ROLE OF CHEMOMETRICS FOR ELECTROCHEMICAL SENSORS

REFERENCES

• Brett , C.M.A. and Brett , A.M.O. 2000 . Electrochemistry, Principles, Methods and Applications 151 – 325 . NY : Oxford University Press Inc .
   Google Scholar
• Massart , D.L. , Vandeginste , B.G.M. , Buydens , L.M.C. , de Jong , S. , Lewi , P.J. and Smeyers-Verbeke , J. 1997 . Handbook of Chemometrics and Qualimetrics Part A and B Elsevier .
   Google Scholar
• Winquist , F. , Wide , P. and Lundström , I. 1997 . An Electronic Tongue Based on Voltammetry . Anal. Chim. Acta , 357 : 21 – 31 .
   Web of Science ®Google Scholar
• Kranz-Rülcker , C. , Stenberg , M. , Winquist , F. and Lundström , I. 2001 . Electronic Tongues for Environmental Monitoring Based on Sensor Arrays and Pattern Recognition . Anal. Chim. Acta , 426 : 217 – 226 .
   Google Scholar
• Hsueh , C.C. , Liu , Y. , Henry , M. and Freund , M.S. 1999 . Chemically Diverse Modified Electrodes: A New Approach to the Design and Implementation of Sensor Arrays . Anal. Chim. Acta , 397 : 135 – 144 .
   Google Scholar
• Sakai , H. , Iiyama , S. and Toko , K. 2000 . Evaluation of Water Quality and Pollution Using Multichannel Sensors . Sensors and Actuators B: Chemical , 66 : 251 – 255 .
   Google Scholar
• Capone , S. , Siciliano , P. , Quaranta , F. , Rella , R. , Epifani , M. and Vasanelli , L. 2000 . Analysis of Vapours and Foods by Means of an Electronic Nose Based on a Sol-Gel Metal Oxide Sensors Array . Sensors and Actuators B: Chemical , 69 : 230 – 235 .
   Google Scholar
• Seiter , J.C. and DeGrandpre , M.D. 2001 . Redundant Chemical Sensors for Calibration-Impossible Applications . Talanta , 54 : 99 – 106 .
   PubMedGoogle Scholar
• Amador-Hernández , J. , Fernández-Romero , J.M. and Luque de Castro , M.D. 2001 . Three-Dimensional Analysis of Screen-Printed Electrodes by Laser Induced Breakdown Spectrometry and Pattern Recognition . Anal. Chim. Acta , 435 : 227 – 238 .
   Web of Science ®Google Scholar
• Holmin , S. , Spangeus , P. , Krantz-Rülcker , C. and Winquist , F. 2001 . Compression of Electronic Tongue Data Based on Voltammetry—A Comparative Study . Sensors and Actuators B: Chemical , 76 : 455 – 464 .
   Web of Science ®Google Scholar
• Lim , J.W. , Kang , D.W. , Lee , D.S. , Huh , J.S. and Lee , D.D. 2001 . Heating Power-Controlled Micro-Gas Sensor Array . Sensors and Actuators B: Chemical , 76 : 449 – 454 .
   Google Scholar
• Ivarsson , P. , Holmin , S. , Höjer , N.E. , Krantz-Rülcker , C. and Winquist , F. 2001 . Discrimination of Tea by Means of a Voltammetric Electronic Tongue and Different Applied Waveforms . Sensors and Actuators B: Chemical , 77 : 139 – 144 .
   Google Scholar
• Ertl , P. and Mikkelsen , S.R. 2001 . Electrochemical Biosensor Array for the Identification of Microorganisms Based on Lectin-Lipopolysaccharide Recognition . Anal. Chem. , 73 : 4241 – 4248 .
   PubMed Web of Science ®Google Scholar
• Ivarsson , P. , Kikkawa , Y. , Winquist , F. , Krantz-Rülcker , C. , Höjer , N.E. , Hayashi , K. , Toko , K. and Lundström , I. 2001 . Comparison of a Voltammetric Electronic Tongue and a Lipid Membrane Taste Sensor . Anal. Chim. Acta , 449 : 59 – 68 .
   Web of Science ®Google Scholar
• Shurmer , H.V. and Gardner , J.W. 1992 . Odour Discrimination with an Electronic Nose . Sensors and Actuators B: Chemical , 8 : 1 – 11 .
