Diagnostic system, method, and recording medium for signalized transportation networks
First Claim
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1. A diagnosis system for an adaptive signal control system in a network, said system comprising:
- a processor; and
a memory, the memory storing instructions to cause the processor to;
estimate a traffic state by identifying a relationship between real time data feed from a plurality of sensors and a control strategy of said adaptive signal control system;
store a probability that a supply-demand mismatch of the traffic state will propagate from a first sensor to a second sensor; and
train the control strategy of the adaptive signal control system to adjust signal control actions to reduce the probability that the supply-demand mismatch will propagate from the first sensor to the second sensor.
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Abstract
A diagnosis system for an adaptive signal control system in a network, the diagnosis system including a traffic state identification device configured to estimate a traffic state describing a supply-demand mismatch by identifying a relationship between real time data feed from a sensor and a control strategy of said adaptive signal control system and a network transition model device configured to diagnose the supply-demand mismatch and an evolution of the supply-demand mismatch on a network level based on said relationship and infrastructure data of the network.
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Citations
20 Claims
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1. A diagnosis system for an adaptive signal control system in a network, said system comprising:
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a processor; and a memory, the memory storing instructions to cause the processor to; estimate a traffic state by identifying a relationship between real time data feed from a plurality of sensors and a control strategy of said adaptive signal control system; store a probability that a supply-demand mismatch of the traffic state will propagate from a first sensor to a second sensor; and train the control strategy of the adaptive signal control system to adjust signal control actions to reduce the probability that the supply-demand mismatch will propagate from the first sensor to the second sensor. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11)
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12. A computer-implemented diagnosis method for an adaptive signal control system of a network, said diagnosis method comprising:
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estimating a traffic state by identifying a relationship between real time data feed from a plurality of sensors and a control strategy of said adaptive signal control system; storing a probability that a supply-demand mismatch of the traffic state will propagate from a first sensor to a second sensor; and training the control strategy of the adaptive signal control system to adjust signal control actions to reduce the probability that the supply-demand mismatch will propagate from the first sensor to the second sensor. - View Dependent Claims (13, 14, 15, 16)
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17. A computer program product for a diagnosis program for an adaptive signal control system in a network, the computer program product comprising a computer-readable storage medium having program instructions embodied therewith, the program instructions executable by a computer to cause the computer to perform:
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estimating a traffic state by identifying a relationship between real time data feed from a plurality of sensors and a control strategy of said adaptive signal control system; storing a probability that a supply-demand mismatch of the traffic state will propagate from a first sensor to a second sensor; and training the control strategy of the adaptive signal control system to adjust signal control actions to reduce the probability that the supply-demand mismatch will propagate from the first sensor to the second sensor. - View Dependent Claims (18, 19, 20)
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Specification