>Employee is a class that describes the user fields, that is, the future columns of the
corresponding table. Equipment – model of equipment data. History is a class that
describes the fields in the table where the last maintenance of the equipment will be
stored. As a result, the FactoryManager database is formed (Fig. 9).</p>
        </sec>
        <sec id="sec-4-1-8">
          <title>4.2.2 Created controllers</title>
          <p>Three controllers were created to receive and process requests from the client side.
The controller is a regular class written with the C # programming language. It is
inherited from the abstract class Microsoft.AspNetCore.Mvc.Controller.</p>
          <p>Generally created: EmployeeController, EquipmentController, HistoryController.
Each controller is responsible for its part. Each spelled out so-called CRUD operations
(create update delete), these are the four basic functions of managing data creation,
reading, modification and deletion. Due to these operations, the controller knows which
data to insert into the database, which ones to update, which to return to the user.</p>
          <p>In order to make request on test server, you must correctly create a URL (Uniform
Resource Locator). The server runs on "http: // localhost: 57144". The following is a
prefix that must be added to do this.</p>
          <p>Depending on the needs, the name of the controller will be substituted instead of
the controller.</p>
          <p>EmployeeController — this controller is responsible for the application user data.
That is, it passes through all operations to extract user data. In the case of the
application, this is the login, password, first and last name.</p>
          <p>This demonstrates a method that returns user data based on its id (identity
document). Inquiries here come from MainScene.</p>
          <p>EquipmentController — this controller is responsible for providing user with
information about the relevant equipment. To display data on the EquipmentScene
scene, it return the name of the equipment, its characteristics, and the current state. The
part of controllers code is shown below.</p>
          <p>HistoryController — is responsible for storing and returning data on the latest
equipment inspection. The user is prompted by the date of the last inspection, the
message and the author of the message.</p>
          <p>The user can also create a new record in the corresponding database table.
Controller is used to process requests from the EquipmentDetailScene scene.</p>
          <p>So, Factory Maintance Visualization (FMV) software was developed in this work.
It includes all the features described above. Also, two models of equipment were
created for the demonstration: Cable 6-Axis Robot Arm, EXCT 100 relocation system.
Markers, that attach to the equipment, have been developed to show the virtual
version of the equipment as well as information about it.
5</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>Conclusions</title>
      <p>In this article is substantiated the actuality of augmented reality technology and
consider various directions of use of this technology in the production process.
Substantiated necessity of development mobile educational system based on augmented reality
technology in order to increase information assimilation level of production sphere
employees. The use of such a training system will certainly simplify perception of the
theoretical material, as well as allow to consolidate knowledge into practice – having
simulated virtual objects in real time.</p>
      <p>During this research, FactoryMaintanceVisualization software was developed. This
application will be useful for the "smart" factory employees. Such application will
facilitate the diagnostics of equipment at the factory and prevent breakage. Also, this
application demonstrates equipment through augmented reality technologies, which
allows new employees develop their skills faster with any type of equipment.</p>
      <p>FactoryMaintanceVisualization складається із чотирьох сцен:
 MainScene — is responsible for logging the employee into the system;
 EquipmentScene — provides user with general equipment information;
 EquipmentDetailsScene — shows a detailed description of the equipment, displays
inspection histories;
 ModelVisualisationScene — shows a 3D model of the equipment.</p>
      <p>A test server was also created to simulate the work of the plant and a database called
“FactoryManager” was developed for easy data sharing.</p>
      <p>The Vuforia platform was explored to create this application as it is a powerful tool
for creating augmented reality applications. The capabilities of the Unity 3d
development environment and the Solid Works 2014 design environment were also exploited.
The latest ASP.NET Core 2 technology was explored to create a server that could
provide user with the necessary information.</p>
    </sec>
  </body>
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