An approach to simulation modeling and optimization of traffic flows in local sections of the street road network using AnyLogic and heuristic algorithms is presented. A feature of this approach is the use of agent-based (ABM) and discrete-event simulation methods supported in the AnyLogic system. An original swarm optimization algorithm (PSO) is proposed, modified for the problem of optimizing road traffic on a real section of the road (near the Yugo-Zapadnaya metro station in Moscow). Numerical experiments were performed to confirm the possibility of optimizing the duration of traffic light phases in order to minimize the average travel time of vehicles on a simulated section of the street road network.
{"title":"Simulation Modeling and Optimization of Traffic Flows in Local Sections of the Street Road Network Using AnyLogic","authors":"E. A. Zaripov, A. M. Melnikov, A. S. Akopov","doi":"10.17587/it.30.183-189","DOIUrl":"https://doi.org/10.17587/it.30.183-189","url":null,"abstract":"An approach to simulation modeling and optimization of traffic flows in local sections of the street road network using AnyLogic and heuristic algorithms is presented. A feature of this approach is the use of agent-based (ABM) and discrete-event simulation methods supported in the AnyLogic system. An original swarm optimization algorithm (PSO) is proposed, modified for the problem of optimizing road traffic on a real section of the road (near the Yugo-Zapadnaya metro station in Moscow). Numerical experiments were performed to confirm the possibility of optimizing the duration of traffic light phases in order to minimize the average travel time of vehicles on a simulated section of the street road network.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"9 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140660539","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
For the tasks of multi-criteria evaluation and selection under uncertainty conditions, the most accurate is the presentation of object estimates in an interval form, which allows you to preserve the completeness of information. The correct application of the additive data aggregation mechanism in multi-criteria problems presented in various measurement scales requires that the initial estimates be transformed into the resulting homogeneous scales characterized by the same scope and number of gradations. At the same time, there is a problem of converting interval estimates into point estimates. The idea of the method for intersecting interval estimates and a large number of objects is to construct a histogram, and then equally divide the original measurement scale into segments, the numbers of which are identified with the point gradations of the resulting scale. An example of solving the problem of multi-criteria evaluation and comparison of a civil helicopter project relative to competitors in terms of tactical and technical characteristics and with interval-set sales prices is given.
{"title":"A Method for Constructing the Resulting Scale for Objects Presented in Interval Estimates in Multi-Criteria Evaluation and Selection Tasks","authors":"V. P. Korneenko","doi":"10.17587/it.30.171-183","DOIUrl":"https://doi.org/10.17587/it.30.171-183","url":null,"abstract":"For the tasks of multi-criteria evaluation and selection under uncertainty conditions, the most accurate is the presentation of object estimates in an interval form, which allows you to preserve the completeness of information. The correct application of the additive data aggregation mechanism in multi-criteria problems presented in various measurement scales requires that the initial estimates be transformed into the resulting homogeneous scales characterized by the same scope and number of gradations. At the same time, there is a problem of converting interval estimates into point estimates. The idea of the method for intersecting interval estimates and a large number of objects is to construct a histogram, and then equally divide the original measurement scale into segments, the numbers of which are identified with the point gradations of the resulting scale. An example of solving the problem of multi-criteria evaluation and comparison of a civil helicopter project relative to competitors in terms of tactical and technical characteristics and with interval-set sales prices is given.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"107 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140659335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Currently, there is an active use of distributed registry technology in various sectors of the economy by providing transparency, improving tracking of actions within processes, and ensuring trust in open systems. There is a need to evaluate the performance of distributed registries based on measurable indicators. The article presents an overview of distributed registries performance indicators, methods to improve the efficiency and evaluation of distributed registries.
{"title":"Distributed Ledger Performance Metrics: An Overview","authors":"A. T. Dzhonov, S. M. Avdoshin","doi":"10.17587/it.30.133-139","DOIUrl":"https://doi.org/10.17587/it.30.133-139","url":null,"abstract":"Currently, there is an active use of distributed registry technology in various sectors of the economy by providing transparency, improving tracking of actions within processes, and ensuring trust in open systems. There is a need to evaluate the performance of distributed registries based on measurable indicators. The article presents an overview of distributed registries performance indicators, methods to improve the efficiency and evaluation of distributed registries.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"28 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140245168","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The article discusses the development of an expert system (ES) for predicting the occurrence of forest fires. The problems and technology of implementing a system based on Bayesian trust networks are defined. A forecasting expert system model has been developed. The ES is implemented and an example of calculating the probability distribution at a system node is given. The operation of the proposed expert system is shown.
