Model deployment and task unloading method and system in vehicle edge calculation, and storage medium

The invention relates to the technical field of vehicle-mounted edge computing, and discloses a model deployment and task unloading method and system in vehicle edge computing and a storage medium, and the method comprises the steps that a vehicle receives a reasoning task; the vehicle judges whethe...

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Main Authors WU JIGANG, ZHANG RONGTIAN, WU YALAN
Format Patent
LanguageChinese
English
Published 02.07.2024
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Abstract The invention relates to the technical field of vehicle-mounted edge computing, and discloses a model deployment and task unloading method and system in vehicle edge computing and a storage medium, and the method comprises the steps that a vehicle receives a reasoning task; the vehicle judges whether the models for processing the reasoning tasks have the same shared part or not, if yes, the reasoning tasks are set to be of the same task type, and if not, the reasoning tasks are set to be of other task types; calculating the system throughput of unloading each task type to a roadside unit; establishing a target function with the maximum throughput by taking the reasoning task response time and the roadside unit storage space as constraint conditions; the target function is solved, and the vehicle determines an unloading scheme of the reasoning task and unloads the reasoning task to the roadside unit; and the cloud server deploys the model according to the unloading scheme. According to the invention, the respo
AbstractList The invention relates to the technical field of vehicle-mounted edge computing, and discloses a model deployment and task unloading method and system in vehicle edge computing and a storage medium, and the method comprises the steps that a vehicle receives a reasoning task; the vehicle judges whether the models for processing the reasoning tasks have the same shared part or not, if yes, the reasoning tasks are set to be of the same task type, and if not, the reasoning tasks are set to be of other task types; calculating the system throughput of unloading each task type to a roadside unit; establishing a target function with the maximum throughput by taking the reasoning task response time and the roadside unit storage space as constraint conditions; the target function is solved, and the vehicle determines an unloading scheme of the reasoning task and unloads the reasoning task to the roadside unit; and the cloud server deploys the model according to the unloading scheme. According to the invention, the respo
Author ZHANG RONGTIAN
WU YALAN
WU JIGANG
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Snippet The invention relates to the technical field of vehicle-mounted edge computing, and discloses a model deployment and task unloading method and system in...
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ELECTRICITY
WIRELESS COMMUNICATIONS NETWORKS
Title Model deployment and task unloading method and system in vehicle edge calculation, and storage medium
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