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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Evaluation of the Mobile Simulator for Fire Protection Training</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Fanil S. Khafizov</string-name>
          <email>pkpb@mail.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ildar F. Khafizov</string-name>
          <email>dar.hafizov@mail.ru</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Asgat M. Gazizov</string-name>
          <email>ashatgaz@mail.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Azat M. Sharafutdinov</string-name>
          <email>azat_sharaf@mail.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Ufa State Petroleum Technological University</institution>
          ,
          <addr-line>450000, Russia, Rep. Bashkortostan, Ufa</addr-line>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Ufa State Petroleum Technological University</institution>
          ,
          <addr-line>450000, Russia, Rep. Bashkortostan, Ufa, il</addr-line>
        </aff>
      </contrib-group>
      <abstract>
        <p>The concept of development, construction of mobile training simulator complexes, which need to be integrated into the transport technological system of the forest industry, as well as the evaluation of the effectiveness of joint training of specialists in the field of fire safety. The practical value of the study lies in the fact that the proposed procedures, concepts and approaches to the development of technical training tools have allowed the introduction of modern digital technologies in information and training simulation complexes, capable of conducting real-time sessions of joint training and training as a part of a team for different categories of workers associated with one task. Situational modeling ensures the maximum reduction of the impact of errors of trained personnel on the overall level of fire safety with limited resources for real exercises. Decision-making in extreme conditions and with the existence of extreme assumptions leads to an increase of the number of errors of personnel for firefighting. The analysis of typical mistakes of personnel of fire protection is carried out. Establishing a link between errors of personnel and the consequences of fires, as well as determining the impact of certain types of errors on the consequences of fires is an important task, since its solution is a necessary condition for effective information and Advisory support of decision - making processes in fire fighting. Results of researches testify to advantages of use of training systems by means of which there is a joint preparation of staff of fire protection and personnel of dangerous objects.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Introduction</p>
      <p>The main tools of the forecast are geographic information systems (GIS), combining information from a variety of
sensors, simulation models of dangerous natural and man-made processes.</p>
      <p>Information technologies have become inalienable part of life of modern society. In this connection before the
modern system of preparation of personnel the intricate problem of the LED teaching is put in the conditions of existence
and professional activity in global informative society.</p>
      <p>
        Drawing on trainer complexes as teaching systems allows operators to get all necessary skills which need him during
work on the real object. Such effect is reached because the program exercise machine it is most realistic recreates the
course of technological process, logic of work of an automated control system for technological process, including
indication, blocking, logic of work of the real equipment. Using of exercise machines when training in methods of
elimination of the fires and accidents is especially effective [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>As advantages of use of exercise machines it is possible to note the following:
- tutoring intensification without loss of quality of digestion of material;
- are capable of broad change of conditions of carrying out accident free trainings;
- are capable of rather easy and fast modification of elements of the studied equipment to the latest industrial
samples;</p>
      <p>
        - essential energy saving in comparison with use of real models, economy of the educational areas, decrease in
capital, operational and other expenditure is provided [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>The mathematical model of estimation of results of the command trainings offered first is most efficient in
organizing both the collaborative occupations (joint) in team and individual work with each of the participant of trainings on
activities, exposing their professional qualities and personality features of conduct during joint work in a command.</p>
      <p>
        Experimental part. Method of organization of joint trainer preparation of personnel of
subdivisions of fire prevention and personnel of dangerous objects
From the values of coefficients of pair correlation ensues [
        <xref ref-type="bibr" rid="ref2 ref4 ref5 ref6">2, 4-6</xref>
        ]:
