Prediction of the road pavement condition index using stochastic models

IF 0.5 Q4 CONSTRUCTION & BUILDING TECHNOLOGY Roads and Bridges-Drogi i Mosty Pub Date : 2020-09-30 DOI:10.7409/RABDIM.020.015
A. Batrakova, Vladimir V. Troyanovsky, D. Batrakov, M. Pilicheva, Nataliia S. Skrypnyk
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引用次数: 2

Abstract

Mathematical models for prediction of road network condition based on the so-called Markov chains are presented in this article. The data for calculation of elements of the transition matrix from one condition to another are taken from visual evaluation as well as from instrumental reading. It is recommended to prepare data sets in the form of pavement management system data tables based on a representative sample of measuring sections. Discrete time intervals – of one year – are used when constructing the model of transition matrices. The procedure of forming Markov transition matrix with partially complete data sets is proposed also in paper. The basis of this procedure is information on the previous condition of the structure and the results of the instrumental evaluation, which enables correction of the predicted values. The final matrix takes into account not only the probability, but also the speed of transition from one condition to another. It is also possible to work with the initial data using appropriate databases or other software.
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用随机模型预测道路路面状况指数
本文提出了基于马尔可夫链的路网状态预测数学模型。从一种条件到另一种条件的转换矩阵元素的计算数据取自目测和仪器读数。建议以路面管理系统数据表的形式编制数据集,以测量断面的代表性样本为基础。在构建转换矩阵模型时,使用离散时间间隔(一年)。文中还给出了部分完备数据集的马尔可夫转移矩阵的生成过程。该程序的基础是有关结构先前状况和仪器评估结果的信息,从而可以对预测值进行校正。最后的矩阵不仅考虑了概率,还考虑了从一种情况到另一种情况的过渡速度。也可以使用适当的数据库或其他软件处理初始数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Roads and Bridges-Drogi i Mosty
Roads and Bridges-Drogi i Mosty CONSTRUCTION & BUILDING TECHNOLOGY-
CiteScore
1.20
自引率
0.00%
发文量
0
期刊介绍: The quarterly journal Roads and Bridges – Drogi i Mosty is published by the Road and Bridge Research Institute since September 2012 as a bilingual English-Polish journal. From 2002 to 2012 the journal was printed under the title Drogi i Mosty. The journal mission is to promote current achievements in science and technology in the field of road and bridge engineering. The journal is intended as a forum of the exchange of innovative concepts and solutions between the researches from different countries. Original scientific and technical papers in the field of civil engineering and related engineering sciences are published. The scope of Roads and Bridges – Drogi i Mosty includes design, construction, maintenance and safe use of roads, bridges, airports and other transportation structures.
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