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Journals >
Laser & Optoelectronics Progress >
Volume 59 >
Issue 11 >
Page 1106005 > Article
Laser & Optoelectronics Progress
Vol. 59, Issue 11, 1106005 (2022)
Indoor Visible Light Fingerprint Location Method Based on BAS-LSSVM
Yong Deng
*
and Gan Liu
Author Affiliations
School of Mechatronic Engineering, Southwest Petroleum University, Chengdu 610500, Sichuan , China
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DOI:
10.3788/LOP202259.1106005
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Yong Deng, Gan Liu. Indoor Visible Light Fingerprint Location Method Based on BAS-LSSVM[J]. Laser & Optoelectronics Progress, 2022, 59(11): 1106005
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Fig. 1.
Visible light fingerprint location system model
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Fig. 2.
Establishment process of BAS-LSSVM fingerprint location model
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Fig. 3.
Experimental platform
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Fig. 4.
LSSVM hyperparameter optimized by iterative BAS algorithm reaches the optimal value
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Fig. 5.
Cumulative distributions of the positioning errors
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Fig. 6.
Positioning error probability histogram
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Fig. 7.
Performance comparison of three algorithms
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Fig. 8.
Positioning error probability histogram
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Parameter
Value
Voltage /V
220
Power /W
3
Luminous flux /lm
250
Initial light efficiency /(lm·W
-1
)
70
Half power half angle /(°)
37.5
Table 1.
LED lamp parameters
GY-39
Parameter
Light intensity measurement range /lx
0.045‒188000
Response frequency /Hz
10
Working voltage /V
3‒5
Working current /mA
5
Table 2.
Technical parameters of GY-39
Location algorithm
Maximum positioning error /m
Average positioning error /m
Number of iterations
BAS-LSSVM
0.140
0.031
23
PSO-LSSVM
0.217
0.074
47
GA-LSSVM
0.193
0.061
36
Table 3.
Positioning error and number of iterations of different location algorithms
Abstract
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Yong Deng, Gan Liu. Indoor Visible Light Fingerprint Location Method Based on BAS-LSSVM[J]. Laser & Optoelectronics Progress, 2022, 59(11): 1106005
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Paper Information
Category: Fiber Optics and Optical Communications
Received: Jul. 19, 2021
Accepted: Jul. 28, 2021
Published Online: Jun. 10, 2022
The Author Email: Deng Yong (201231010013@swpu.edu.cn)
DOI:
10.3788/LOP202259.1106005
Recommended Topics
laser devices and laser physics
Lasers and Laser Optics
Laser physics
laser manufacturing
Instrumentation, Measurement and Metrology
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