- slow increase of forces the slow increase of forces and facilities (Q1) most depends on the off-grade lead through of
secret service (Q2) (to to = 0,94);
      </p>
      <p>- non-acceptance of measures on evacuation of people (Q7) is determined the slow increase of forces and facilities
(Q1), un using of gas and smoke protective facilities (GSPF) (Q4), un effective use of fire technique (Q8);
- the un effective use of fire technique (Q8) is caused mainly the incorrect choice of decision direction of fire
extinguishing (Q3) and errors of application of GSPF (Q4);
- the clumsy pumping over or transport of water (Q6) is straight related to un using of the nearest water sources (Q5);
- the un effective use of fire technique (Q8) is simultaneous it is unconnected with un using of the nearest water
sources (Q5), but influences on the clumsy pumping over or transport of water (Q6);
- far of errors depends on the un effective use of fire technique (Q8).</p>
      <p>
        On the basis of analysis of activity of controller's composition of fire prevention classification of errors was
developed and the coefficients of their mass weight (M), which show the relative size of error depending on harm which
they can lead to, are set (figure 1) [
        <xref ref-type="bibr" rid="ref1 ref11 ref4">1, 4,11</xref>
        ]:
à) stage of acceptginchallenge and their service:
- accepting challenge incorrectly recorded or the address of fire is wrong caught (M = 0.14467);
- accepting challenge the floor of origin of fire, building height or other parameters of object, is not certain (M =
0.13822);
- district of departure is wrong certain fire brigade (M = 0.13905);
b) stage of making decision and delivery of order about deportation of forces and facilities, in obedience to the
curriculum of departures:
- forces and facilities were not sent (M = 0.12042);
- untimely dispatch of forces and facilities (M = 0.130952);
- dispatch of forces and means to the wrong address (M = 0.13271);
- wrong determination of enough body of forces and facilities on basic fire cars (M = 0.12813).
      </p>
      <p>
        Consequently, the lead through of practical employments is expedient, studies, where the actions of controller's
composition of the Central point of fire connection (CPPS) will be examined in case of occurring two and more than fires on
the raised rank [
        <xref ref-type="bibr" rid="ref4">4,15</xref>
        ].
      </p>
      <p>However much such employments carry single and optional character, because they are not foreseen in the program
of preparation of personnel MINISTRY of emergency measures of Russia, therefore by the optimum method of
decision of this question, coming from calculations and prognoses, there is introduction in the process of preparation of
personnel of fire prevention of computer trainer complexes.</p>
      <p>Applying terminology of the theory of mass service, on the panel of the dispatcher the stream of calls from n of
objects comes to continual time points.</p>
      <p>In the process of research streams of calls, arrived to the dispatcher of fire prevention of the Ufa garrison for a year
with the purpose of determination of their descriptions have been analysed and processed.</p>
      <p>Table 2 are Descriptions of operative negotiations of controllers in normal terms and at a fire
Table 2: The operational characteristics of the negotiations managers of CPPS in normal conditions and in case of fire
Interval, cut</p>
    </sec>
    <sec id="sec-2">
      <title>Number of negotiations Norms. 0-10 15.5</title>
      <p>10-20</p>
      <p>Norms.</p>
      <p>Avar.</p>
      <p>Norms.</p>
      <p>Avar.</p>
      <p>Norms.</p>
      <p>Avar.</p>
      <p>Norms.</p>
      <p>Avar.
0.194
0.34
0.237
0.323
0.357
0.32
0.560
0.682
0.200
0.16
0.745
0.855
0.119
0.10
18.39
12.84
0.850
0.935
р=0.68&gt;0.05
р=0.42&gt;0.05
0.063
0.04
0.914
0.970
0.044
0.04
0.982
0.023</p>
      <p>
        With the purpose of confirmation of these positions, and also determination of descriptions of negotiations in a table
2 information is resulted on maintenance of calls the controllers in normal terms and at a fire. An analysis shows that in
the normal mode mean time of negotiations of controller is 18-20 cut, at a fire – 12-13 cut [
        <xref ref-type="bibr" rid="ref3 ref6 ref9">3, 6, 9</xref>
        ].
      </p>
      <p>At the estimation of reliability of operative-controller's management of fire prevention apply two criteria:
- reliability at making of administrative decisions;
- possibility of operative deportation of forces and facilities into place of fire.</p>
      <p>Statistical information (picture 2) show that a danger of refuses of controllers is a size permanent.</p>
    </sec>
    <sec id="sec-3">
      <title>Z - appropriate refuse of S - casual refuse</title>
      <p>Figure 2: Are the Exposed refuses of controller's changing Because</p>
      <p>
        The refuse of changing comes then, when both controllers assume an error simultaneous, from point of reliability it is
necessary to examine them as elements, included parallell [
        <xref ref-type="bibr" rid="ref3 ref4 ref5">3-5</xref>
        ].
