Paper
27 September 2023 Method of NH3 gas detection based on fuzzy neural network
Chengwei Zhao, Kun Liu
Author Affiliations +
Proceedings Volume 12813, Asia-Pacific Optical Sensors Conference (APOS 2023); 128130C (2023) https://doi.org/10.1117/12.2691742
Event: Asia Pacific Optical Sensors Conference 2023, 2023, Tianjin, China
Abstract
In this paper, a method of measuring NH3 gas concentration based on fuzzy neural network is proposed. The 1560nmlaser is used as the pump laser source, and an all-fiber thulium-doped fiber ring laser system is built. Wave length scanning technology is used to scan the spectrum of different concentrations of NH3 gas in the range of 1957-1960nm, and the spectral data is collected and preliminary-processed. Then the fuzzy neural network model is used to measure the concentration of NH3 gas. The method proposed in this paper can effectively avoid the influence of temperature and pressure changes and measurement errors of experimental equipment on ammonia concentration detection. The experimental results show that the system has high accuracy and strong robustness.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Chengwei Zhao and Kun Liu "Method of NH3 gas detection based on fuzzy neural network", Proc. SPIE 12813, Asia-Pacific Optical Sensors Conference (APOS 2023), 128130C (27 September 2023); https://doi.org/10.1117/12.2691742
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KEYWORDS
Neural networks

Fuzzy logic

Statistical modeling

Light absorption

Data modeling

Sensing systems

Data acquisition

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