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				<title level="a" type="main">Methods of Computer Simulation Based on Shared Digital Platform</title>
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							<persName><forename type="first">Alexander</forename><forename type="middle">A</forename><surname>Zatsarinnyy¹</surname></persName>
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								<orgName type="department">Federal research center &apos;Computer Science and Control&apos; Russian Academy of Sciences</orgName>
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									<settlement>Moscow</settlement>
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							<persName><forename type="first">Alexander</forename><forename type="middle">P</forename><surname>Shabanov¹</surname></persName>
							<email>apshabanov@mail.ru</email>
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								<orgName type="department">Federal research center &apos;Computer Science and Control&apos; Russian Academy of Sciences</orgName>
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									<settlement>Moscow</settlement>
									<country key="RU">Russia</country>
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						<title level="a" type="main">Methods of Computer Simulation Based on Shared Digital Platform</title>
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					<term>an organizational system</term>
					<term>activity</term>
					<term>the processes</term>
					<term>the system of the control</term>
					<term>the digital platform</term>
					<term>making of a decision</term>
					<term>innovations</term>
					<term>cognitive technologies</term>
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<div xmlns="http://www.tei-c.org/ns/1.0"><p>The model of the Shared Digital Platform is investigated, possessing the properties of the innovative control of kinds of activity of the organizational systems of using cognitive technologies for an integral informationally controlling medium. Analysis of those innovative methods of a support of activity that insure the given properties and consider the boundary conditions of stable functioning of the computational resources of the Shared Digital Platform is made. On the base of analysis results, the task of definition of the application domain of the given methods for the processes of the support of modeling of the objects of technogenic, natural and anthropogenic environment is solved. Practical significance of presented results consists in reduction of the time of conducting the scientific researches and introduction of their results to industrial environment.</p></div>
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<div xmlns="http://www.tei-c.org/ns/1.0"><head>1</head><p>The Task Production</p><p>Informational infrastructure is defined as one of the basic directions of the development of digital economy <ref type="bibr">[1, p. 12]</ref>. Within the framework of the given direction, the conceptual model of the Shared Digital Platform is built <ref type="bibr" target="#b1">[2]</ref>. The innovative character of the control <ref type="bibr" target="#b2">[3]</ref>, revealed in a base of cognitive technologies <ref type="bibr" target="#b3">[4]</ref>, is the special property of this model. The given property provides the methodical basis for creation an integral informational control of medium, combining the resources of the organizational systems: over a territorial attribute; over belonging to a branch, the department; over execution of the state programs and the business projects; over other attributes <ref type="bibr" target="#b4">[5]</ref>.</p><p>The study of the boundary conditions of stable functioning of the Shared Digital Platform computational resources, built based on the conceptual model specified above, is carried out under support of the project #18-29-03091 of the Russian Foundation for the Basic Research. The applicability of the known support methods to organization of computer modeling of the objects of technogenic, natural and anthropogenic of a medium in the boundary conditions, stated above, is considered in the article.</p><p>The examples of the objects and results of their computer modeling are given in the Table <ref type="table">1</ref>.</p><p>Table <ref type="table">1</ref>: Computer simulation methods (examples).</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Method name Objects and simulation results</head><p>1.</p><p>Virtual integrated modeling of the factors of influence between the physical processes <ref type="bibr" target="#b5">[6]</ref>.</p><p>The objects: relation between the electrical, thermal, mechanical, aerodynamic processes, providing simultaneous impact on industrial product or technological parameters.</p><p>Result: the most critical from the standpoint of overload elements products.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>2.</head><p>Imitative modeling of the factors of influence between the devices <ref type="bibr" target="#b6">[7]</ref>.</p><p>The objects: the description of interference of the occasional process. The parameters: the speed of movement of the devices</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Method name</head><p>Objects and simulation results on heterogeneous wireless networks; the spatial density; the maximally permissible radius of interaction. Result: the probabilistic indexes of interaction between the devices: breakage of a connection; the duration of the presence of the connection; the duration of the absence of the connection.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>3.</head><p>Modeling of the modular computational systems that function in a real scale of the time (less than 300 ms) <ref type="bibr" target="#b7">[8]</ref>.</p><p>The objects: The models of the computational systems. A checkup of the indexes of the time of data processing. Result: the model of a structure of the computational system, satisfying the given requirements.