      </p>
      <p>On pictures 3 and 4 dependence of index of quality of preparation is rotined on intensity of refuses in time before and
after introduction of joint preparation.</p>
      <p>9
0,01 0,02 0,03 0,04 0,05 0,06 0,07 0,08 0,09 0,1</p>
      <p>Intensity of refuses</p>
      <p>0,2
Stages
01</p>
      <p>5
1
ty n
ia tio
l
qu ra 0,5
f a
o ep
x r
Iend fop</p>
      <p>01
Stages
5</p>
      <p>The results of the experiments and their analysis. Method of estimation of efficiency of
application of joint trainer complexes</p>
      <p>The model of trainer is offered for working off the united actions of leader of extinguishing of fire (LEF), controller
of fire prevention (CFP), controller (operator) of service of life-support of object, setting (CSLSO).</p>
      <p>
        For the analysis of efficiency of «command» trainer preparation of personnel of fire subdivisions and personnel of
object from the results of trainings the detailed protocol of actions of participant undertakes and every his action which
behaves to one of the followings classes is examined [
        <xref ref-type="bibr" rid="ref11 ref4 ref5">4, 5, 11</xref>
        ]:
1) Faithful actions, executed within the limits of the rationed time (K1).
2) Actions, not giving a necessary result (K 2).
3) Incorrect actions (K 3).
4) Executed with exceeding of the rationed time of action (K 4).
5) Too late executed actions (K 5).
6) Unavailing, superfluous actions (K 6).
7) Inefficient actions (K 7).
      </p>
      <p>The index of efficiency (V) of trainer preparation can be estimated on the basis of analysis dependence of the job
processing on a trainer from the followings factors:
actual time of implementation of the certain training (td), got during implementation of training;
rationed time (tn) for every type of trainings;
penalty (bonus) time ∆t;
amounts of run-time jobs training of N (we set in natural numbers);
the ratio (weight) of Ki error ( in fractions of the whole) specific error Ni.</p>
      <p>
        Thus, it is possible to write the mathematical model of estimation of quality of trainer preparation of training
participant [
        <xref ref-type="bibr" rid="ref4 ref6">4, 6</xref>
        ] V=f{td,tn,∆t,N,K}.
      </p>
      <p>As can be seen the implementation of training directly depends on the allowed error, i.e. the error and the weighting
factor of this error. So, V is directly proportional to N and K.</p>
      <p>The more time spent training, the less likely that it will be executed, and Vice versa. Therefore, V~1/T . The
integration will enable to calculate the effectiveness of the implementation of the training from normalized to actual.</p>
      <p>V=1 - ∑
)</p>
      <p>For the estimation of efficiency of joint trainer preparation the mathematical model of calculation of criterion of
efficiency of the joint trainings, which is described «Pyramid of the joint t»e,acishinbguilt» (picture 5).</p>
      <p>
        Sides of foundation of pyramid correspond efficiency of implementation of trainings the separate
participants of trainings: leader of extinguishing of fires (LEF), controller of garrison of fire prevention (Controller FP) and
operator of service of life-support of object (Operator SLSO) [
        <xref ref-type="bibr" rid="ref5 ref8 ref9">5, 8, 9</xref>
        ].
      </p>
      <p>
        The criterion of efficiency of joint actions of the team members ( – the assessment index quality) corresponds to
the area of the base (horizontal section) of a triangular pyramid [
        <xref ref-type="bibr" rid="ref4 ref5 ref7">4, 5, 7</xref>
        ]:
∏
where, i=1, 2,3 are training participants (sides of foundation);
j=1,2,3…n are types of preparation (horizontal sections of pyramid);
1/Rj - is a coefficient of change of operative situation;
- is an index of efficiency of implementation of training every participant.
      </p>
      <p>Stability of the system, and accordingly, the criteria of implementation of the united actions at implementation of
trainings are described through geometry of the masses.</p>
      <p>
        The ideal variant of implementation of trainings all members of command comes in the case when V_I=1 (figure 6).
