JOURNAL ARTICLE

Multi-sensor Information Fusion Method Based on BP Neural Network

Liandong Lin

Year: 2016 Journal:   International Journal of Online and Biomedical Engineering (iJOE) Vol: 12 (05)Pages: 53-57

Abstract

This study aims to solve the problem of multi-sensor information fusion, which is a key issue in the multi-sensor system development. The main innovation of this study is to propose a novel multi-sensor information fusion algorithm based on back propagation neural network and Bayesian inference. In the proposed algorithm, a triple is defined to represent a probability space; thereafter, the Bayesian inference is used to estimate the posterior expectation. Finally, we construct a simulation environment to test the performance of the proposed algorithm. Experimental results demonstrate that the proposed algorithm can significantly enhance the accuracy of temperature detection after fusing the data obtained from different sensors.

Keywords:
Sensor fusion Inference Computer science Artificial neural network Artificial intelligence Data mining Bayesian network Bayesian inference Key (lock) Construct (python library) Information fusion Bayesian probability Fusion Machine learning Pattern recognition (psychology) Algorithm

Metrics

4
Cited By
0.34
FWCI (Field Weighted Citation Impact)
20
Refs
0.64
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Chemical Sensor Technologies
Physical Sciences →  Engineering →  Biomedical Engineering
Advanced Sensor and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering

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