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Expressway abnormal event detection method and system

A technology for highways and abnormal events, applied in neural learning methods, computer components, instruments, etc., can solve problems such as limited accuracy, and achieve the effects of high sensitivity, light weight, and long transmission distance

Pending Publication Date: 2022-03-04
QILU UNIV OF TECH
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0006] Chinese invention patent, publication number CN107591002B - a method for real-time estimation of highway traffic parameters based on distributed optical fibers. Although this patent can realize real-time estimation of expressway traffic parameters, the patent uses distributed optical fiber space-time signals to convert them into images. The accuracy is limited by the traditional method of feature extraction and classification.

Method used

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  • Expressway abnormal event detection method and system
  • Expressway abnormal event detection method and system
  • Expressway abnormal event detection method and system

Examples

Experimental program
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Embodiment 1

[0034] This embodiment provides a method for detecting abnormal events on expressways;

[0035] A method for detecting abnormal events on expressways, including:

[0036] S101: Collect parallel multi-channel optical fiber signals on the expressway through the distributed optical fiber sensing system installed in the expressway guardrail. The distributed optical fiber sensing system in the expressway guardrail is equipped with optical fibers along the expressway. The signals of several detection points are obtained on the network, the distance between any adjacent detection points is determined by the spatial resolution of the optical fiber, and each optical fiber signal comes from one detection point;

[0037] S102: Perform energy monitoring on each detection point along the expressway, and when the signal output energy is greater than the set threshold, regard the current detection point as a detection point to be analyzed, and collect one or more detection points adjacent to...

Embodiment 2

[0078] This embodiment provides a highway abnormal event detection system;

[0079] Highway abnormal event detection system, including: distributed optical fiber sensing system;

[0080] Through the distributed optical fiber sensing system installed in the expressway guardrail, the parallel multi-channel optical fiber signals on the expressway are collected. The distributed optical fiber sensing system in the expressway guardrail is equipped with several detection points arranged along the direction of the expressway. The distance between any adjacent monitoring points is the set value, and each optical fiber signal comes from one detection point;

[0081] Carry out energy monitoring for each detection point along the expressway. When the signal output energy is greater than the set threshold, the current detection point is regarded as the detection point to be analyzed, and the optical fibers of one or more detection points adjacent to the detection point to be analyzed are c...

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PUM

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Abstract

The invention discloses an expressway abnormal event detection method and system, and the method comprises the steps: collecting parallel multi-path optical fiber signals on an expressway through a distributed optical fiber sensing system disposed in an expressway guardrail, and enabling the distributed optical fiber sensing system in the expressway guardrail to be provided with optical fibers in the direction of the expressway, signals of a plurality of detection points are obtained in space, and each optical fiber signal comes from one detection point; performing energy monitoring on each detection point along the highway, regarding the current detection point as a to-be-analyzed detection point when signal output energy is greater than a set threshold value, collecting optical fiber signals of one or more detection points adjacent to the to-be-analyzed detection point, and performing feature extraction on the optical fiber signals of each detection point; performing feature fusion on the features of each to-be-analyzed detection point and the features of the adjacent detection point, and taking the fused features as final features of the to-be-analyzed detection points; and according to the final features of the to-be-analyzed detection point, obtaining a detection abnormal event label of the to-be-analyzed detection point.

Description

technical field [0001] The invention relates to the technical field of expressway abnormal event detection, in particular to a method and system for expressway abnormal event detection. Background technique [0002] The statements in this section merely mention the background technology related to the present invention and do not necessarily constitute the prior art. [0003] Frequent traffic accidents have become a very prominent problem on expressways, so the real-time monitoring of traffic accidents on expressways has become a technical trend. [0004] Existing measures taken for expressway abnormal event detection include methods based on video surveillance and methods based on distributed optical fiber sensing systems in terms of the hardware media used. Among them, the method based on the distributed optical fiber sensing system, in terms of technical implementation algorithms, includes: methods based on traditional feature extraction and classifiers and methods based...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06K9/62G06N3/04G06N3/08
CPCG06N3/08G06N3/045G06F2218/02G06F2218/08G06F2218/12G06F18/253
Inventor 王磊赵俊淇陈箫然隋礼阳
Owner QILU UNIV OF TECH
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