Titlebook: System Analysis and Artificial Intelligence; Michael Zgurovsky,Nataliya Pankratova Book 2023 The Editor(s) (if applicable) and The Author(

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Book 2023eas: systems analysis, artificial intelligence and data mining. The included articles present the theoretical foundations and practical applications of the latest tools and methods of artificial intelligence, scenario planning, decision making and computational intelligence for important areas of hu

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Functional Planning Optimization of Exploiting Underground Space in Large Cities Using System Methodsing the potential of underground construction territories, synthesizing the functional planning organization of city space, and the geology engineering factors of underground environment. The parameters of these morphological tables represent a wide spectrum of city building conditions, generalized for surface and underground urban development.

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Analysis and Modelling of the Underground Tunnel Planning in?Uncertainty Conditions the foresight stage. The application of cognitive impulse modeling makes it possible to build scenarios for underground tunnels, taking into account uncertainties of various kinds, to analyze the impact of any threats types on them, to select the more reliable ones and justify of their creation priority.

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K-LR Modeling with Neural Economy and Its Utilization in Unclear Dataws the model to adapt to changes in the data over time and improve its accuracy and generalization performance. Finally, we propose some possible extensions and alternatives to K-LR, e.g. B. The integration of nonlinear functions and deep learning architectures is discussed, as well as the limitations and trade-offs of these approaches.

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