Vehicle repositioning determination for vehicle pool
OwnerLei YING, Honghao WEI +1inventors
InventorsLei YING, Honghao WEI, Zixian YANG
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Abstract
A system and method for determining vehicle repositioning data for a vehicle pool. The system is configured to perform the method, and the method includes: training a value function using historical ride sharing data; obtaining estimated passenger arrival data, wherein the estimated passenger arrival data is obtained by generating the estimated passenger arrival data using a temporal memory convolutional neural network (TM-CNN); determining a vehicle repositioning policy based on the trained value function and the estimated passenger arrival data; and determining vehicle repositioning data for a vehicle pool based on the vehicle repositioning policy.
Claims20
A method of determining vehicle repositioning data for a vehicle pool, the method comprising:
- training a value function using historical ride sharing data;
- obtaining estimated passenger arrival data, wherein the estimated passenger arrival data is obtained by generating the estimated passenger arrival data using a temporal memory convolutional neural network (TM-CNN);
- determining a vehicle repositioning policy based on the trained value function and the estimated passenger arrival data;
- and
- determining vehicle repositioning data for a vehicle pool based on the vehicle repositioning policy.
A vehicle repositioning system, comprising:
- at least one processor;
- memory storing computer instructions;
- wherein the vehicle repositioning system is configured to use the at least one processor to execute the computer instructions so that when the computer instructions are executed by the at least one processor, the vehicle repositioning system:
- train a value function using historical ride sharing data;
- obtain estimated passenger arrival data, wherein the estimated passenger arrival data is obtained by generating the estimated passenger arrival data using a temporal memory convolutional neural network (TM-CNN);
- determine a vehicle repositioning policy based on the trained value function and the estimated passenger arrival data;
- and
- determine vehicle repositioning data for a vehicle pool based on the vehicle repositioning policy.
Dependencies are inferred from the claim text.