Chemical gas sensor drift compensation using classifier ensembles
Tóm tắt
Từ khóa
Tài liệu tham khảo
Gardner, 1999
Persaud, 1982, Analysis of discrimination mechanisms in the mammalian olfactory system using a model nose, Nature, 299, 352, 10.1038/299352a0
Holmberg, 1996, Drift counteraction for an electronic nose, Sensors and Actuators B: Chemical, 36, 528, 10.1016/S0925-4005(97)80124-4
Årtusson, 2000, Drift correction for gas sensors using multivariate methods, Journal of Chemometrics, 14, 711, 10.1002/1099-128X(200009/12)14:5/6<711::AID-CEM607>3.0.CO;2-4
Göpel, 1992, Definitions and typical example
Davide, 1996, Frequency analysis of drift in chemical sensors, 150
Zuppa, 2004, Drift counteraction with multiple self-organising maps for an electronic nose, Sensors and Actuators B: Chemical, 98, 305, 10.1016/j.snb.2003.10.029
M. Holmberg, T. Artusson, Drift compensation, standards, and calibration methods, Handbook of Artificial Olfaction Machines, WILEY-VCH Weinheim, Germany, 2003, pp. 325–346.
Romain, 2010, Long term stability of metal oxide-based gas sensors for e-nose environmental applications: an overview, Sensors and Actuators B: Chemical, 146, 502, 10.1016/j.snb.2009.12.027
Romain, 2002, Three years experiment with the same tin oxide sensor arrays for the identification of malodorous sources in the environment, Sensors and Actuators B: Chemical, 84, 271, 10.1016/S0925-4005(02)00036-9
Figaro USA, Inc., http://www.figarosensor.com/.
Göpel, 1994, New materials and transducers for chemical sensors, Sensors and Actuators B: Chemical, 18, 1, 10.1016/0925-4005(94)87049-7
Yamazoe, 1991, New approaches for improving semiconductor gas sensors, Sensors and Actuators B: Chemical, 5, 7, 10.1016/0925-4005(91)80213-4
Dobos, 1983, Performance of gas-sensitive Pd-gate mosfets with SiO2 and Si3N4 gate insulators, Sensors and Actuators, 4, 593, 10.1016/0250-6874(83)85072-0
Roth, 1996, Drift reduction of organic coated gas-sensors by temperature modulation, Sensors and Actuators B: Chemical, 36, 358, 10.1016/S0925-4005(97)80096-2
Vergara, 2007, Quantitative gas mixture analysis using temperature-modulated micro-hotplate gas sensors: selection and validation of the optimal modulating frequencies, Sensors and Actuators B: Chemical, 123, 1002, 10.1016/j.snb.2006.11.010
Haugen, 2000, A calibration method for handling the temporal drift of solid state gas-sensors, Analytica Chimica Acta, 407, 23, 10.1016/S0003-2670(99)00784-9
Gutierrez-Osuna, 2000, Drift reduction for metal-oxide sensor arrays using canonical correlation regression and partial least squares
Ziyatdinov, 2010, Drift compensation of gas sensor array data by common principal component analysis, Sensors and Actuators B: Chemical, 146, 460, 10.1016/j.snb.2009.11.034
Schölkopf, 1998, Nonlinear component analysis as a kernel eigenvalue problem, Neural Computation, 10, 1299, 10.1162/089976698300017467
Wang, 2003, Mining concept-drifting data streams using ensemble classifiers
Kolter, 2003, Dynamic weighted majority: A new ensemble method for tracking concept drift
Kolter, 2005, Using additive expert ensembles to cope with concept drift
Kolter, 2007, Dynamic weighted majority: An ensemble method for drifting concepts, Journal of Machine Learning Research, 8, 2755
Bronkhorst High-Tech B.V, http://www.bronkhorst.com/.
Airgas, Inc., http://www.airgas.com/.
The LabVIEW Environment, http://www.ni.com/labview/.
Vergara, 2010, Information-theoretic optimization of chemical sensors, Sensors and Actuators B: Chemical, 148, 298, 10.1016/j.snb.2010.04.040
Pardo, 1998, Nonlinear inverse dynamic models of gas sensing systems based on chemical sensor arrays for quantitative measurements, IEEE Transactions on Instrumentation and Measurement, 47, 644, 10.1109/19.744316
Llobet, 1997, Qualitative and quantitative analysis of volatile organic compounds using transient and steady-state responses of a thick-film tin oxide gas sensor array, Sensors and Actuators B: Chemical, 41, 13, 10.1016/S0925-4005(97)80272-9
Muezzinoglu, 2009, Acceleration of chemo-sensory information processing using transient features, Sensors and Actuators B: Chemical, 137, 507, 10.1016/j.snb.2008.10.065
Rifkin, 2004, In defense of one-vs-all classification, Journal of Machine Learning Research, 5, 101
C.-C. Chang, C.-J. Lin, LIBSVM: A Library for Support Vector Machines, Software. Available at http://www.csie.ntu.edu.tw/cjlin/libsvm, 2001.
Klinkenberg, 2000, Detecting concept drift with support vector machines
2006