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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>ORCID:</journal-title>
      </journal-title-group>
      <issn pub-type="ppub">1613-0073</issn>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Control Actions Using Voice and Gestures at the Level of the Operating System</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Serhii Kulibaba</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Oleg Kurchenko</string-name>
          <email>oleg.kurchenko@knu.ua</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Liudmyla Zubyk</string-name>
          <email>zubyk.liudmyla@knu.ua</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Workshop</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Taras Shevchenko National University of Kyiv</institution>
          ,
          <addr-line>60 Volodymyrska str., Kyiv, 01601</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2023</year>
      </pub-date>
      <volume>000</volume>
      <fpage>0</fpage>
      <lpage>0002</lpage>
      <abstract>
        <p>The task of developing a tool that will perform various user tasks at the level of the operating system with the help of voice and / or gestures is under consideration. Processing of input data will take place at the expense of the created modules, which are associated with readymade solutions. Analyzing the status of the issue, physical remote control devices were seen that could interact with the operating system, but no software was found. The application of this tool can be in various spheres of activity - commercial and general. The purpose of this application is to provide some part of the community with the opportunity to use most of the functions in various applications, in particular, the general use of a certain operating system.</p>
      </abstract>
      <kwd-group>
        <kwd>Voice</kwd>
        <kwd>gesture</kwd>
        <kwd>control</kwd>
        <kwd>command</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Currently, modern technologies are rapidly developing and are in demand among society. It is
possible to notice a variety of sensors that allow performing actions automatically, software for
performing a number of tasks [
        <xref ref-type="bibr" rid="ref1 ref2">1, 2</xref>
        ].
      </p>
      <p>It has been found that a certain part of the society cannot use most of the applications due to the
respective defects. Software or application developers pay little attention to maintaining or developing
projects that could solve common problems.</p>
      <p>Therefore, it was decided to develop a model that would allow solving most problems in the use of
information technologies at the level of the operating system with the help of a single software tool.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Analysis of publications, state of the issue and statement of the problem</title>
    </sec>
    <sec id="sec-3">
      <title>2.1 Analysis of research and publications</title>
      <p>
        Using voice assistants is becoming a normal everyday thing. Various companies are implementing
voice assistants in their applications. The reason for this is to simplify the use of the product due to
additional technologies. In [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ], the principle of using ready-made solutions in voice recognition is
considered. In addition to voice assistants, gesture management is rapidly developing. Currently,
companies are implementing such solutions in their cars in order to provide their customers with a
certain convenience in using their product.
      </p>
      <p>
        The work [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] shows an example of the application of gesture control, which is adapted to another
system.
      </p>
      <p>2023 Copyright for this paper by its authors.
CEUR</p>
      <p>ceur-ws.org</p>
    </sec>
    <sec id="sec-4">
      <title>2.2 Analysis of the issue in the applied industry</title>
      <p>At the moment, there are various sensors and software that allow solving a number of people's
problems. But the search for software that would allow solving specific problems in the use of
different applications from different manufacturers was not found. Therefore, it was decided to
develop a model that can solve different problems of different users using voice and gestures.
Thanks to ready-made solutions in a certain programming language, as well as their combination, you
can create a universal and unique solution that can be in demand - this is a feature of this model.</p>
    </sec>
    <sec id="sec-5">
      <title>2.3 Formulation of the problem</title>
      <p>
        Different products are adapted for different tasks [
        <xref ref-type="bibr" rid="ref5 ref6">5, 6</xref>
        ]. But no universal one was noticed. Thanks
to the use of innovative technologies, it is possible to create a software application that could solve a
number of problems without additional costs from the user.
      </p>
    </sec>
    <sec id="sec-6">
      <title>3. Application development</title>
    </sec>
    <sec id="sec-7">
      <title>3.1 Application of ready solutions</title>
      <p>Different programming languages have similar data libraries. Thanks to this, you can solve similar
problems in different programming languages.</p>
      <p>
        Computer vision is in demand among the famous. Its application has various directions:
automation of actions, tracking of objects, processing of input data, etc. [
        <xref ref-type="bibr" rid="ref7 ref8">7, 8</xref>
        ].
