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公开(公告)号:US11884296B2
公开(公告)日:2024-01-30
申请号:US17128554
申请日:2020-12-21
发明人: Hee Jun Park , Abhinav Goel
CPC分类号: B60W60/0015 , B60W60/0013 , G06N3/002 , G06N3/042 , G06N3/045 , G06N7/046
摘要: Embodiments include methods performed by a processor of a vehicle for allocating processing resources to concurrently-executing neural networks. The methods may include determining a priority of each of a plurality of neural networks executing on a vehicle processing system based on a contribution of each neural network to overall vehicle safety performance, and allocating computing resources to the plurality of neural networks based on the determined priority of each neural network. In some embodiments, the methods may dynamically adjust hyperparameters of one or more neural networks.
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公开(公告)号:US20220194423A1
公开(公告)日:2022-06-23
申请号:US17128554
申请日:2020-12-21
发明人: Hee Jun PARK , Abhinav Goel
摘要: Embodiments include methods performed by a processor of a vehicle for allocating processing resources to concurrently-executing neural networks. The methods may include determining a priority of each of a plurality of neural networks executing on a vehicle processing system based on a contribution of each neural network to overall vehicle safety performance, and allocating computing resources to the plurality of neural networks based on the determined priority of each neural network. In some embodiments, the methods may dynamically adjust hyperparameters of one or more neural networks.
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公开(公告)号:US11363599B1
公开(公告)日:2022-06-14
申请号:US17207845
申请日:2021-03-22
发明人: Hee Jun Park , Abhinav Goel
摘要: Systems and methods may include indicating a processing latency requirement to an operating frequency controller of a moving device processing system, receiving an indication of the allowable operating frequency for the processing system, and changing a characteristic of movement of the moving device based on the allowable operating frequency indication. Some embodiments include receiving an indication of a processing latency requirement from a moving device control system, determining a target operating frequency to achieve the processing latency requirement, determining whether the target operating frequency exceeds an allowable operating frequency, and indicating the allowable operating frequency for the processing system to the moving device control system. Further embodiments include receiving an indication of a speed of the moving device, determining a target operating frequency for the processing system compatible with the indicated speed of the moving device, and changing an operating frequency of the processing system to the target operating frequency.
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