Estimating time travel distributions on signalized arterials
View Patent ↗Systems and methods are provided for estimating time travel distributions on signalized arterials. The systems and methods may be implemented as or through a network service. Traffic data regarding a plurality of travel times on a signalized arterial may be received. A present distribution of the travel times on the signalized arterial may be determined. A prior distribution based on one or more travel time observations may also be determined. The present distribution may be calibrated based on the prior distribution.
1. A system for estimating time travel distributions on signalized arterials, comprising:
a processor;
memory; and
an application stored in memory and executable by the processor to perform operations comprising:
receiving travel data from one or more re-identification devices;
estimating a first distribution on one or more signalized arterials based on the received travel data. the first distribution comprising a linear combination of individual paces weighed by distance traveled;
calibrating the first distribution to obtain a second distribution, the second distribution being a more recent estimate of travel time compared to the first distribution;
estimating a traffic conditions on a particular arterialized segment, of the one or more signalized arterials, at a particular time based on the second distribution; and
causing the traffic condition to be displayed through a graphical interface being displayed on a device.
2. The system of claim 1 , wherein the re-identification device is a magnetic signature.
3. The system of claim 1 , wherein the re-identification device is a toll tag.
4. The system of claim 1 , wherein the re-identification device is a license plate.
5. The system of claim 1 , wherein the re-identification device is a Bluetooth receiver.
6. The system of claim 1 , wherein the received travel data includes travel time observation of the one or more signalized arterials of interest.
7. The system of claim 1 , wherein the received travel data includes travel time observation of one or more nearby signalized arterials to the one or more signalized arterials of interest.
8. The system of claim 1 , wherein the received travel data includes contextual evidence associated with the one or more signalized arterials of interest.
9. The system of claim 1 , wherein the operations further comprise incorporating travel time variability components with the first distribution.
10. The system of claim 9 , wherein the travel time variability components include at least one of individual variations, time-of-day variations, or daily variations.
11. A method for estimating time travel distributions on signalized arterials, comprising:
receiving travel data from one or more re-identification devices;
estimating a first distribution on one or more signalized arterials based on the received travel data, the first distribution comprising a linear combination of individual paces weighed by distance traveled;
calibrating the first distribution to obtain a second distribution, wherein the second distribution being a more recent estimate of travel time compared to the first distribution;
estimating a traffic conditions on a particular arterialized segment, of the one or more signalized arterials, at a particular time based on the second distribution; and
causing the traffic condition to be displayed through a graphical interface being displayed on a device.
12. The method of claim 11 , wherein the re-identification device is a magnetic signature.
13. The method of claim 11 , wherein the re-identification device is a toll tag.
14. The method of claim 11 , wherein the re-identification device is a license plate.
15. The method of claim 11 , wherein the re-identification device is a Bluetooth receiver.
16. The method of claim 11 , wherein the received travel data includes travel time observation of the one or more signalized arterials of interest.
17. The method of claim 11 , wherein the received travel data includes travel time observation of one or more nearby signalized arterials to the one or more signalized arterials of interest.
18. The method of claim 11 , wherein the received travel data includes contextual evidence associated with the one or more signalized arterials of interest.
19. The method of claim 11 , further comprising incorporating travel time variability components with the first distribution.