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ALGORITHM FOR ASSESSING THE STABILITY OF A GEOTECHNICAL SYSTEM

Nikolay V. Dorofeev, А В Греченева, E S Pankina

First published: 2021-12-20https://doi.org/10.5593/sgem2021/1.1/s02.020View metrics

Abstract

In this paper, we consider an algorithm for assessing the stability of a geotechnical system and its individual sections based on a basic model. As a basic model, it is proposed to use a set of models used at the design stage of sections of the geotechnical system. When assessing the stability of individual links of the geotechnical system, and the group stability of the analyzed area of the geotechnical system, the approaches of the theory of automatic control are used, taking into account bifurcation parameters and the modular approach. Bifurcation parameters are determined at the design and monitoring stage. The paper describes an algorithm for identifying bifurcation parameters and dangerous processes in a geotechnical system and subsequent assessment of key bifurcation zones. The assessment of key bifurcation zones is carried out on the basis of the method of identifying key monitoring zones. The final data processing was carried out using a neural network. The number of inputs in the neural network for each control point was 3016, the number of hidden layers was 2, with the number of neurons 1500, 700, 100, respectively. A sigmoid was used as activation functions for the intermediate layers, and a normalized exponential function was used for the output layer. The practical verification of the proposed approaches is carried out on the example of a three-storey building. The developed algorithm made it possible to predict the development of internal deformations in advance. In the future, research is needed to interpret the results of the neural network and match the value of the output of the neural network to the level of risk or possible damage.

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Publication details

Title
ALGORITHM FOR ASSESSING THE STABILITY OF A GEOTECHNICAL SYSTEM
Authors
Nikolay V. Dorofeev, А В Греченева, E S Pankina
Proceedings
SGEM International Multidisciplinary Scientific GeoConference EXPO Proceedings; 21st SGEM International Multidisciplinary Scientific GeoConference Proceedings 2021, Science and Technologies in Geology, Exploration And Mining
Publisher
STEF92 Technology
Year
2021
Pages
159-164
SWS Citekey
Dorofeev20212159164
ISSN
1314-2704
ISBN
978-619-7603-62-0
Language
en
Publication type
Conference Paper
Keywords
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