{"title":"Model of an Expert System for Forecasting Forest Fires Based on a Bayesian Belief Network","authors":"S. A. Ivanov","doi":"10.17587/it.30.124-132","DOIUrl":"https://doi.org/10.17587/it.30.124-132","url":null,"abstract":"The article discusses the development of an expert system (ES) for predicting the occurrence of forest fires. The problems and technology of implementing a system based on Bayesian trust networks are defined. A forecasting expert system model has been developed. The ES is implemented and an example of calculating the probability distribution at a system node is given. The operation of the proposed expert system is shown.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"3 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140248299","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
V. Stennikov, E. Barakhtenko, D. V. Sokolov, G. Mayorov
The construction of integrated energy systems (IES) based on traditional energy systems that operate separately ensures higher efficiency and reliability of energy supply to consumers. IES are complex objects for design. The digital twin is a tool that allows one to integrate all the tools necessary for design in a single information space. Software tools that implement the digital twin of IES and are developed for their design require high flexibility in organizing calculations, which is due to the need to simulate a variety of equipment and involve a wide set of methods and mathematical models. Automating the construction of the computing subsystem is an effective solution to overcome the above difficulties. The article proposes a methodological approach to automating the construction of the computing subsystem of the digital twin of the IES. In accordance with the proposed approach, automated construction is performed on the basis of a software platform using modern metaprogramming tools. When building, the concept of Model-Driven Engineering is implemented and knowledge formalized in the form of ontologies is used. The article outlines the components of the proposed methodological approach to automating the construction of the computing subsystem of the digital twin of the IES, which include the following: principles of software platform development; software platform architecture; technique for automated construction of the digital twin computing subsystem; principles for ensuring the universality of software components. The digital twin obtained as a result of the practical application of the proposed methodological approach makes it possible to carry out computer and mathematical modeling of the IES in the virtual space, exploring various configurations of its construction. The implementation of modeling within the framework of the digital twin of IES makes it possible to implement flexible and efficient approaches to solving the problems of designing IES and to obtain design recommendations that can be implemented when building real IES. Keywords: methodological approach, digital twin, automation of computing, automation of programming, Model-Driven Engineering, metaprogramming, ontology, integrated energy system
{"title":"Automation of Calculations in the Design of an Integrated Energy System Based on its Digital Twin","authors":"V. Stennikov, E. Barakhtenko, D. V. Sokolov, G. Mayorov","doi":"10.17587/it.30.140-149","DOIUrl":"https://doi.org/10.17587/it.30.140-149","url":null,"abstract":"The construction of integrated energy systems (IES) based on traditional energy systems that operate separately ensures higher efficiency and reliability of energy supply to consumers. IES are complex objects for design. The digital twin is a tool that allows one to integrate all the tools necessary for design in a single information space. Software tools that implement the digital twin of IES and are developed for their design require high flexibility in organizing calculations, which is due to the need to simulate a variety of equipment and involve a wide set of methods and mathematical models. Automating the construction of the computing subsystem is an effective solution to overcome the above difficulties. The article proposes a methodological approach to automating the construction of the computing subsystem of the digital twin of the IES. In accordance with the proposed approach, automated construction is performed on the basis of a software platform using modern metaprogramming tools. When building, the concept of Model-Driven Engineering is implemented and knowledge formalized in the form of ontologies is used. The article outlines the components of the proposed methodological approach to automating the construction of the computing subsystem of the digital twin of the IES, which include the following: principles of software platform development; software platform architecture; technique for automated construction of the digital twin computing subsystem; principles for ensuring the universality of software components. The digital twin obtained as a result of the practical application of the proposed methodological approach makes it possible to carry out computer and mathematical modeling of the IES in the virtual space, exploring various configurations of its construction. The implementation of modeling within the framework of the digital twin of IES makes it possible to implement flexible and efficient approaches to solving the problems of designing IES and to obtain design recommendations that can be implemented when building real IES. Keywords: methodological approach, digital twin, automation of computing, automation of programming, Model-Driven Engineering, metaprogramming, ontology, integrated energy system","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"2017 23","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140246046","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
One of the main problems in ensuring the unmanned aerial systems (UAS) safety and control performance indicators is the operational analysis organization of heterogeneous data coming from on-board sensors and the formation of adequate recommendations and decisions on their basis of flight missions implementation. In recent years, there have been many research papers devoted to solving this problem using artificial intelligence (AI) methods. The article discusses AI methods for using in tasks related to UAS. We have described the sources of information to generate the data necessary for the application of AI methods. We have classified typical tasks of computer vision and navigation systems for solving using AI methods. We have analyzed the generally accepted classification of AI methods within the scope of the research subject. At the same time, special attention is paid to the features of AI methods that allow solving many well-known problems of recognition, approximation, optimization for UAS target and navigation tasks realization and effective operator support. In particular, we have considered neural networks, decision trees, support vector machines, k-nearest neighbors, genetic, ant colony algorithms, artificial immune systems. Currently, the hardware allows integrating complex algorithms based on these methods on board and widely using them in flight missions. The results of the study conducted as part of the review are illustrated by examples from the scientific publications.
