Single-point signalized intersection optimization timing method based on Fisher ordered clustering

A technology of intersection and timing, applied in the field of intelligent transportation, can solve the problems of not being able to effectively improve the efficiency of intersection traffic, high application cost of induction control, and high cost, and achieve the effect of improving traffic efficiency, improving traffic efficiency, and low cost at intersections

Inactive Publication Date: 2021-06-25
CHINA AEROSPACE SYST ENG
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AI Technical Summary

Problems solved by technology

Timing control can quickly respond to the traffic demand in the case of low saturation, but it cannot effectively improve the traffic efficiency of the intersection in the case of high saturation and oversaturation
The working principle of induction control is to lay sensors on the entrance lane of the intersection to detect the traffic flow of the intersection entrance lane in real time, thereby changing the signal light timing scheme and responding to the traffic demand of the intersection in real time, but t

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  • Single-point signalized intersection optimization timing method based on Fisher ordered clustering
  • Single-point signalized intersection optimization timing method based on Fisher ordered clustering
  • Single-point signalized intersection optimization timing method based on Fisher ordered clustering

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Embodiment Construction

[0044] The present invention will be further described below in conjunction with the accompanying drawings and specific embodiments.

[0045] The method of the present invention is based on the Fisher ordered clustering algorithm, and divides the historical traffic flow at the intersection in an orderly manner to divide different control periods, and then optimizes the timing of each control period to achieve the purpose of improving traffic efficiency.

[0046] Such as figure 1 As shown, the present invention proposes a method for optimal timing of single-point signalized intersections based on Fisher ordered clustering, and the specific implementation steps are as follows:

[0047] Step 1) Extract historical traffic flow data, convert the traffic flow into equivalent traffic volume, and calculate the equivalent traffic volume of each entering lane at the intersection every 5 minutes;

[0048] The flow monitoring of a single-point intersection is divided into 8 categories: m...

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Abstract

The invention discloses a single-point signalized intersection optimization timing method based on Fisher ordered clustering. The method comprises the steps of: extracting historical traffic flow data, and carrying out dimension reduction processing, and obtaining a dimension-reduced historical traffic flow matrix; taking a row vector of the dimension-reduced historical traffic flow matrix as a sample, and segmenting the sample by adopting the Fisher ordered clustering to obtain an optimal segmentation number and a segmentation mode corresponding to the optimal segmentation number, and taking the optimal segmentation number and the segmentation mode as an optimal control time period; and carrying out an optimal timing simulation experiment on the optimal control time period to obtain an optimal timing scheme. According to the method, the traffic efficiency of an intersection can be improved under the condition of high saturation of the intersection; The method overcomes the high requirements of an existing adaptive control method for infrastructures such as hardware and algorithms, and has the advantages of low cost and high reliability.

Description

technical field [0001] The invention belongs to the technical field of intelligent transportation, and relates to a method for optimizing the timing of single-point signalized intersections based on Fisher ordered clustering. Background technique [0002] With the rapid development of the economy and the rapid development of science and technology, the innovation of automobiles is also undergoing important changes, and the way people travel has undergone tremendous changes. Followed by many traffic problems, such as traffic jams, traffic accidents, etc., these problems have affected the normal flow of traffic, solving these traffic problems plays a decisive role in the normal operation of the road traffic network. The single-point intersection is the most basic unit of the urban road traffic network in our country, and it has obvious effects to solve traffic problems from the point of view of the single-point intersection. [0003] The signal control schemes of single-point...

Claims

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Application Information

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IPC IPC(8): G08G1/081G06K9/62
CPCG08G1/081G06F18/23
Inventor 刘显青万蔚王振华孙欢欢刘寰李梦琦王保菊
Owner CHINA AEROSPACE SYST ENG
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