计算机科学
卷积神经网络
软件
可见光通信
人工神经网络
到达角
方案(数学)
人工智能
实时计算
模拟
工程类
发光二极管
电信
数学分析
数学
天线(收音机)
电气工程
程序设计语言
作者
Hei Man Chan,Chi‐Wai Chow,Ling-Yuan Hsu,Yang Liu,Ching-Wei Peng,Yin-He Jian,Chien‐Hung Yeh
出处
期刊:IEEE Photonics Journal
日期:2022-12-01
卷期号:14 (6): 1-7
被引量:3
标识
DOI:10.1109/jphot.2022.3212628
摘要
We propose to utilize a commercially available DIALux lighting design software for simulation and planning of machine learning (ML) based angle-of-arrival (AOA) visible light positioning (VLP) systems. Here, different ML models, for example, second order linear regression (LR), artificial neural-network (ANN), and convolutional neural-network (CNN) are employed. The proposed VLP simulator works well with different ML algorithms. The results show that the proposed scheme can acts as an effective indoor VLP planning and design tool. Besides, it may also alleviate the training data collection in ML based VLP systems.
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