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A universal calibration method for electronic nose based on projection on to convex sets
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Zhang, Shuya, Tian, Fengchun, Covington, James A., Li, Hantao, Zhao, Leilei, Liu, Ran, Qian, Junhui and Liu, Bei (2021) A universal calibration method for electronic nose based on projection on to convex sets. IEEE Transactions on Instrumentation and Measurement, 70 . 2516012. doi:10.1109/tim.2021.3120149 ISSN 0018-9456.
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Official URL: https://doi.org/10.1109/tim.2021.3120149
Abstract
The drift of electronic nose (e-nose) sensors is the most challenging problem. An effective calibration method for e-nose is proposed in this article, which is based on projection on to convex sets (POCS) and extreme learning machine (ELM) method, including an automatic sampling platform and an e-nose sensor calibration model. It realizes a unified and universal calibration for both recognition and regression application to solve the electronic nose drift problem under long-term working conditions. Isopropanol and acetone gases that respond to most sensors were chosen as training gases for the model. Experiments show the effectiveness of the proposed e-nose calibration method.
| Item Type: | Journal Article | ||||||
|---|---|---|---|---|---|---|---|
| Divisions: | Faculty of Science, Engineering and Medicine > Engineering > Engineering | ||||||
| SWORD Depositor: | Library Publications Router | ||||||
| Journal or Publication Title: | IEEE Transactions on Instrumentation and Measurement | ||||||
| Publisher: | IEEE | ||||||
| ISSN: | 0018-9456 | ||||||
| Official Date: | 14 October 2021 | ||||||
| Dates: |
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| Volume: | 70 | ||||||
| Article Number: | 2516012 | ||||||
| DOI: | 10.1109/tim.2021.3120149 | ||||||
| Status: | Peer Reviewed | ||||||
| Publication Status: | Published | ||||||
| Access rights to Published version: | Restricted or Subscription Access |
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