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>4.</head><p>Modeling of charged particles of space beams and streams of protons <ref type="bibr" target="#b8">[9]</ref>.</p><p>The objects: the particle of the protons, being present in the galactic and solar space rays, in the streams.</p><p>Result: the physical states of the particles, being present in the galactic and solar space rays, in the streams of the protons.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>5.</head><p>Modeling of the seismic waves <ref type="bibr" target="#b9">[10]</ref>.</p><p>The objects: the processes of dissemination of the seismic waves.</p><p>Result: the trajectories of seismograms as the diagrams and a report on testing of the indexes of the program code.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>6.</head><p>Modeling of the special purpose indexes of economic security <ref type="bibr" target="#b10">[11]</ref>.</p><p>The objects: the event of counteraction to the different threats with economic security in strategic planning of the development of high technology branches.</p><p>Result: rational distribution of the budget allotments over the articles of the plan.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>7.</head><p>The modeling of the signals is in the systems of automated design <ref type="bibr" target="#b11">[12]</ref>.</p><p>The objects: The noise signals in the microchips, the factors of their influence on efficiency.</p><p>Result: the report on the degree of correspondence to the normalized designed indexes.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>8.</head><p>The modeling of the procedures is for the control of activity in the organizational systems <ref type="bibr" target="#b12">[13]</ref>.</p><p>An object: medium of the high technology informational, telecommunicative and engineering systems.</p><p>Result: the procedures of the control that satisfy the given requirements.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>9.</head><p>The modeling of bloodstream is in the vessels, feeding the brain <ref type="bibr">[14]</ref>.</p><p>The objects: the brachycephalic arteries, feeding the cerebrum.</p><p>Result: tomograms and the angiograms of the vessels of the cerebrum and the indexes of their state.</p><p>It is how visible from the examples (the table <ref type="table">1</ref>), the complicated procedures, the structures, the elements (the particles), technical, natural and the anthropogenic processes be the objects of modeling. The given complexity is conditioned by the operations for treatment and for comparative analysis of large factual and retrospective data in the conditions of the real time that are inherent in the simulated processes. For example, similar business transactions realize themselves in the seconds <ref type="bibr" target="#b14">[15]</ref>. Results are reached with the help of complex approach, by combination of analytical, imitative models and the computer algorithms. The made description is inherent in many simulated processes in the different domains of science, spheres of the control and branches of economy.</p><p>In connection with it, generalization, it is assumed that, the factor of real scale of the time with large data processing imposes a restriction for the time of treatment. The normalized indexes of the time of data processing in one cycle of modeling and the probability of his non-exceeding in such a case are the boundary conditions of stably functioning of the computational resources of the Shared Digital Platform.</p><p>Review and analysis of the known innovative methods and the models that are protected with the patents for inventions and the useful models are brought. Their appointment is for a support of activity, in participated by the organizational systems. On the base of given analysis the domain of their application for the Shared Digital Platform that are used in modeling of the objects, relating to the technogenic, natural and anthropogenic media, was defined.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2">The Support Methods of Kinds of Activity of the Organizational Systems</head><p>Table <ref type="table">2</ref> represents the patented (innovative) methods of a support of kinds of activity (the processes) of the organizational systems and the models of the technical solutions, built considering critical technologies of informational infrastructure <ref type="bibr" target="#b15">[16]</ref>:</p><p>− technologies are for data factual acquisition of essences, influencing components and states of kinds of activity, their treatment and structuring, accumulation and systematization of retrospective data; − technology is for creation of integral informational-controlling medium intended for a union with the computational resources that are located in the different organizational systems, and that differ in the systems for addressing and the program codes;</p><p>− technologies are for analysis of normalized, factual and retrospective given; − technologies are for the development of the scripts for the solutions of the one that considers obtained results of activity analysis and considering the given boundary conditions of a support of activity; − technologies are for definition of the objects for the innovations, that is conditioned by an increase of the number of new automated processes and, as consequence, the production of projects for creation of the new applied informational systems in the organizational systems.</p><p>Table <ref type="table">2</ref>: Review of the innovative methods and the models of a support of activity</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Method (model) Characteristic</head><p>1.</p><p>Method of supporting operation of organizational system <ref type="bibr" target="#b16">[17]</ref>.</p><p>Result: automatic execution of estimation of activity effectiveness and the automatic control of the objects of a support of the one that considers executed estimation and the normalized boundary conditions of stability. Effect: reduction of the time of making and execution of the decisions.