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Author:

Zhai, Jiawei (Zhai, Jiawei.) | Luo, Bin (Luo, Bin.) | Liu, Tianyang (Liu, Tianyang.) | Dong, Hongtu (Dong, Hongtu.) | Jin, Xiaotong (Jin, Xiaotong.) | Wang, Xiaodong (Wang, Xiaodong.) | Zhao, Chunjiang (Zhao, Chunjiang.) (Scholars:赵春江)

Indexed by:

Scopus SCIE

Abstract:

The rapid development of modern agricultural biotechnology and information technology has become a key driver of modern agricultural growth. The demand for ion detection is prevalent in all aspects of agriculture. This study details the research on an ion sensor agricultural system using potassium (K) ion-selective electrodes (ISEs). The main emphasis is on the application of artificial neural networks (ANNs) for driving ISE development of accuracy. ISEs based on solid contact with metal oxides, specifically manganese dioxide, are studied. Moreover, the design details of an ion signal acquisition device using the NI-9205 acquisition card and LabVIEW are presented. Finally, based on experimental results of nutrient solution samples, ANNs show better performance than the multiple linear regression method. The mean relative error of K-ISE detection was maintained within 4%. This study thoroughly discusses ISE technology to promote its adoption in agriculture.

Keyword:

Artificial neural network Ion-selective electrode Hydroponics application Potassium-ion Measurement device

Author Community:

  • [ 1 ] [Zhai, Jiawei]Beijing Acad Agr & Forestry Sci, Intelligent Equipment Res Ctr, Beijing 100097, Peoples R China
  • [ 2 ] [Luo, Bin]Beijing Acad Agr & Forestry Sci, Intelligent Equipment Res Ctr, Beijing 100097, Peoples R China
  • [ 3 ] [Liu, Tianyang]Beijing Acad Agr & Forestry Sci, Intelligent Equipment Res Ctr, Beijing 100097, Peoples R China
  • [ 4 ] [Dong, Hongtu]Beijing Acad Agr & Forestry Sci, Intelligent Equipment Res Ctr, Beijing 100097, Peoples R China
  • [ 5 ] [Jin, Xiaotong]Beijing Acad Agr & Forestry Sci, Intelligent Equipment Res Ctr, Beijing 100097, Peoples R China
  • [ 6 ] [Wang, Xiaodong]Beijing Acad Agr & Forestry Sci, Intelligent Equipment Res Ctr, Beijing 100097, Peoples R China
  • [ 7 ] [Zhao, Chunjiang]Beijing Acad Agr & Forestry Sci, Intelligent Equipment Res Ctr, Beijing 100097, Peoples R China
  • [ 8 ] [Zhai, Jiawei]Beijing Univ Technol, Fac Informat Technol, Dept Artificial Intelligence & Automat, Beijing 100124, Peoples R China
  • [ 9 ] [Zhao, Chunjiang]Beijing Univ Technol, Fac Informat Technol, Dept Artificial Intelligence & Automat, Beijing 100124, Peoples R China
  • [ 10 ] [Luo, Bin]Minist Agr & Rural Affairs, Key Lab Agr Sensors, Beijing 100097, Peoples R China
  • [ 11 ] [Wang, Xiaodong]Minist Agr & Rural Affairs, Key Lab Agr Sensors, Beijing 100097, Peoples R China

Reprint Author's Address:

  • [Wang, Xiaodong]11 Shuguang Garden Middle Rd, Beijing 100097, Peoples R China;;[Zhao, Chunjiang]11 Shuguang Garden Middle Rd, Beijing 100097, Peoples R China;;

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Source :

MICROCHEMICAL JOURNAL

ISSN: 0026-265X

Year: 2024

Volume: 207

4 . 8 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

Affiliated Colleges:

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