{"title":"Artificial Intelligence Methods in Automated Unmanned Aerial Vehicles Control Systems","authors":"G. S. Veresnikov, A. Skryabin","doi":"10.17587/it.30.115-123","DOIUrl":"https://doi.org/10.17587/it.30.115-123","url":null,"abstract":"One of the main problems in ensuring the unmanned aerial systems (UAS) safety and control performance indicators is the operational analysis organization of heterogeneous data coming from on-board sensors and the formation of adequate recommendations and decisions on their basis of flight missions implementation. In recent years, there have been many research papers devoted to solving this problem using artificial intelligence (AI) methods. The article discusses AI methods for using in tasks related to UAS. We have described the sources of information to generate the data necessary for the application of AI methods. We have classified typical tasks of computer vision and navigation systems for solving using AI methods. We have analyzed the generally accepted classification of AI methods within the scope of the research subject. At the same time, special attention is paid to the features of AI methods that allow solving many well-known problems of recognition, approximation, optimization for UAS target and navigation tasks realization and effective operator support. In particular, we have considered neural networks, decision trees, support vector machines, k-nearest neighbors, genetic, ant colony algorithms, artificial immune systems. Currently, the hardware allows integrating complex algorithms based on these methods on board and widely using them in flight missions. The results of the study conducted as part of the review are illustrated by examples from the scientific publications.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"45 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140245343","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
M. R. Bogdanov, G. R. Shakhmametova, I. S. Shaibakov, N. Oskin
Improving algorithms for automatic recognition of electrocardiograms requires increasing of training dataset, which is not always possible due to the rarity of certain cardiac diseases or ethical issues. It is possible to improve the algorithms for generating synthetic electrocardiograms using mechanistic models and generative-descriptive neural networks (GANs). At the same time, when evaluating the effectiveness of the proposed solutions, various authors offer different quality assessment metrics from subjective expert assessment to the squared mean error. We compare two approaches to generating synthetic electrocardiograms: pseudo-ECG generation using a one-dimensional cardiomyocyte model and GAN based on long-term short-term memory in terms of machine learning metrics: accuracy, recall, f1-score. We solve the problem of binary classification with bagging method, class 0 — normal sinus rhythm, class 1 — atrial fibrillation. We found that classifier trained on synthetic ECGs generated using GAN is slightly more effective compared to pseudo-ECGs generated using mechanistic models ones. At the same time, it turned out that GANs are not stable enough. The generation of synthetic electrocardiograms using both mechanistic models and GAN can be used to enrich the training set in case of recognition of rare cardiac diseases.
