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The Research of Temperature Compensation for Thermopile Sensor Based on Improved PSO-BP Algorithm
Joint Authors
Li, Yuanjiang
Li, Yuehua
Li, Feng
Zhao, Bin
Li, QingQing
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-6, 6 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-08-13
Country of Publication
Egypt
No. of Pages
6
Main Subjects
Abstract EN
When thermopile sensor is used for safety monitoring of equipment in industrial environments, particularly for measuring the thermal radiation information of device, the measured result of this kind of sensor is usually affected by ambient temperature due to its unique structure.
An improved PSO-BP algorithm is proposed for temperature compensation of thermopile sensor and correcting the error in the condition of the system accuracy requirements reduced by temperature.
The core of improved PSO-BP algorithm is to improve the certainty of initial weights and thresholds that belonged to BP neural network and then train the samples by using BP neural network for enhancing the generalization ability and stability of system.
The experimental results show that the proposed PSO-BP network outperforms other similar algorithms with faster convergence speed, lower errors, and higher accuracy.
American Psychological Association (APA)
Li, Yuanjiang& Li, Yuehua& Li, Feng& Zhao, Bin& Li, QingQing. 2015. The Research of Temperature Compensation for Thermopile Sensor Based on Improved PSO-BP Algorithm. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-6.
https://search.emarefa.net/detail/BIM-1074904
Modern Language Association (MLA)
Li, Yuanjiang…[et al.]. The Research of Temperature Compensation for Thermopile Sensor Based on Improved PSO-BP Algorithm. Mathematical Problems in Engineering No. 2015 (2015), pp.1-6.
https://search.emarefa.net/detail/BIM-1074904
American Medical Association (AMA)
Li, Yuanjiang& Li, Yuehua& Li, Feng& Zhao, Bin& Li, QingQing. The Research of Temperature Compensation for Thermopile Sensor Based on Improved PSO-BP Algorithm. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-6.
https://search.emarefa.net/detail/BIM-1074904
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1074904