Invention Grant
- Patent Title: Device-free localization robust to environmental changes
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Application No.: US17008218Application Date: 2020-08-31
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Publication No.: US11461699B2Publication Date: 2022-10-04
- Inventor: Hang Li , Xi Chen , Di Wu , Xue Liu
- Applicant: SAMSUNG ELECTRONICS CO., LTD.
- Applicant Address: KR Suwon-si
- Assignee: SAMSUNG ELECTRONICS CO., LTD.
- Current Assignee: SAMSUNG ELECTRONICS CO., LTD.
- Current Assignee Address: KR Suwon-si
- Agency: Sughrue Mion, PLLC
- Main IPC: G06N20/00
- IPC: G06N20/00 ; H04W4/02 ; G01S5/02 ; G06N5/04 ; G01P13/00 ; H04W84/12

Abstract:
A method of location determination with a WiFi transceiver and an AI model includes jointly training, based on various losses: a feature extractor, a location classifier, and a domain classifier. The domain classifier may include a first domain classifier and a second domain classifier. The losses used for training tend to cause feature data from the feature extractor to cluster even if a physical object in an environment has moved after training is completed. Then, the location classifier is able to accurately estimate the position of, for example, a person in a room, even if a door or window has changed from open to close or close to open between the time of training and the time of estimating the person's position.
Public/Granted literature
- US20210241173A1 DEVICE-FREE LOCALIZATION ROBUST TO ENVIRONMENTAL CHANGES Public/Granted day:2021-08-05
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