Radio-network self-optimization based on data from radio network and spatiotemporal sensors
A radio and sensor technology, used in wireless communications, data exchange networks, electrical components, etc., to solve problems such as high reliability and low latency
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example 1
[0154] Example 1. Figure 26 is a flowchart illustrating the operation of the system according to example embodiments. Operation 2610 includes receiving sensor data samples from one or more sensors. Operation 2620 includes receiving a radio network information data sample associated with a radio network. Operation 2630 includes determining one or more associated sensor and radio network information data samples based on an association of the received one or more sensor data samples with one or more of the received radio network information data samples The first set of samples. Operation 2640 includes developing a trained model based on at least a portion of the first set of associated sensor and radio network information data samples related to performance of the radio network. Also, operation 2650 includes improving performance of the radio network based at least on the model.
example 2
[0155] Example 2. An example embodiment of the method according to Example 1, improving the performance of the radio network comprising: determining a second set of one or more associated sensor and radio network information data samples; and based on the model and the one or more associated sensor and radio The second set of network information data samples perform or cause another entity to perform one or more radio network actions and / or one or more non-radio network actions to improve performance of the radio network.
example 3
[0156] Example 3. An example embodiment of the method according to example 2, performing or causing another entity to perform comprises: based on the model and the second set of one or more associated sensor and radio network information data samples, performing or causing another entity to perform comprises One or more preemptive actions of one or more radio network actions and / or one or more preemptive non-radio network actions, wherein the preemptive actions include model-based and one or more associated sensor and radio network information data samples The second set is estimated as actions that at least reduce performance degradation of the radio network.
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