Invention Grant
- Patent Title: Adjusting alignment for microwave transmissions based on an RL model
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Application No.: US17432311Application Date: 2019-02-20
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Publication No.: US11894881B2Publication Date: 2024-02-06
- Inventor: Kaushik Dey , Abhishek Sarkar , Ashis Kumar Roy , Dhiraj Nagaraja Hegde
- Applicant: Telefonaktiebolaget LM Ericsson (publ)
- Applicant Address: SE Stockholm
- Assignee: TELEFONAKTIEBOLAGET LM ERICSSON (PUBL)
- Current Assignee: TELEFONAKTIEBOLAGET LM ERICSSON (PUBL)
- Current Assignee Address: SE Stockholm
- Agency: Rothwell, Figg, Ernst & Manbeck, P.C.
- International Application: PCT/EP2019/054233 2019.02.20
- International Announcement: WO2020/169195A 2020.08.27
- Date entered country: 2021-08-19
- Main IPC: H04B7/005
- IPC: H04B7/005 ; H04B7/01 ; H04B17/318 ; H04B17/12 ; H04L41/16 ; H04W24/02

Abstract:
It is provided a method for adjusting alignment for microwave transmissions from a microwave transmitter to a microwave receiver based on a reinforcement learning, RL, model. The method comprises the steps of: obtaining state space comprising external state space and internal state space, the external state space comprising at least one value of a parameter related to environmental conditions, and the internal state space relates to alignment of the microwave transmitter; determining an action in an action space, the action space comprising actions to adjust alignment of the microwave transmitter; obtaining a measurement of path loss for a transmission from the microwave transmitter to the microwave receiver; determining a reward value based on the path loss, wherein an increase in path loss results in a reduced reward value; and adjusting the RL model based on the obtained state space, the determined action and the determined reward value.
Public/Granted literature
- US20220255642A1 ADJUSTING ALIGNMENT FOR MICROWAVE TRANSMISSIONS BASED ON AN RL MODEL Public/Granted day:2022-08-11
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