Gate Road Support Deformation Forecasting Based on Multivariate Singular Spectrum Analysis and Fuzzy Time Series ⚒ Радови ⚒ Др РГФ

Gate Road Support Deformation Forecasting Based on Multivariate Singular Spectrum Analysis and Fuzzy Time Series

Објеката

Тип: Рад у часопису
Верзија рада: објављена верзија
Језик: енглески
Креатор: Luka Crnogorac, Rade Tokalić, Zoran Gligorić, Aleksandar Milutinović, Suzana Lutovac, Aleksandar Ganić
Извор: Energies
Издавач: MDPI
Датум издавања: 2021
Сажетак: Underground mining engineers and planners in our country are faced with extremely difficult working conditions and a continuous shortage of money. Production disruptions are frequent and can sometimes last more than a week. During this time, gate road support is additionally exposed to rock stress and the result is its progressive deformation and the loss of functionality of gate roads. In such an environment, it is necessary to develop a low-cost methodology to maintain a gate road support system. For this purpose, we have developed a model consisting of two main phases. The first phase is related to support deformation monitoring, while the second phase is related to data analysis. To record support deformations over a defined time horizon we use laser scanning technology together with multivariate singular spectrum analysis to conduct data processing and forecasting. Fuzzy time series is applied to classify the intensity of displacements into several independent groups (clusters).
том: 14
Број: 12
почетак странице: 3710
doi: https://doi.org/10.3390/en14123710
issn: 1996-1073
Subject: deformacije podgrade, lasersko skeniranje, višekanalna singularna spektralna analiza, prognoza, klasterisanje fuzzy vremenskih serija; support deformation, laser scanning; multivariate singular spectrum analysis, forecasting, fuzzy time series clusters
uri: https://www.mdpi.com/1996-1073/14/12/3710
Шира категорија рада: M20
Ужа категорија рада: М22
Права: Отворени приступ
Лиценца: All rights reserved
Формат: .pdf
ORCID: https://orcid.org/0000-0003-4532-8694; https://orcid.org/0000-0002-3431-7909; https://orcid.org/0000-0002-9450-2903; https://orcid.org/0000-0003-0381-0204; https://orcid.org/0000-0001-9360-2892; https://orcid.org/0000-0002-9897-270X

Скупови објеката: Зоран Глигорић; Александар Ганић; Александар Милутиновић; Сузана Лутовац; Раде Токалић; Лука Црногорац; Radovi istraživača

Медија: energies-14-03710-v2.pdf

Luka Crnogorac, Rade Tokalić, Zoran Gligorić, Aleksandar Milutinović, Suzana Lutovac, Aleksandar Ganić. "Gate Road Support Deformation Forecasting Based on Multivariate Singular Spectrum Analysis and Fuzzy Time Series" in Energies, MDPI (2021). https://doi.org/https://doi.org/10.3390/en14123710

This item was submitted on 15. октобар 2021. by [anonymous user] using the form “Рад у часопису” on the site “Радови”: http://drug.rgf.bg.ac.rs/s/repo

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