DYNAMIC PREDICTION OF TRAFFIC CONGESTION BY TRACING FEATURE-SPACE TRAJECTORY OF SPARSE FLOATING-CAR DATA

Patent №

US 7,542,844

Granted

2009-06-02

Filed 2008

Owner

HITACHI, LTD.

Lab

AI components

4

vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12193565

A traffic situation is predicted based on the correlation in the traffic situation between road sections. A base vector generation unit generates the base vectors constituting a feature space representing the correlation between a plurality of links by making a principal component analysis for the necessary time in the past recorded in a necessary time database. A projection point trajectory generation unit records a projection point trajectory of projecting the necessary time in the past recorded in the necessary time database to the feature space in a projection point database. A feature space projection unit projects the necessary time at present to the feature space, and a neighboring projection point retrieval unit retrieves a past projection point in the neighborhood of the concerned projection point from the projection point database, and a projection point trajectory trace unit traces the trajectory of past projection points starting from the retrieved neighboring projection point for a prediction target time width, and an inverse projection unit inversely projects the end point of the concerned trajectory to calculate the predicted value of the necessary time.

VisionKnowledge representationPlanningAI hardwareG08G 1/0141G08G 1/0112G08G 1/0116G08G 1/0129

AI classification

Vision0.99
Knowledge representation0.98
Planning0.89
AI hardware0.78
Evolutionary computation0.07
Natural language0.05
Machine learning0.01
Speech0.00

Ownership

HITACHI, LTD.

assignment · 217900553

Assignors

KUMAGAI, MASATOSHI, HIRUTA, TOMOAKI, OKUDE, MARIKO, TANIKOSHI, KOICHIRO

On an employer assignment, the assignors are typically the inventors.

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