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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>ICT for training and evaluation of the solar impact on aviation safety</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Institute of Information Technologies</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Learning Tools of the NAES of Ukraine</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>opinchuk</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>sokolyuk</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>burov.alexander}@gmail.com</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Borys Grinchenko Kyiv University</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Gymnasium No172</institution>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Sumy State University</institution>
        </aff>
      </contrib-group>
      <abstract>
        <p>The paper discusses information and communication technology use for studying reasons of aviation accidents because of the aviation operator errors as result of internal and external influence. The model and technique are proposed and include integrated ICT united previously developed (initial professional selection and day-to-day pre-shift check), open access cloud-based (NASA and ICAO) and real-time operative (air traffic controllers and pilots control) ICTs, which data are stored in one database. Proposed ICT has been checked to study effect of the solar wind parameters (speed and density) on appearance of aviation incidents and accidents during one year observation. Results of that study were compared with corresponding results of another period of solar activity, as well as with data obtained in laboratory conditions to study cognitive tests performance under effect of the solar wind.</p>
      </abstract>
      <kwd-group>
        <kwd>ICT</kwd>
        <kwd>aviation safety</kwd>
        <kwd>astrophysics</kwd>
        <kwd>database</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>
        The number of air traffic accidents and incidents (ATA) remains significant despite
the efforts of the aircraft engineers and air carriers. Most of the causes leading to
the erroneous actions in the flight are complex [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. The causes of around 30 % of all
air traffic accidents still cannot be identified applying current criteria, according to the
International Civil Aviation Organization (ICAO). Those causes of the air traffic
accidents, which were previously identified as unknown, can actually lie in the
astrophysical factors affecting the activity of aviation operators (pilots, air traffic
controllers) [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. It is known that the parameters of solar activity such as solar wind (SW) can
have a significant effect on human physical and mental health, first of all, in space
and aviation flights [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Previous ground-based researches under NASA support of the
Copyright © 2020 for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).
      </p>
      <p>
        Earth´s surface have demonstrated that the negative impact of the solar wind
parameters can occur at both high and even very low SW speed and density values [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
      </p>
      <p>
        Analyzing the reliability of the pilot in the aircraft control loop [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], the
specialists stated that the most vulnerable link in emergent technologies is a lack
of psychophysiological training, including soft skills (human factors) [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. This is true
in relation to flight crews as well as air traffic controllers [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. To be prepared to the
effective work, they need special training and re-training with the use of modern and
appropriate technologies [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ], accounted individual features of the trainees [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] and
including adaptive tools [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ].
      </p>
      <p>
        Neurobehavioral performance in the structure of the «human factor»
largely determines the success of professional flight operations and reliability of
professionally important qualities in extreme situations [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. Block
psychophysiological qualities can be divided into specific, necessary for a pilot, quality (for
example, cognitive abilities) and quality, providing resistance to the adverse effects of
negative environmental factors (including greater influence of solar radiation,
compared with Earth's surface) [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], compensated by the digital transformation of
learning environment [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. In general, it is useful to combine information regards a human
psychological, psychophysiological and skills’ features to assess and to predict the
aviation personnel’s reliability and safety, as well as information concerned work
environment particularly solar wind components influencing a human performance.
      </p>
      <p>Purpose. To develop the model and technique to study solar wind impact on
aviation safety.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Methodology</title>
      <p>
        The model developed to solve the task is based on the methodology for studying
emergent industries operators’ performance [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ], and includes information about an
aviation operator’s psychophysiological abilities collected at stages of his/her
professional selection and day-to-day pre-shift check, as well as extended by data from
cloud sources the Aviation Safety Network (ASN) containing descriptions of the air
traffic accidents that occurred due to human factors (i.e. category of air traffic
accident, date, time, aircraft type, and location) [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ], solar wind parameters at the time of
each air traffic accident (speed V and density ρ), according to the National Oceanic
and Atmospheric Administration (NOAA) [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ].
      </p>
      <p>The model of data collection and use for study a solar wind impact on aviation
safety (air traffic controllers and pilots reliability) demonstrates the systemic nature of
influencing factors (Fig.1).</p>
      <p>Observation period: June 1, 2018 to September 2, 2019 (solar cycle 24, minimal solar
activity period).</p>
    </sec>
    <sec id="sec-3">
      <title>Results and Discussion</title>
      <p>The exposure to solar radiation during space and air flights can have a profound effect
on humans´ sensory nervous system. Moreover, other occupational groups of the
aircraft industry (air traffic controllers) are also at risk of exposure to solar radiation.
Thus, the solar wind has an ability to affect humans on the following three levels
(Fig.2):
 On Earth´s surface (air traffic controllers)
 In the upper layers of atmosphere (pilots)
 In the space (astronauts).