改进心电图自动识别算法需要增加训练数据集，但由于某些心脏疾病的罕见性或伦理问题，这并不总是可能的。利用机理模型和生成-描述神经网络（GAN）改进生成合成心电图的算法是可行的。同时，在评估所提出解决方案的有效性时，不同的作者提出了不同的质量评估指标，从专家主观评估到均方误差。我们比较了生成合成心电图的两种方法：使用一维心肌细胞模型生成伪心电图和基于长期短期记忆的 GAN，并从准确率、召回率和 f1 分数等机器学习指标方面进行了比较。我们用袋装法解决了二元分类问题，0 类--正常窦性心律，1 类--心房颤动。我们发现，与使用机理模型生成的伪心电图相比，在使用 GAN 生成的合成心电图上训练的分类器略微更有效。与此同时，我们发现 GAN 还不够稳定。在识别罕见心脏病时，使用机理模型和 GAN 生成合成心电图可用于丰富训练集。
{"title":"Opportunities to Reduce the Risk of Cardiovascular Death by Improving Machine Learning Methods","authors":"M. R. Bogdanov, G. R. Shakhmametova, I. S. Shaibakov, N. Oskin","doi":"10.17587/it.30.159-167","DOIUrl":"https://doi.org/10.17587/it.30.159-167","url":null,"abstract":"Improving algorithms for automatic recognition of electrocardiograms requires increasing of training dataset, which is not always possible due to the rarity of certain cardiac diseases or ethical issues. It is possible to improve the algorithms for generating synthetic electrocardiograms using mechanistic models and generative-descriptive neural networks (GANs). At the same time, when evaluating the effectiveness of the proposed solutions, various authors offer different quality assessment metrics from subjective expert assessment to the squared mean error. We compare two approaches to generating synthetic electrocardiograms: pseudo-ECG generation using a one-dimensional cardiomyocyte model and GAN based on long-term short-term memory in terms of machine learning metrics: accuracy, recall, f1-score. We solve the problem of binary classification with bagging method, class 0 — normal sinus rhythm, class 1 — atrial fibrillation. We found that classifier trained on synthetic ECGs generated using GAN is slightly more effective compared to pseudo-ECGs generated using mechanistic models ones. At the same time, it turned out that GANs are not stable enough. The generation of synthetic electrocardiograms using both mechanistic models and GAN can be used to enrich the training set in case of recognition of rare cardiac diseases.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"37 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140245362","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This article discusses the current process of consolidation a new organizational and production paradigm in software development projects and digital services in Europe and Russia. This paradigm combines the possibilities of completely remote work of engineers in projects with deep adaptation of production and management processes (internal automation, communications visualization, risk management, etc.). To solve the actual scientific and practical task of determining the main properties of the new paradigm in the IT industry, industry studies for 2020-2023 were summarized and considered the sequence of influencing factors: from the use of geographically distributed development in software projects since the end of the last century to modern trends in workflow virtualization under the influence of the COVID pandemic and the use of artificial intelligence in software development. The paper also pays attention to the role and reasons for the emergence of a "hybrid" model for organizing the work of IT companies, when a team works together in the office several days a week, and several outside it. The results of the analyzed studies confirm that in 2023, fully remote work and the "hybrid" model are less and less dependent on the risks of a pandemic, are economically successful when used in the IT industry and create a completely new reality in the competitive struggle in the global IT market.
本文讨论了欧洲和俄罗斯目前在软件开发项目和数字服务中巩固新的组织和生产模式的进程。这种模式将工程师在项目中完全远程工作的可能性与生产和管理流程（内部自动化、通信可视化、风险管理等）的深度调整相结合。为了解决确定 IT 行业新范式主要特性的实际科学和实践任务，对 2020-2023 年的行业研究进行了总结，并考虑了影响因素的顺序：从上世纪末以来在软件项目中使用地理分布开发，到 COVID 大流行影响下工作流程虚拟化的现代趋势，以及在软件开发中使用人工智能。本文还关注了 IT 公司出现 "混合 "工作组织模式的作用和原因，即一个团队每周有几天在办公室内工作，有几天在办公室外工作。分析研究的结果证实，在 2023 年，完全远程工作和 "混合 "模式对流行病风险的依赖性越来越小，在 IT 行业的应用在经济上是成功的，并在全球 IT 市场的竞争中创造了全新的现实。
{"title":"Consolidation of a New Organizational and Production Paradigm in Software Development Projects","authors":"D. S. Pashchenko","doi":"10.17587/it.30.150-158","DOIUrl":"https://doi.org/10.17587/it.30.150-158","url":null,"abstract":"This article discusses the current process of consolidation a new organizational and production paradigm in software development projects and digital services in Europe and Russia. This paradigm combines the possibilities of completely remote work of engineers in projects with deep adaptation of production and management processes (internal automation, communications visualization, risk management, etc.). To solve the actual scientific and practical task of determining the main properties of the new paradigm in the IT industry, industry studies for 2020-2023 were summarized and considered the sequence of influencing factors: from the use of geographically distributed development in software projects since the end of the last century to modern trends in workflow virtualization under the influence of the COVID pandemic and the use of artificial intelligence in software development. The paper also pays attention to the role and reasons for the emergence of a \"hybrid\" model for organizing the work of IT companies, when a team works together in the office several days a week, and several outside it. The results of the analyzed studies confirm that in 2023, fully remote work and the \"hybrid\" model are less and less dependent on the risks of a pandemic, are economically successful when used in the IT industry and create a completely new reality in the competitive struggle in the global IT market.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"17 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140247709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
