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Updated: May 7, 2026

Manufacturing of a Nafion-coated, Reduced Graphene Oxide/Polyaniline Chemiresistive Sensor to Monitor pH in Real-time During Microbial Fermentation
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Manufacturing of a Nafion-coated, Reduced Graphene Oxide/Polyaniline Chemiresistive Sensor to Monitor pH in Real-time During Microbial Fermentation

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グラフェン化学センサーと機械学習による堅固な化学分析

Andrew Pannone1, Aditya Raj1, Harikrishnan Ravichandran1

  • 1Engineering Science and Mechanics, Penn State University, University Park, PA, USA.

Nature
|October 9, 2024
PubMed
まとめ

機械学習はイオンに敏感なフィールドエフェクトトランジスタ (ISFET) を強化して 信頼性の高い化学センシングを実現します このアプローチにより,精度が向上し,変化に対応し,多様な用途でより広範な商用利用が可能になります.

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Mass spectrometry is an important technique for the identification of pure compounds. However, it has some limitations for the analysis of complex mixtures, often due to excessive fragmentation making the spectrum too complicated to decipher. Mass spectrometry can be combined with suitable separation methods in sequence, forming hyphenated methods, which are useful in the analysis of complex mixtures.
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