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Common Volume Sampling for Optical Wireless Scattering Channel Simulation

delete2026-01-01
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PRE
AI
L
Lingfeng Li
Y
Yuchen Pan
J
Jingyin Tang
Y
Yifan Ding
W
Weijie Liu
Y
Yi-Jun Zhu
陈功 封面图
陈功 (Chen Gong)
Z
Zhengyuan Xu
DOI:10.1109/TCOMM.2025.3648969delete
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摘要

摘要

En 中文
In this paper, we propose a novel computational method, termed Monte Carlo Integration with Common Volume Sampling (MCI-CVS), which enables direct photon sampling within the common scattering volume. This approach significantly accelerates the convergence of optical wireless scattering channel simulations. Although each sample in MCI-CVS incurs approximately 3.74 times the computational cost of conventional methods, numerical results for ultraviolet scattering channels demonstrate that it reduces the required number of samples by a factor of 1,000 compared with Monte Carlo Integration with Importance Sampling (MCI-IS). As a result, MCI-CVS achieves an overall efficiency gain of approximately 267.3 times faster than MCI-IS and about 1,206 times compared to the baseline Monte-Carlo Simulation (MCS) method. Furthermore, the proposed method effectively addresses inefficient photon path sampling in infrared scattering channels, where low scattering and absorption coefficients degrade sampling efficiency and thus result in slow convergence. By incorporating photon path reuse, MCI-CVS also enables fast generation of two-dimensional scattering fields on a standard personal computer.
Keyword:
Optical wireless communication
scattering channel simulation
Monte Carlo integration

期刊

IEEE Transactions on Communications 封面图
IEEE Transactions on Communications
IF:
8.3
论文数:
1.2W
被引数:
3.6W

机构

I
information engineering university
学者数:
460
论文数: 130
被引数: 0
U
university of science and technology of china
学者数:
1.0W
论文数: 3.9K
被引数: 3
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