However, the exact mechanism of such impact is not clearly understood yet. At the
same time, it is known however that the Earth´s magnetic shield deflects the primary
particles of the solar wind (protons and electrons). This collision generates secondary
particles in the atmosphere forming their cascades and an extensive atmospheric
shower. As a result, an aviation operator’s performance can be influenced by them
depending on a human psychophysiological resilience and train level, including soft
skills.</p>
      <p>The main results are as follows:
 Total number of the documented air traffic accidents: 63.
 SW speed rage by day: 294…612 km/s (57% of all ATAs: V ≤ 400 km/s).
 SW density range: 0,3…17,1 proton/cm3 (60 % of all ATAs: ρ ≤ 3,1 proton/cm3).
But the frequency distribution (using STATISTICS 6.0) of the ATA across the
intervals of the revealed bounds of the SW density and speed is not uniform and has some
“picks” in both parameters (Fig.3).</p>
      <p>Histogram (Two+ Pilot AirTraf ic Accidents_with Histogram_Dec 7 2019 2v*51c)</p>
      <p>Solar WindSped = 51*50*normal(x; 399,6078; 57,2667)</p>
      <p>Histogram (Two+ Pilot Air Traf ic Accidents_with Histogram_Dec 7 2019 2v*51c)</p>
      <p>Solar WindDensity = 51*2,5333*normal(x; 3,3725; 3,0144)</p>
      <p>Solar W4in5d0Sped 500 550 600 650 0 0,3 2,8 5,4 S7ol,a9rWind Density 10,4
Fig. 3. SW density and speed across period of ATA studying
13,0
15,5
Distribution in accordance to intervals of the SW parameters in % of the whole
numbers of events demonstrated very similar nature in relation to the SW speed (Fig. 4),
but different distribution in relation to the SW density (Fig.5)</p>
      <p>
        These results correspond the results of the study a human-operator’s cognitive
changes under influence of the solar wind in laboratory conditions [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], but differ to
some extent from the data of previous study [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] during observation period 1998-2009
(period of high solar activity of the 23rd solar cycle).
      </p>
      <p>It has been confirmed the dependence of the probability of accidents on
certain ranges of SW parameter values. However, in contrast to the known
data about this dependence in the performance of cognitive activity in experimental
conditions on Earth, it was revealed maximum impact on the speed of SW
500600 km/s and density SW 7-11 proton/sm3.</p>
      <p>The study concluded that the astrophysical factors should be accounted in the
analysis of air traffic accidents to ensure flight safety.</p>
      <p>The study confirmed that the solar corpuscular radiation can pose risks to human
mental health, i.e. central nervous system. The frequency distribution of the air traffic
accidents by SW speed and density is uneven with the peaks between intervals
ranging as follows: 350…400 km/s for SW speed and 0…3 proton/cm3 for SW density.</p>
      <p>The study has shown that further research is needed (i) to develop the aircraft
accident classification by solar wind impact on certain types, phases, and geographical
latitude of the flights, (ii) to assess the effects of SW proton energy on the activity of
free neutrons and secondary protons in the atmosphere, and (iii) to examine the SW
impact on the humans´ individual and group behavior in outer space.</p>
      <p>
        Those results have confirmed that “Ergonomics as a scientific and practical
discipline is aimed at ensuring high efficiency of human activity, its safety and comfort.
One of the ways to achieve such a triple task is to create an effective
psychophysiological support for the ability to work in the process of both work and learning.
Macroergonomic approach involves the systematic solution of issues of analysis of a
certain type of activity, designing its optimal conditions, selecting and adapting a
person to this activity, solving technical and organizational issues of providing
effective and safe education and labor” [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ]. Besides, such an investigation could be used
to monitor human abilities over a lifespan: in education, training and work, as well as
all kind of life [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ].
      </p>
    </sec>
    <sec id="sec-4">
      <title>Concluding Remarks and Future Work</title>
      <p>The air traffic dispatchers and air carriers can use the SW data to assess the risk of air
traffic accidents. The main difference in laboratory study and in real settings
(aviation) can be explained by the professional training/re-training level, as well as by
team and inter-person work in real aviation activity in contrast with the laboratory
participated subjects, who performed cognitive tests and concentrated on the prompt
cognitive activity not having professional training, though both type of mental activity
studied used ICT.</p>
      <p>Further study of the modern astrophysical data (including various periods of solar
cycle) and their application for the air traffic controlling (especially in the high
latitudes) will lead to better understanding of the correlation between SW and air traffic
accidents and later, developing an exact action plan based on the biophysical
observations of equipment and pilot behavior.</p>
      <p>Further modernization and improvement of the dispatch equipment in the aircrafts
will enable for additional information for computer prognosis.</p>
      <p>Apart from that, it can be considered to reduce the duration of occupational
exposure to the SW and provide medical and psychological recovery measures for the
affected occupational groups to compensate for any potentially negative impact.</p>
    </sec>
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