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Station shunting operation workload prediction method

A prediction method and workload technology, applied in railway car body parts, railway signal and safety, transportation center control system, etc., can solve the problem of lack of predicting the workload of station shunting operations and measuring the workload of shunting operations.

Pending Publication Date: 2022-04-19
SIGNAL & COMM RES INST OF CHINA ACAD OF RAILWAY SCI +3
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] In the prior art, the measurement of shunting work workload is simply to count the macro indicators such as the number of unloaded trailers and the number of unhooked trailers per year. It cannot measure the shunting work workload in all aspects from the perspective of big data, and lacks prediction. Solution to the Workload of Station Shunting Operation

Method used

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  • Station shunting operation workload prediction method
  • Station shunting operation workload prediction method
  • Station shunting operation workload prediction method

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Embodiment Construction

[0013] The technical solutions in the embodiments of the present invention are clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of them. It does not constitute a limitation of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0014] Such as figure 1 Shown is a schematic flowchart of a method for predicting the workload of station shunting operations provided by the embodiment of the present invention, and the method includes:

[0015] Step 1. Construct time-series data to measure the workload of shunting operations through wireless shunting locomotive signals and monitoring system STP data;

[0016] Wherein, th...

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Abstract

The invention discloses a method for predicting the workload of shunting operation of a station. The method comprises the following steps: firstly, constructing time sequence data for measuring the workload of the shunting operation through wireless shunting locomotive signals and STP data of a monitoring system; distributing sub-sequence data of the constructed time sequence data to Hadoop cluster nodes, dividing a DTW distance matrix into a plurality of sub-matrixes, and obtaining a time sequence DTW distance by adopting a parallel computing method; and searching a scene with the highest similarity with the current data in the data over the years according to the obtained DTW distance, and predicting the workload of the shunting operation of the station on the basis of the scene. The method can effectively predict the shunting operation workload of the station in a specific time period, carries out the proper allocation of transportation resources according to the workload, and provides a judgment basis for the related departments of the railway in transportation scheduling command.

Description

technical field [0001] The invention relates to the technical field of railway transportation research, in particular to a method for predicting the workload of station shunting operations. Background technique [0002] Balanced transportation is an important principle of railway transportation organization. Each station basically has fixed transportation resources, but this method will cause waste or tension of transportation resources, that is, the use of transportation resources is unreasonable. It is one of the important topics in the current railway transportation research to rationally match and use transportation resources according to the busyness of operations, and to improve the organization method of station operations and the efficiency of shunting operations. The wireless shunting locomotive signal and monitoring system (STP,ShuntingTrain Protection) is an important auxiliary equipment for shunting safety protection, through its ground equipment, it processes th...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): B61L27/40G06F17/11
CPCG06F17/11
Inventor 曹子昱陈尚彬冯军唐汇东任宛星栾德杰杨华昌张弘志韩波盛玉赵阳李继东尹德胜李铁王浩然刘靖远曹天睿李堃刘远达徐鹏刘姣雨赵小军马金鑫王新勇刘明源张少磊张为苑江涛牟杰申江辉张继海黄天天张永文超周李燕罗妮娜
Owner SIGNAL & COMM RES INST OF CHINA ACAD OF RAILWAY SCI
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