It is impossible to leave aside the problem of communication with the outside world and the social integration of people with disabilities in modern society, where there is a rapid development of communication methods between people. Gesture is the only method of communication for people with disabilities (auditory and language). The research provides information on static and dynamic gestures that allow people with communication problems to exchange information. It is noted that the problem of automatic gesture recognition is solved by various mathematical methods, algorithms and computer systems. The advantages and disadvantages of 2D and 3D models for sequential recognition of hand gestures are shown. It is noted that the creation of a national electronic database that recognizes the national dactyl alphabet and gestures in the Republic of Azerbaijan is an urgent problem. The well-known methods of this category are shown. Artificial neural network method, Hidden Markov method, Random Forest method and method of designating a hand gesture using gloves painted with markers of different colors. The creation of a national electronic database that recognizes the national dactyl alphabet and gestures is proposed, which will partially eliminate the existing barrier in education and problems of communication between people.
{"title":"Research of Stages, Types of Modeling and Methods of Gesture Recognition","authors":"K. Gurbanova","doi":"10.17587/it.30.85-90","DOIUrl":"https://doi.org/10.17587/it.30.85-90","url":null,"abstract":"It is impossible to leave aside the problem of communication with the outside world and the social integration of people with disabilities in modern society, where there is a rapid development of communication methods between people. Gesture is the only method of communication for people with disabilities (auditory and language). The research provides information on static and dynamic gestures that allow people with communication problems to exchange information. It is noted that the problem of automatic gesture recognition is solved by various mathematical methods, algorithms and computer systems. The advantages and disadvantages of 2D and 3D models for sequential recognition of hand gestures are shown. It is noted that the creation of a national electronic database that recognizes the national dactyl alphabet and gestures in the Republic of Azerbaijan is an urgent problem. The well-known methods of this category are shown. Artificial neural network method, Hidden Markov method, Random Forest method and method of designating a hand gesture using gloves painted with markers of different colors. The creation of a national electronic database that recognizes the national dactyl alphabet and gestures is proposed, which will partially eliminate the existing barrier in education and problems of communication between people.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"65 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139852775","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Strategic city management systems serve for information and analytical support of decision makers. Models of urban systems based on the agent-based approach and system dynamics are highly accurate, allow real-time monitoring of the urban environment, timely preparation for possible emergencies, and also choose the best ways to develop the city's infrastructure. Research in this area is very relevant today: dozens of models have been proposed that describe almost all urban processes. However, the question of systematization of these models remains open. In this paper, an overview of the existing city management systems implemented using the methods of system dynamics and the agent approach is made. The description of the latest researches of foreign authors in the field of agent-based modeling is given.
{"title":"Review and Analysis of City Strategic Management Systems","authors":"N. S. Samedov","doi":"10.17587/it.30.91-102","DOIUrl":"https://doi.org/10.17587/it.30.91-102","url":null,"abstract":"Strategic city management systems serve for information and analytical support of decision makers. Models of urban systems based on the agent-based approach and system dynamics are highly accurate, allow real-time monitoring of the urban environment, timely preparation for possible emergencies, and also choose the best ways to develop the city's infrastructure. Research in this area is very relevant today: dozens of models have been proposed that describe almost all urban processes. However, the question of systematization of these models remains open. In this paper, an overview of the existing city management systems implemented using the methods of system dynamics and the agent approach is made. The description of the latest researches of foreign authors in the field of agent-based modeling is given.","PeriodicalId":504905,"journal":{"name":"Informacionnye Tehnologii","volume":"77 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139851049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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