An Importance Sampling Method for Monte-Carlo Integration Model for Ultraviolet Communication

被引：6

作者：

Yuan, Renzhi ^{[1
]}

Ma, Jianshe ^{[2
]}

Su, Ping ^{[2
]}

Dong, Yuhan ^{[2
]}

Cheng, Julian ^{[1
]}

机构：

[1] Univ British Columbia, Sch Engn, Kelowna, BC, Canada

[2] Tsinghua Univ, Grad Sch Shenzhen, Shenzhen, Peoples R China

来源：

2019 INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGIES AND NETWORKING (COMMNET) | 2019年

关键词：

Atmospheric scattering; Free-space optical communication; Importance sampling;

D O I：

10.1109/commnet.2019.8742366

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper improves the Monte-Carlo integration model for multiple scattering channel of ultraviolet communication. An importance sampling method is introduced to improve the convergence speed of the original Monte-Carlo integration model. We compare the convergence speed and calculation speed of the proposed Monte-Carlo integration model based on importance sampling, the original Monte-Carlo integration model based on uniform sampling and a widely used Monte-Carlo simulation model. Simulation results show that the computation efficiency of the proposed model is about 9.6 times of the original Monte-Carlo integration model and is about 4.35 times of the Monte-Carlo simulation model.

引用

页码：83 / 88

页数：6

共 50 条

[1] INTEGRATION OF MULTIMODAL FUNCTIONS BY MONTE-CARLO IMPORTANCE SAMPLING
OH, MS
BERGER, JO
[J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (422) : 450 - 456
[2] IMPORTANCE SAMPLING IN MONTE-CARLO ANALYSES
CLARK, CE
[J]. OPERATIONS RESEARCH, 1961, 9 (05) : 603 - 620
[3] OPTIMIZATION OF IMPORTANCE-SAMPLING PARAMETERS IN MONTE-CARLO
MACMILLAN, DB
[J]. NUCLEAR SCIENCE AND ENGINEERING, 1972, 48 (02) : 219 - +
[4] IMPORTANCE SAMPLING IN MONTE-CARLO STUDY OF SEQUENTIAL TESTS
SIEGMUND, D
[J]. ANNALS OF STATISTICS, 1976, 4 (04): : 673 - 684
[5] INTERPRETATION OF CONDITIONAL MONTE-CARLO AS A FORM OF IMPORTANCE SAMPLING
DUBI, A
HOROWITZ, YS
[J]. SIAM JOURNAL ON APPLIED MATHEMATICS, 1979, 36 (01) : 115 - 122
[6] HISTOGRAM-IMPORTANCE-SAMPLING MONTE-CARLO METHOD FOR THE Q-STATE POTTS-MODEL
CHEN, JA
HU, CK
[J]. PHYSICAL REVIEW B, 1994, 50 (09): : 6260 - 6263
[7] Spatial Monte Carlo integration with annealed importance sampling
Yasuda, Muneki
Sekimoto, Kaiji
[J]. PHYSICAL REVIEW E, 2021, 103 (05)
[8] A MONTE-CARLO METHOD FOR HIGH DIMENSIONAL INTEGRATION
OGATA, Y
[J]. NUMERISCHE MATHEMATIK, 1989, 55 (02) : 137 - 157
[9] Importance sampling Monte-Carlo method for ab initio simulations of reactive systems.
Schofield, J
Iftimie, R
[J]. ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2000, 220 : U228 - U228
[10] NEW APPROACH TO MONTE-CARLO IMPORTANCE SAMPLING WITH PARAMETRIC DEPENDENCE
RAGHEB, MMH
[J]. TRANSACTIONS OF THE AMERICAN NUCLEAR SOCIETY, 1979, 32 (JUN): : 301 - 303

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