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.
AI classification
Ownership
HITACHI, LTD.
assignment · 217900553
Assignors
KUMAGAI, MASATOSHI, HIRUTA, TOMOAKI, OKUDE, MARIKO, TANIKOSHI, KOICHIRO
On an employer assignment, the assignors are typically the inventors.