   Google Scholar
• Gardner , J.W. , Hines , E.L. and Tang , H.C. 1992 . Detection of Vapours and Odours from a Multisensor Array Using Pattern-Recognition Techniques Part 2 . Artificial Neural Networks, ensors and Actuators B: Chemical , 9 : 9 – 15 .
   Google Scholar
• Bull , D.R. , Harris , G.J. and Ben Rashed , A.B. 1993 . A Connectionist Approach to Fuel Cell Sensor Array Processing for Gas Discrimination . Sensors and Actuators B: Chemical , 15 : 151 – 161 .
   Google Scholar
• Barker , P.S. , Chen , J.R. , Agbor , N.E. , Monkman , A.P. , Mars , P. and Petty , M.C. 1994 . Vapour Recognition Using Organic Films and Artificial Neural Networks . Sensors and Actuators B: Chemical , 17 : 143 – 147 .
   Web of Science ®Google Scholar
• Davide , F. , Di Natale , C. and D’Amico , A. 1994 . Self-Organizing Multisensor Systems for Odour Classification: Internal Categorization, daptation and Drift Rejection . Sensors and Actuators B: Chemical , 18 : 244 – 258 .
   Google Scholar
• Davide , F. , Di Natale , C. and D’Amico , A. 1995 . Self-Organising Sensory Maps in Odour Classification Mimicking Biosens . Bioelectron. , 10 : 203 – 218 .
   PubMedGoogle Scholar
• Di Natale , C. , Davide , F. and D’Amico , A. 1995 . Pattern Recognition in Gas Sensing: Well-Stated Techniques and Advances Sensors and Actuators B: . Chemical , 23 : 111 – 118 .
   Google Scholar
• Di Natale , C. , Davide , F. , D’Amico , A. , Hierlemann , A. , Mitrovics , J. , Schweizer , M. , Weimar , U. and Göpel , W. 1995 . A Composed Neural Network for the Recognition of Gas Mixtures . Sensors and Actuators B: Chemical , 25 : 808 – 812 .
   Google Scholar
• Marco , S. , Pardo , A. , Davide , F.A.M. , Di Natale , C. , D’Amico , A. , Göpel , W. , Weimar , U. , Schweizer , M. , Mitrovics , J. and Hierlemann , A. 1996 . Different Strategies for the Identification of Gas Sensing Systems . Sensors and Actuators B: Chemical , 34 : 213 – 223 .
   Google Scholar
• Ping , W. and Jun , X. 1996 . A Novel Recognition Method for Electronic Nose Using Artificial Neural Network and Fuzzy Recognition . Sensors and Actuators B: Chemical , 37 : 169 – 174 .
   Google Scholar
• Brezmes , J. , Ferreras , B. , Llobet , E. , Vilanova , X. and Correig , X. 1997 . Neural Network Based Electronic Nose for the Classification of Aromatic Species . Anal. Chim. Acta , 348 : 503 – 509 .
   Google Scholar
• Shukla , K.K. , Das , R.R. and Dwivedi , R. 1998 . Adaptive Resonance Neural Classifier for Identification of Gases/Odours Using an Integrated Sensor Array . Sensors and Actuators B: Chemical , 50 : 194 – 203 .
   Google Scholar
• Shaffer , R.E. , Rose-Pehrsson , S.L. and McGill , R.A. 1999 . A Comparison Study of Chemical Sensor Array Pattern Recognition Algorithms . Anal. Chim. Acta , 384 : 305 – 317 .
   Web of Science ®Google Scholar
• Romain , A.-C. , Nicolas , J. , Wiertz , V. , Maternova , J. and André , P. 2000 . Use of a Simple Tin Oxide Sensor Array to Identify Five Malodours Collected in the Field . Sensors and Actuators B: Chemical , 62 : 73 – 79 .
   Google Scholar
• Wilson , D.M. , Dunman , K. , Roppel , T. and Kalim , R. 2000 . Rank Extraction in Tin-Oxide Sensor Arrays . Sensors and Actuators B: Chemical , 62 : 199 – 210 .
   Google Scholar
• Hong , H.-K. , Kwon , C.H. , Kim , S.-R. , Yun , D.H. , Lee , K. and Sung , Y.K. 2000 . Portable Electronic Nose System with Gas Sensor Array and Artificial Neural Network . Sensors and Actuators B: Chemical , 66 : 49 – 52 .
