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US 2026/0089550 A1Published application
Artificial intelligence/machine learning (ai/ml) integration in wi-fi
AssigneeMaxLinear, Inc.
InventorSaju Palayur
Life of this patent
Estimating the term…
Abstract
An access point (AP) may include a processing device. The processing device may generate, at the AP, a training set including historical downstream traffic; train, at the AP, a neural network using the training set; receive, at the AP, downstream traffic; and classify, at the AP, the downstream traffic using the neural network.
Claims20
An access point (AP), comprising:
- a processing device operable to:
- generate, at the AP, a training set comprising historical downstream traffic;
- train, at the AP, a neural network using the training set;
- receive, at the AP, downstream traffic;
- and
- classify, at the AP, the downstream traffic using the neural network.
3 more elements
An access point (AP), comprising:
- a processing device operable to:
- generate, at the AP, a training set comprising channel condition patterns;
- train, at the AP, a neural network using the training set;
- and
- select, at the AP, one or more channels using the neural network to minimize interference and maximize data throughput.
2 more elements
An access point (AP), comprising:
- a processing device operable to:
- receive, at the AP, a user request relating to network performance of one or more of a device or an application;
- identify, at the AP, the one or more of the device or the application;
- generate, at the AP, a training set relating to the network performance of one or more of the device or the application;
- train, at the AP, a model using the training set;
- and
- generate, at the AP, an increase in network performance of one or more of the device or the application using the model.
4 more elements
Dependencies are inferred from the claim text.