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>2.</head><p>Organizational systems management system <ref type="bibr" target="#b17">[18]</ref>.</p><p>Result: the automatic checkup of relevance of data on reformation of these data of the considering executed checkup, chosen for execution, the scripts of the control, are in case of necessity.</p><p>Effect: an increase of the degree of certainty of the made and executed decision.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.">Management Center of</head><p>Organizational system <ref type="bibr" target="#b18">[19]</ref>.</p><p>Result: the technical solution is over a realization of a method of a support of activity of the organizational system <ref type="bibr" target="#b16">[17]</ref> with a centralized system of the control.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>4.</head><p>System of situationally analytical centers of organizational system <ref type="bibr" target="#b19">[20]</ref>.</p><p>Result: the technical solution is over a realization of a method of a support of activity of the organizational system <ref type="bibr" target="#b16">[17]</ref> with a distributed system of the control.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>5.</head><p>Monitoring Center for sustainability information systems <ref type="bibr" target="#b20">[21]</ref>.</p><p>Result: formation, conservation, allocation of data on factual stability of the informational systems. Effect: reduction of the time of the exposure of defects of technical means, the mistakes of the programs, the wrong actions of the personnel.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>6.</head><p>Stability of information systems support center <ref type="bibr" target="#b21">[22]</ref>.</p><p>Result: execution with a view on a support of given boundary conditions of stability (stability) is automation of the functions of analysis of data on stability of the informational systems, making on this basis of the decisions and them. Effect: reduction of the time of elimination of defects of technical means and the mistakes of the programs.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>7.</head><p>Method to pass information <ref type="bibr" target="#b22">[23]</ref>.</p><p>Result: reduction of electric power, necessary for a transfer of information into the robotic objects, realizing a support of activity of the organizational systems.</p><p>Effect: an increase of reticence of the fact of a transfer of the teams of an administration.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>8.</head><p>Robotic control objects <ref type="bibr" target="#b23">[24]</ref>.</p><p>Result: the technical decision on a realization of a method of a transfer of information <ref type="bibr" target="#b22">[23]</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>9.</head><p>Method to pass information <ref type="bibr" target="#b24">[25]</ref>.</p><p>Result: the package of information furnished about with their transformation into information, furnished about an appointment of this; also reverse the transformation on reception. Effect: the support of inter-operability of the systems of the control, differing in the modes of identification and the systems of the internal addressing of one's objects.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>10.</head><p>Complex of information interaction <ref type="bibr" target="#b25">[26]</ref>.</p><p>Result: the technical decision on a realization of a method of a transfer of information <ref type="bibr" target="#b24">[25]</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="11.">Method of Transmission of</head><p>Control Commands <ref type="bibr" target="#b26">[27]</ref>.</p><p>Result: the transfer of data on a team with their transformation into the commands, given about a function of this, and a reverse transformation on reception. Effect: the support of inter-operability of the systems of the control, differing in the program codes.</p><p>12. Integrated control system <ref type="bibr" target="#b27">[28]</ref>.</p><p>Result: the technical decision on a realization of a method of a transfer of the teams of an administration <ref type="bibr" target="#b26">[27]</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Method (model) Characteristic</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>13.</head><p>Device management <ref type="bibr" target="#b28">[29]</ref>.</p><p>Result: component in composition of the technical solution <ref type="bibr" target="#b27">[28]</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>14.</head><p>Data transmitter <ref type="bibr" target="#b29">[30]</ref>.</p><p>Result: component in composition of the technical solution <ref type="bibr" target="#b28">[29]</ref>.</p><p>15. Data receiver. <ref type="bibr" target="#b30">[31]</ref>.</p><p>Result: component in composition of the technical solution <ref type="bibr" target="#b28">[29]</ref>.</p><p>16.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Method of Determination of the Objects of Innovation in</head><p>Information Systems <ref type="bibr" target="#b31">[32]</ref>.</p><p>Result: automatic definition of the objects of innovations of the one that considers the boundary conditions of stability over the time of data processing and the probability of non-exceeding of it. Effect: reduction of the terms of execution of the innovative projects of automation of the new processes. 17.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Identifier of Innovation</head><p>Objects in Information Systems <ref type="bibr" target="#b32">[33]</ref>.</p><p>Result: the technical decision on a realization of a method of definition of the objects of innovations in the informational systems <ref type="bibr" target="#b31">[32]</ref>.