Cognitive Modeling as a Forecasting Tool

IF 0.5 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC International Journal on Smart Sensing and Intelligent Systems Pub Date : 2024-01-01 DOI:10.2478/ijssis-2024-0003
T. Makarenya, A. S. Mannaa, Alexey I. Kalinichenko, Svetlana V. Petrenko
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Abstract

Under the current geopolitical conditions and the economic sanctions imposed on Russia, there is an objective need to formulate a strategic development plan for the economy as a whole and for specific sectors of the economy. Various methods and tools can be used for strategic planning. One of the methods of strategic planning is the program-targeted method of planning, which has proved to be an effective method of foresight. It is possible to speak about failures of planning activities, but these failures were related not only to shortcomings and application of science-based planning methods but also to the efficiency of the managerial apparatus, which took decisions. It should be noted that it was in the period when science-based planning methods were applied that our country managed to form and develop industrial production in various sectors, and the issue of import substitution did not arise then, as all the stages of the product life cycle were represented at all the enterprises. Currently, the country is facing the problem of strategic development in the context of the imposed economic sanctions. The volume of sanctions is increasing day by day and one can only speculate on the future restrictions imposed. Therefore, there is a need to forecast activities at the level of the whole country, individual industries, and enterprises. One such method is cognitive modeling based on fuzzy logic. This approach involves the use of cognitive principles and methods to understand the behavior of individuals in the system, as well as the interactions and feedback loops between the various components. The purpose of this paper is to retrospectively analyze the application of the cognitive method to modeling. Information systems that have been developed in our country to implement the tasks of cognitive modeling are reviewed, and an assessment of existing software products is made. Also, theoretical materials on cognitive approach in modeling are presented in order to understand the application of this toolkit for modeling socioeconomic systems using elements of fuzzy logic.
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认知建模作为一种预测工具
在当前的地缘政治条件和对俄罗斯实施的经济制裁下,客观上需要为整个经济和特定经济部门制定战略发展计划。战略规划可以采用多种方法和工具。战略规划的方法之一是计划目标法,这已被证明是一种有效的预见方法。规划活动的失败是有可能的,但这些失败不仅与科学规划方法的缺陷和应用有关,还与做出决策的管理机构的效率有关。应该指出的是,正是在采用科学规划方法的时期,我国成功地形成并发展了各部门的工业生产,当时并没有出现进口替代问题,因为所有企业都体现了产品生命周期的所有阶段。目前,我国正面临着经济制裁背景下的战略发展问题。制裁的数量与日俱增,人们只能猜测未来实施的限制。因此,有必要对整个国家、个别行业和企业的活动进行预测。其中一种方法是基于模糊逻辑的认知建模。这种方法涉及使用认知原理和方法来理解系统中个体的行为,以及各组成部分之间的相互作用和反馈回路。本文旨在回顾分析认知方法在建模中的应用。本文回顾了我国为完成认知建模任务而开发的信息系统,并对现有软件产品进行了评估。此外,还介绍了有关建模认知方法的理论材料,以便了解这一工具包在利用模糊逻辑元素建立社会经济系统模型方面的应用。
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来源期刊
CiteScore
2.70
自引率
8.30%
发文量
15
审稿时长
8 weeks
期刊介绍: nternational Journal on Smart Sensing and Intelligent Systems (S2IS) is a rapid and high-quality international forum wherein academics, researchers and practitioners may publish their high-quality, original, and state-of-the-art papers describing theoretical aspects, system architectures, analysis and design techniques, and implementation experiences in intelligent sensing technologies. The journal publishes articles reporting substantive results on a wide range of smart sensing approaches applied to variety of domain problems, including but not limited to: Ambient Intelligence and Smart Environment Analysis, Evaluation, and Test of Smart Sensors Intelligent Management of Sensors Fundamentals of Smart Sensing Principles and Mechanisms Materials and its Applications for Smart Sensors Smart Sensing Applications, Hardware, Software, Systems, and Technologies Smart Sensors in Multidisciplinary Domains and Problems Smart Sensors in Science and Engineering Smart Sensors in Social Science and Humanity
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