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Methods and apparatuses for feature-driven machine-to-machine communications

專利號(hào)
US10785681B1
公開日期
2020-09-22
申請(qǐng)人
Yiqun Ge; Wuxian Shi; Wen Tong; Qifan Zhang(CN Shenzhen)
發(fā)明人
Yiqun Ge; Wuxian Shi; Wen Tong; Qifan Zhang
IPC分類
H04L29/06; H04W28/06; G06K9/62; H04W4/70; G06N3/04; G06N3/08; H04W84/04
技術(shù)領(lǐng)域
may,dnn,arrow,bs,encoder,be,decoder,sensors,feature,sensor
地域: Ottawa

摘要

Methods and apparatuses for feature-driven machine-to-machine communications are described. At a feature encoder, features are extracted from sensed raw information, to generate features that compress the raw information by a compression ratio. The feature encoder implements a probabilistic encoder to generate the features, each feature providing information about a respective probability distribution that each represents one or more aspects of the subject. The probabilistic encoder is designed to provide a compression ratio that satisfies a predetermined physical channel capacity limit for a transmission channel. The features are transmitted over the transmission channel.

說(shuō)明書

This information may be used, for example by the scheduler 140 of the core network 130 (see FIG. 1) to schedule which features should be transmitted by which sensor 110a, 110b. For example, as shown in FIG. 10A, the scheduler 140 may generate and transmit a downlink (DL) control message (e.g., communicated via the BS 120) to each sensor 110a, 110b. In this example, the DL control message to sensor 110a may instruct the reducer 1004 of sensor 110a to omit feature 1a from transmission; and the DL control message to sensor 110b may instruct the reducer 1004 of sensor 110b to omit feature 3b from transmission. The scheduler 140 may make scheduling decisions based on various factors. In the example shown, the scheduler 140 may make scheduling decisions based on the quality of each transmitted feature. In other examples, the scheduler 140 may consider the overall reliability and/or performance of the sensors 110 when determining which sensor 110 should transmit a correlated feature; or the scheduler 140 may consider the power consumption of the sensors 110 when determining which sensor 110 should transmit a correlated feature. This scheduling information may also be provided to the BS 120.

權(quán)利要求

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