</p><p>On the base of the analysis that is made with respect to the innovative methods and models, listed in the Table <ref type="table">2</ref>, the domain of their application for a medium of the processes, is defined which are used for a support of computer modeling on the Shared Digital Platform:</p><p>− the processes of collection, treatment and configuring of data on essences, influencing state of the simulated objects; − the processes of creation and actualization of integral informationally-controlling of a medium of the organizational systems independently of an identity of the systems of addressing and the program codes; − the processes of accumulation and configuring of retrospective data are in an integral informationallycontrolling medium; − the processes of analysis of normalized, factual and retrospective data, definition of the indexes of stability of medium of modeling of the Shared Digital Platform; − the processes of development are on the basis of results of analysis of the scripts of a support of stability of the objects of medium of modeling in the given boundary conditions of stability; − the processes of definition of the objects (technical means, the programs, the informational systems, the informational high roads, et al) in informational infrastructure of the Shared Digital Platform, which it is required to modernize, replace or develop in connection with an increase of the number of simulated processes. Practical significance of application of the represented as higher innovative methods consists in reduction of the time of computer modeling of the objects with observance of the boundary conditions for stability of means of the support.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3">The Boundary Conditions of Stability of the Informational High Roads</head><p>It is defined that recommendation of the given processes is a support of given boundary conditions about stability (stability) of the objects that realize a support of modeling. Information on the presence of the universal method for definition of such indexes as applied to both technical means and the program s, and the high roads in informational infrastructure of the Shared Digital Platform is not detected. In the same time, in a solution of the similar tasks is possible to be guided the known methods in definition of effectiveness of activity of the organizational system based on standard, normalized and factual of the indexes of activity it. At it:</p><p>− the standard indexes are defined by the reached levels of engineering, technology, the administrations and formations are in the subject domain of activity of the organizational system in the absence of the restrictions on the cost of the project, the normalized indexes are defined by the designed solutions of a version of the Shared Digital Platform, selected among the considered versions in the index of the deg ree of effectiveness of activity and given cost <ref type="bibr" target="#b33">[34]</ref>; − the factual indexes are defined with the help of an analytics-methodical apparatus and technological information on the indexes of objects of observation -the material and immaterial objects of the organizational systems and the external medium, having influence on results of activity <ref type="bibr" target="#b34">[35]</ref>; − the calculation of the values of the indexes is produced provided a period of acquiring of statistical samplings of information is common to calculation of the values of all indexes <ref type="bibr" target="#b35">[36]</ref>. For example, object "the informational high road" it is possible to use a method of analysis of productivity of high road, including homonymous technique and the models of a high road <ref type="bibr" target="#b36">[37]</ref>.</p><p>On drawing (Fig. <ref type="figure" target="#fig_0">1</ref>) the example of use of technique for calculation is given the maximum number Gval. of data packets in the queue at which indicators are met: the maximum waiting time TVal. in queue и the minimum probability Pval measure Tval. Based on the maximum number Gval. of data packets, necessary productivity of high road is defined. </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4">Conclusion</head><p>The article is dedicated to investigation into the questions about an application of a digital platform for modeling of the objects, relating to the technogenic, natural and anthropogenic media. The methods, insuring an informational support of activity, realized in the organizational systems, provide the basis of such a platform.</p><p>The innovative methods and the models, which are protected with the patents for inventions, and the useful models are presented. The given solutions are intended for automation of the processes, realizing an informational support in modeling of the articles and the processes. The calculation of the indexes is produced in the boundary conditions of stably functioning of the computational resources.</p><p>Effectiveness of the Shared Digital Platform consists to the unions with the computational resources of the organizational systems, located and consolidated in a base of the digital platform. The time led away for modeling of the promising industrial technological articles, the social and natural processes, is reduces. Including the time of conducting of scientific researches, introduction of their results to industrial Wednesday.</p></div><figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_0"><head>Figure 1 :</head><label>1</label><figDesc>Figure 1: The boundary values of stability of informational high road</figDesc><graphic coords="5,136.90,74.80,329.75,287.00" type="bitmap" /></figure>
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			<div type="acknowledgement">
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Acknowledgments</head><p>The investigation is carried out with a support of the Russian fund of fundamental researches (the project 18-29-03091) in the Ministry of education and science of the Russian Federation (2018 are 5 No. 538).</p></div>
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	</text>
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