   Google Scholar
• Chong , K.H. and Wilson , D.M. 2000 . Multilevel Pattern Recognition Architectures for Localization of Mixed Chemical/Auditory Stimuli . Sensors and Actuators B: Chemical , 68 : 58 – 68 .
   Google Scholar
• Evans , P. , Persaud , K.C. , McNeish , A.S. , Sneath , R.W. , Hobson , N. and Magan , N. 2000 . Evaluation of a Radial Basis Function Neural Network for the Determination of Wheat Quality from Electronic Nose Data . Sensors and Actuators B: Chemical , 69 : 348 – 358 .
   Google Scholar
• Lee , D.S. , Jung , H.-Y. , Lim , J.-W. , Lee , M. , Ban , S.-W. , Huh , J.-S. and Lee , D.-D. 2000 . Explosive Gas Recognition System Using Thick Film Sensor Array and Neural Network . Sensors and Actuators B: Chemical , 71 : 90 – 98 .
   Google Scholar
• Lee , D.S. , Jung , J.K. , Lim , J.W. , Huh , J.S. and Lee , D.D. 2001 . Recognition of Volatile Organic Compounds Using SnO2 Sensor Array and Pattern Recognition Analysis . Sensors and Actuators B: Chemical , 77 : 228 – 236 .
   Web of Science ®Google Scholar
• Joo , B.S. , Choi , N.J. , Lee , Y.S. , Lim , J.W. , Kang , B.H. and Lee , D.D. 2001 . Pattern Recognition of Gas Sensor Array Using Characteristics of Impedance . Sensors and Actuators B: Chemical , 77 : 209 – 214 .
   Google Scholar
• Mourzina , Yu.G. , Schubert , J. , Zander , W. , Legin , A. , Vlasov , Yu.G. , Lüth , H. and Schöning , M.J. 2001 . Development of Multisensor Systems Based on Chalcogenide Thin Film Chemical Sensors for the Simultaneous Multicomponent Analysis of Metal Ions in Complex Solutions . Electrochim. Acta , 47 : 251 – 258 .
   Google Scholar
• Oliveros , M.C.C. , Pavón , J.L.P. , Pinto , C.G. , Laespada , M.E.F. , Cordero , B.M. and Forina , M. 2002 . Electronic Nose Based on Metal Oxide Semiconductor Sensors as a Fast Alternative for the Detection of Adulteration of Virgin Olive Oils . Anal. Chim. Acta , 459 : 219 – 228 .
   Web of Science ®Google Scholar
• González Martín , Y. , Pérez Pavón , J.L. , Moreno Cordero , B. and García Pinto , C. 1999 . Classification of Vegetable Oils by Linear Discriminant Analysis of Electronic Nose Data . Anal. Chim. Acta , 384 : 83 – 94 .
   Google Scholar
• González Martín , Y. , Cerrato Oliveros , M.C. , Pérez Pavón , J.L. , Pinto , C.G. and Moreno Cordero , B. 2001 . Electronic Nose Based on Metal Oxide Semiconductor Sensors and Pattern Recognition Techniques: Characterisation of Vegetable Oils . Anal. Chim. Acta , 449 : 69 – 80 .
   Web of Science ®Google Scholar
• González-Martín , I. , Pérez-Pavón , J.L. , González-Pérez , C. , Hernández-Méndez , J. and Álvarez-García , N. 2000 . Differentiation of Products Derived from Iberian Breed Swine by Electronic Olfactometry (Electronic Nose) . Anal. Chem. , 72 : 2937 – 2942 .
   PubMedGoogle Scholar
• Elliott-Martin , R.J. , Mottram , T.T. , Gardner , J.W. , Hobbs , P.J. and Bartlett , P.N. 1997 . Preliminary Investigation of Breath Sampling as a Monitor of Health in Dairy Cattle . J. Agr. Eng. Res. , 67 : 267 – 275 .
   Google Scholar
• Grate , J.W. and Wise , B.M. 2001 . A Method for Chemometric Classification of Unknown Vapors from the Responses of an Array of Volume-Transducing Sensors . Anal. Chem. , 73 : 2239 – 2244 .
