Agent-Based Models as a Means of Testing of Management Solutions

The paper shows the application of agent-based approach to modeling of social, ecological and economic processes. An overview of the most typical agent-based model (ABM), developed in recent years to solve practical problems of territorial administration is given. The expediency of using ABM as a de...

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Main Authors: Valery Leonidovich Makarov, Albert Raufovich Bakhtizin, Elena Davidovna Sushko
Format: Article
Language:English
Published: North-West institute of management of the Russian Presidential Academy of National Economy and Public Administration 2018-04-01
Series:Управленческое консультирование
Subjects:
Online Access:https://www.acjournal.ru/jour/article/view/470
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spelling doaj-d9aca7848c174ce89009bfe85c16e8082021-09-10T11:50:32ZengNorth-West institute of management of the Russian Presidential Academy of National Economy and Public Administration Управленческое консультирование1726-11391816-85902018-04-010121625470Agent-Based Models as a Means of Testing of Management SolutionsValery Leonidovich Makarov0Albert Raufovich Bakhtizin1Elena Davidovna Sushko2The Central economic-mathematical institute of the Russian Academy of SciencesThe Central economic-mathematical institute of the Russian Academy of SciencesThe Central economic-mathematical institute of the Russian Academy of SciencesThe paper shows the application of agent-based approach to modeling of social, ecological and economic processes. An overview of the most typical agent-based model (ABM), developed in recent years to solve practical problems of territorial administration is given. The expediency of using ABM as a development planning tool areas, including strategic, is shown. A territory-population model developed by the authors is based on the behavior of individual members of artificial society and simulates the processes of mortality, fertility and migration. The creation of new agents (birth of children) in the model is the result of the choice of female agents of reproductive age, and this choice depends on their value system. At the same time the population of agents in this regard is not uniform - agents stick to different reproductive strategies: modern (low fertility), and traditional (high fertility). The migration of agents depends on the difference in the level of per capita income both between different areas within a country and between countries. The migration variants for individual agent depend on it’s social ties. The presented design served as the basis for creating three ABMs: 1) model of reproduction of the population of St. Petersburg; 2) labor migration model from the border areas of China into Russia; 3) model of internal and external migration in the European Union. All models have been tested in the course of computer experiments on real data. Preliminary results show an adequate response to changing patterns of controlled parameters related to the economic and institutional characteristics of the agents of the environment.https://www.acjournal.ru/jour/article/view/470agent-based modelingdemographyinternational migrationlabor migrationprediction of population size and structureterritory planning
collection DOAJ
language English
format Article
sources DOAJ
author Valery Leonidovich Makarov
Albert Raufovich Bakhtizin
Elena Davidovna Sushko
spellingShingle Valery Leonidovich Makarov
Albert Raufovich Bakhtizin
Elena Davidovna Sushko
Agent-Based Models as a Means of Testing of Management Solutions
Управленческое консультирование
agent-based modeling
demography
international migration
labor migration
prediction of population size and structure
territory planning
author_facet Valery Leonidovich Makarov
Albert Raufovich Bakhtizin
Elena Davidovna Sushko
author_sort Valery Leonidovich Makarov
title Agent-Based Models as a Means of Testing of Management Solutions
title_short Agent-Based Models as a Means of Testing of Management Solutions
title_full Agent-Based Models as a Means of Testing of Management Solutions
title_fullStr Agent-Based Models as a Means of Testing of Management Solutions
title_full_unstemmed Agent-Based Models as a Means of Testing of Management Solutions
title_sort agent-based models as a means of testing of management solutions
publisher North-West institute of management of the Russian Presidential Academy of National Economy and Public Administration
series Управленческое консультирование
issn 1726-1139
1816-8590
publishDate 2018-04-01
description The paper shows the application of agent-based approach to modeling of social, ecological and economic processes. An overview of the most typical agent-based model (ABM), developed in recent years to solve practical problems of territorial administration is given. The expediency of using ABM as a development planning tool areas, including strategic, is shown. A territory-population model developed by the authors is based on the behavior of individual members of artificial society and simulates the processes of mortality, fertility and migration. The creation of new agents (birth of children) in the model is the result of the choice of female agents of reproductive age, and this choice depends on their value system. At the same time the population of agents in this regard is not uniform - agents stick to different reproductive strategies: modern (low fertility), and traditional (high fertility). The migration of agents depends on the difference in the level of per capita income both between different areas within a country and between countries. The migration variants for individual agent depend on it’s social ties. The presented design served as the basis for creating three ABMs: 1) model of reproduction of the population of St. Petersburg; 2) labor migration model from the border areas of China into Russia; 3) model of internal and external migration in the European Union. All models have been tested in the course of computer experiments on real data. Preliminary results show an adequate response to changing patterns of controlled parameters related to the economic and institutional characteristics of the agents of the environment.
topic agent-based modeling
demography
international migration
labor migration
prediction of population size and structure
territory planning
url https://www.acjournal.ru/jour/article/view/470
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AT albertraufovichbakhtizin agentbasedmodelsasameansoftestingofmanagementsolutions
AT elenadavidovnasushko agentbasedmodelsasameansoftestingofmanagementsolutions
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