Paper Abstract and Keywords |
Presentation |
2023-03-02 15:30
Research on estimation of radio wave conditions in indoor WiFi environments using a hyper-plane model Hiromu Honda, Daiki Kodama, Techasarntikul Nattaon, Tomoki Yoshihisa, Hideyuki Shimonishi (Osaka Univ.) IN2022-90 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Wireless remote control of robots in a cyber-physical system (CPS) requires real-time estimation of the radio wave conditions of the entire area where the robot moves. However, it is impossible to place enough sensors to directly observe the conditions in the area. Therefore, a method to estimate the conditions is needed based on partial observations.
In this study, we propose a method for estimating radio wave conditions using an approximation by a hyperplane. Since approximating with a single hyperplane results in a large estimation error, we propose a method to obtain a hyperplane for each point to be estimated by weighting the observed data in the vicinity of the point.
In this study, we assume a situation in which a robot moves while measuring the radio wave condition, and estimates the condition in front of the robot using a small number of observation points and measurements along the path that the robot has passed.
The experimental evaluation results showed that the accuracy of the estimation from 4 observation points with the proposed method was comparable to the estimation from 24 points. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Cyber Physical System / Received Signal Strength / Hyper-plane model / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 407, IN2022-90, pp. 145-150, March 2023. |
Paper # |
IN2022-90 |
Date of Issue |
2023-02-23 (IN) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
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IN2022-90 |
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