FORECASTING PASSENGER TRAIN SAFE OPERATION THROUGH MARKOV CHAINS: THEORETICAL AND PRACTICAL ASPECTS

The article presents the basic theoretical material on the theory of Markov chains. Its concepts are indicated – the steps of the process, conditional and transitional probabilities, a stochastic matrix. A recurrent formula is given. The practical application of the Markov chain theory in the technical system – passenger train – is shown. The states of the system are described, transitional probabilities are calculated and a stochastic matrix is created on their basis. The calculation of all unconditional probabilities of the system states at all steps is shown.

Authors

Publication Details

Journal
Vestnik LSTU
Published
2025-01-01
DOI
https://doi.org/10.53015/30343275_2025_2_24
Primary Topic
Risk and Safety Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

FORECASTING PASSENGER TRAIN SAFE OPERATION THROUGH MARKOV CHAINS: THEORETICAL AND PRACTICAL ASPECTS

V.A. SEMIRYAZHKO
Vestnik LSTU
Risk and Safety Analysis
article

FORECASTING PASSENGER TRAIN SAFE OPERATION THROUGH MARKOV CHAINS: THEORETICAL AND PRACTICAL ASPECTS

V.A. SEMIRYAZHKO
article en

Abstract

The article presents the basic theoretical material on the theory of Markov chains. Its concepts are indicated – the steps of the process, conditional and transitional probabilities, a stochastic matrix. A recurrent formula is given. The practical application of the Markov chain theory in the technical system – passenger train – is shown. The states of the system are described, transitional probabilities are calculated and a stochastic matrix is created on their basis. The calculation of all unconditional probabilities of the system states at all steps is shown.

Vestnik LSTU(2)
Openalex Percentile: Top 89%
Risk and Safety Analysis
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FORECASTING PASSENGER TRAIN SAFE OPERATION THROUGH MARKOV CHAINS: THEORETICAL AND PRACTICAL ASPECTS — V.A. SEMIRYAZHKO · Vestnik LSTU (2025) | TGRS Research Map | TGRS