Evaluation of calibration transfer strategies between Metal Oxide gas sensor arrays

被引:9
|
作者
Fonollosa, J. [1 ]
Neftci, E. [2 ]
Huerta, R. [2 ]
Marco, S. [1 ,3 ]
机构
[1] Inst Bioengn Catalunya, Baldiri Rexach 10-12, Barcelona 08028, Spain
[2] Biocircuits Inst, San Diego, CA 92093 USA
[3] Univ Barcelona, Dept Elect, Barcelona 08028, Spain
来源
EUROSENSORS 2015 | 2015年 / 120卷
关键词
Electronic nose; Calibration; MOX sensor; Machine Olfaction; ELECTRONIC NOSE;
D O I
10.1016/j.proeng.2015.08.601
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Inherent variability of chemical sensors makes necessary individual calibration of chemical detection systems. This shortcoming has traditionally limited usability of systems based on Metal Oxide (MOX) sensor arrays and prevented mass-production for some applications. Here, aiming at exploring transfer calibration between electronic nose systems, we exposed five identical 8-sensor detection units to controlled gas conditions. Our results show that a calibration model provides more accurate predictions when the tested board is included in the calibration dataset. However, we show that previously built calibration models can be extended to other units using a reduced number of measurements. While baseline correction seems imperative for successful baseline correction, among the different tested strategies, piecewise direct standardization provides more accurate predictions. (C) 2015 Published by Elsevier Ltd.
引用
收藏
页码:261 / 264
页数:4
相关论文
共 50 条
  • [1] Calibration transfer in temperature modulated gas sensor arrays
    Fernandez, L.
    Guney, S.
    Gutierrez-Galvez, A.
    Marco, S.
    SENSORS AND ACTUATORS B-CHEMICAL, 2016, 231 : 276 - 284
  • [2] Metal Oxide Gas Sensor Arrays: Geometrical Design and Selectivity
    Roeck, Frank
    Barsan, Nicolae
    Weimar, Udo
    OLFACTION AND ELECTRONIC NOSE, PROCEEDINGS, 2009, 1137 : 140 - 143
  • [3] On-line drift counteraction for metal oxide gas sensor arrays
    Paniagua, M
    Llobet, E
    Brezmes, J
    Vilanova, X
    Correig, X
    Hines, EL
    ELECTRONICS LETTERS, 2003, 39 (01) : 40 - 42
  • [4] Accuracy calibration transfer between multi-sensor systems based on metal-oxide gas sensors used for analysis of exhaled air
    Kononov, Alexander
    Ganeev, Alexander
    Jahatspanian, Igor
    Chuchina, Victoria
    Gubal, Anna
    Kravtsov, Denis
    Jin, Han
    Vasiliev, Alexey
    RESULTS IN CHEMISTRY, 2023, 6
  • [5] A CMOS Single-Chip Gas Recognition Circuit for Metal Oxide Gas Sensor Arrays
    Kwan Ting Ng
    Boussaid, Farid
    Bermak, Amine
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2011, 58 (07) : 1569 - 1580
  • [6] Comparison of Transfer Learning and Established Calibration Transfer Methods for Metal Oxide Semiconductor Gas Sensors
    Robin, Yannick
    Amann, Johannes
    Schneider, Tizian
    Schuetze, Andreas
    Bur, Christian
    ATMOSPHERE, 2023, 14 (07)
  • [7] Sensor arrays with metal-oxide gas sensors for gas detection and determination of gas concentrations in real time
    Mayer, H
    TECHNISCHES MESSEN, 1998, 65 (02): : 58 - 71
  • [8] Precise gas discrimination with cross-reactive graphene and metal oxide sensor arrays
    Shi, Chen
    Ye, Huixian
    Wang, Hui
    Ioannou, Dimitris E.
    Li, Qiliang
    APPLIED PHYSICS LETTERS, 2018, 113 (22)
  • [9] Advances in metal oxide semiconductor gas sensor arrays based on machine learning algorithms
    Han, Jiayue
    Li, Huizi
    Cheng, Jiangong
    Ma, Xiang
    Fu, Yanyan
    JOURNAL OF MATERIALS CHEMISTRY C, 2025, 13 (09) : 4285 - 4303
  • [10] Metal oxide semiconductor gas sensor
    Yamzoe, N
    ELECTROCHEMISTRY, 2003, 71 (07) : 590 - 591