Train performance analysis using heterogeneous statistical models

08/04/2021
by   Jianfeng Wang, et al.
0

This study investigated the effect of harsh winter climate on the performance of high speed passenger trains in northern Sweden. Novel approaches based on heterogeneous statistical models were introduced to analyse the train performance in order to take the time-varying risks of train delays into consideration. Specifically, stratified Cox model and heterogeneous Markov chain model were used for modelling primary delays and arrival delays, respectively. Our results showed that the weather variables including temperature, humidity, snow depth, and ice/snow precipitation have significant impact on the train performance.

READ FULL TEXT

page 5

page 6

research
03/14/2022

Statistical learning for train delays and influence of winter climate and atmospheric icing

This study investigated the climate effect under consecutive winters on ...
research
06/07/2018

Estimating Train Delays in a Large Rail Network Using a Zero Shot Markov Model

India runs the fourth largest railway transport network size carrying ov...
research
09/22/2020

Effects of winter climate on high speed passenger trains in Botnia-Atlantica region

Harsh winter climate can cause various problems for both public and priv...
research
09/21/2015

Estimating Random Delays in Modbus Network Using Experiments and General Linear Regression Neural Networks with Genetic Algorithm Smoothing

Time-varying delays adversely affect the performance of networked contro...
research
01/13/2022

Temporal Connectivity: Coping with Foreseen and Unforeseen Delays

Consider planning a trip in a train network. In contrast to, say, a road...
research
08/07/2017

Fundamental Diagram of Rail Transit and Its Application to Dynamic Assignment

Urban rail transit often operates with high service frequencies to serve...
research
04/07/2018

A Performance Analysis Model of TCP over Multiple Heterogeneous Paths for 5G Mobile Services

Driven by the primary requirement of emerging 5G mobile services, the de...

Please sign up or login with your details

Forgot password? Click here to reset