      </p>
      <p>
        As an example, the Python programming language and the OpenCV data library are used. This
library allows you to process both streaming videos and images [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
      </p>
      <p>
        Another off-the-shelf solution that is needed is voice recognition. Thanks to voice recognition, it is
possible to adapt certain actions to the application [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. There are several libraries that allow you to
implement voice recognition. Among the well-known are Pocket Sphinx and Speech Recognition [
        <xref ref-type="bibr" rid="ref11 ref12">11,
12</xref>
        ]. Pocket Sphinx allows you to create a model that will recognize only those words that are listed in
the dictionary [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. Speech Recognition is a model that is trained using a set of specified words. The
set of words that includes Speech Recognition can be enough for most tasks.
      </p>
    </sec>
    <sec id="sec-8">
      <title>3.2 Structure of the project</title>
      <p>The project contains various directories and executable files, as well as additional configuration
files for saving user settings.</p>
      <p>
        The structure of the project is divided in such a way that it would be easy to navigate through it.
There are SOLID design principles, where the first principle is applied to the project structure (Single
Responsibility Principle), which indicates the division of responsibility between components [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ].
      </p>
      <p>Figure 1 shows a diagram of the application components.</p>
      <p>Libraries. Two libraries are used - OpenCV and Speech Recognition. The diagram shows the
connections between the libraries and other system components.</p>
      <p>Voice recognition. This directory contains a basic set of functions and classes that will allow
recognition and processing of input data, where the specified user action can be performed as a result.
Since the set of necessary words can be large, the commands themselves are placed in a separate file,
where the system can be flexibly scaled in the future.</p>
      <p>Gesture recognition. A directory that contains the necessary file that will help recognize gestures.
Component interfaces. This directory contains the interfaces of all project classes.</p>
      <p>The precondition for creating interfaces is the second principle of SOLID – classes are open to
extension, but closed to modifications (Open-Closed Principle).</p>
      <p>Main and configuration files. The main file (main.py) contains a set of functions that work
compositionally with speech and voice recognition modules. To save the user configuration, a
separate file (.conf) is created.</p>
    </sec>
    <sec id="sec-9">
      <title>3.3 Principle of operation of the application</title>
      <p>At the beginning of working with the program, the user has the opportunity to make some settings
or directly start managing actions automatically (Fig. 2). The setup includes several stages:
determining the position of the eyes, nose, and main voice commands. When the setup process is
complete, the data will be saved to a separate file. The setting is required in order to reduce the
possibility of incorrect processing of user commands.</p>
      <p>After the setup is complete, you can start working with the application. You can use both voice
control and gesture control.</p>
      <p>The program can run until the "stop word" is triggered. The voice recognition module will wait for
the corresponding word when it needs to pause the program execution process. Otherwise, all
commands will be processed.</p>
      <p>Since the application runs in a single thread, only one of the action management methods can be
executed at a time. In this case, you need to use 2 separate streams for gesture control and voice
control. Thanks to this, the user can perform actions faster and more conveniently.</p>
    </sec>
    <sec id="sec-10">
      <title>4. Conclusions</title>
      <p>Voice assistants and gesture control are implemented in various products or systems of companies.
Having analyzed the state of the problem of the use of existing applications in society, it was found
necessary to create some automation to solve most of them.</p>
      <p>This work reflects the principle of project construction, which allows you to manage actions with
the help of various existing means. Thanks to the combination of several components, a new unique
and universal goal can be achieved.</p>
      <p>For further scaling of the project, SOLID design principles were used, thanks to which the
application is built in such a way that the structure of any module can be changed without problems.</p>
    </sec>
    <sec id="sec-11">
      <title>5. References</title>
    </sec>
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