The centre of gravity coincides with centers described and entered. Take this case for the criterion variant of impleme
ntation of trainings [
        <xref ref-type="bibr" rid="ref3 ref5 ref8">3, 5, 8</xref>
        ].
      </p>
      <p>Top limit of criterion of efficiency of the united actions of command participants (figure 7):</p>
      <p>In Chapter 3 it was noted that in justifying the required frequency of training the upper limit of the achieved level of
proficiency equal to 0.5.</p>
      <p>
        Calculate relative V_i=0.5 of the stability parameters of the system. The lower limit of criterion of efficiency of joint
actions of the team members (figure 8) [
        <xref ref-type="bibr" rid="ref2 ref9">2, 9</xref>
        ]:
      </p>
      <p>
        In the case when the coordinates of the center of mass fall outside of the inscribed circle, irreversible event in the
development of fire or emergency. The same continuation of training becomes inadvisable. Such is possible even at
faultless implementation of trainings and acceptance of faithful administrative decisions two participants, but at the low
result of the third participant of command (figure 9) [
        <xref ref-type="bibr" rid="ref12 ref5">5, 12</xref>
        ].
      </p>
      <p>At unsatisfactory implementation of the training sessions two or more participants further operation stop (figure 10).</p>
      <sec id="sec-3-1">
        <title>Conclusion</title>
        <p>Today the problem of forest fires is one of the most acute problems in the Russian Federation and in many countries
of the world. The use of mobile training complexes of joint training for specialists engaged in the elimination of
consequences of emergency caused by forest fires, based on the use of digital technologies and methods of mathematical and
situational modeling, can be of fundamental importance in addressing this issue.</p>
        <p>As a result of the analysis of a current state and tendencies of development of training complexes requirements to
computer training complexes are developed. The use of computer simulators for the joint training of personnel of
firehazardous facilities of the Russian forest sector and personnel of fire protection is currently promising, but the existing
training systems do not provide the possibility of joint training, and there is no methodology for assessing the
effectiveness of joint training. Efficiency and quality of training of staff of fire protection and personnel of objects of an oil and
gas complex increases by 1,73 times due to application of the training complex on management of joint actions in a
dynamic operational situation.</p>
        <p>The created and scientifically based situational models of trainings have allowed to provide interrelation between
participants. Interaction between the head of fire extinguishing (HFE), the dispatcher of garrison of fire protection (the
Dispatcher of FP) and the operator of service of life support of object (Operator SLSO) during performance of trainings,
mutual influence of mistakes of certain participants is defined by change and complication of an operational situation in
situational trainings.</p>
        <p>Necessary value of effective frequency of training preparation of personnel is established depending on intensity of
emergence of natural and casual refusals. At intensity of natural refusals λz=0.042 (refusal)/(month) and intensity of
casual refusals λs=0.084 (refusal)/(month) the required frequency of joint training preparation makes time in 14 days, in
the presence of five duty shifts as a part of 10-12 people preparation happens continuously that difficult without use of
training complexes.</p>
        <p>The mathematical model of evaluation of efficiency of training of personnel of fire departments and personnel of the
objects allowed us to determine the values of criterion of efficiency of joint actions of the participants ( – the
assessment index of quality), appropriate to the area of the base (horizontal section) of a triangular pyramid collaborative
coeducation. Top limit of criterion of efficiency of joint actions of participants of team =0,433. Lower limit
of criterion of efficiency of joint actions of participants of team .</p>
        <p>The experimental assessment has allowed to establish that the offered actions allow to lower time expenditure on
studying by trainees of standard and unusual situations by 1,39 times, and also to increase quality of studying of
training materials by 1,73 times.</p>
        <p>In order to effectively combat natural fires, it is necessary to solve the problem of training of qualified personnel,
which is impossible without practical training. One way of getting practical knowledge is the simulation of real
situations and their solution the students in real time.</p>
        <p>The use of mobile training complexes allows, without significant financial costs, to cover with practical training
large areas, especially remote forests.</p>
      </sec>
      <sec id="sec-3-2">
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      </sec>
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