   PubMedGoogle Scholar
• Martens , H. and Naes , T. 1989 . Multivaiate Calibration Chichester : Wiley .
   Google Scholar
• Carey , W.P. , Beebe , K.R. , Sanchez , E. , Geladi , P. and Kowalski , B.R. 1986 . Chemometric Analysis of Multisensor Arrays . Sens. Actuators , 9 : 223 – 234 .
   Google Scholar
• Walmsley , A.D. , Haswell , S.J. and Metcalfe , E. 1993 . Evaluation of Chemometric Techniques for the Identification and Quantification of Solvent Mixtures Using a Thin-Film Metal Oxide Sensor Array . Trends in Anal. Chem. , 12 : 403 – 412 .
   Google Scholar
• Schweizer-Berberich , P.-M. , Vaihinger , S. and Göpel , W. 1994 . Characterisation of Food Freshness with Sensor Arrays . Sensors and Actuators B: Chemical , 18 : 282 – 290 .
   Google Scholar
• Carey , W.P. 1994 . Multivariate Sensor Arrays as Industrial and Environmental Monitoring Systems . Trends in Analytical Chemistry , 13 : 210 – 218 .
   Google Scholar
• Hoefer , U. , Böttner , H. , Felske , A. , Kühner , G. , Steiner , K. and Sulz , G. 1997 . Thin-Film SnO2 Sensor Arrays Controlled by Variation of Contact Potential—A Suitable Tool for Chemometric Gas Mixture Analysis in the TLV Range . Sensors and Actuators B: Chemical , 44 : 429 – 433 .
   Google Scholar
• Reshetilov , A.N. , Lobanov , A.V. , Morozova , N.O. , Gordon , S.H. , Greene , R.V. and Leathers , T.D. 1998 . Detection of Ethanol in a Two-Component Glucose/Ethanol Mixture Using a Nonselective Microbial Sensor and a Glucose Enzyme Electrode . Biosens. Bioelectron. , 13 : 787 – 793 .
   PubMedGoogle Scholar
• Saurina , J. , López-Aviles , E. , Le Moal , A. and Hernández-Cassou , S. 2002 . Determination of Calcium and Total Hardness in Natural Waters Using a Potentiometric Sensor Array . Anal. Chim. Acta , 464 : 89 – 98 .
   Web of Science ®Google Scholar
• Schreyer , S.K. and Mikkelsen , S.R. 2000 . Chemometric Analysis of Square Wave Voltammograms for Classification and Quantitation of Untreated Beverage Samples . Sensors and Actuators B: Chemical , 71 : 147 – 153 .
   Web of Science ®Google Scholar
• Di Natale , C. , Macagnano , A. , Davide , F. , D’Amico , A. , Legin , A. , Vlasov , Y. , Rudnitskaya , A. and Selezenev , B. 1997 . Multicomponent Analysis on Polluted Waters by Means of an Electronic Tongue . Sensors and Actuators B: Chemical , 44 : 423 – 428 .
   Google Scholar
• Moore , S.W. , Gardner , J.W. , Hines , E.L. , Göpel , W. and Weimar , U. 1993 . A Modified Multilayer Perceptron Model for Gas Mixture Analysis . Sensors and Actuators B: Chemical , 16 : 344 – 348 .
   Google Scholar
• Endres , H.E. , Göttler , W. , Jander , H.D. , Drost , S. , Sberveglieri , G. , Faglia , G. and Perego , C. 1995 . A Systematic Investigation on the Use of Time-Dependent Sensor Signals in Signal-Processing Techniques . Sensors and Actuators B: Chemical , 25 : 785 – 789 .
   Google Scholar
• Endres , H.-E. , Göttler , W. , Jander , H.D. , Drost , S.M. , Sandmaier , H. , Sberveglieri , G. , Faglia , G. and Perego , C. 1995 . Improvement in Signal Evaluation Methods for Semiconductor Gas Sensors . Sensors and Actuators B: Chemical , 27 : 267 – 270 .
   Google Scholar
• Sommer , V. , Tobias , P. , Kohl , D. , Sundgren , H. , Lundstrom , I. and Lundström , I. 1995 . Neural Networks and Abductive Networks for Chemical Sensor Signals: A Case Comparison . Sensors and Actuators B: Chemical , 28 : 217 – 222 .
   Google Scholar
• Di Natale , C. , Davide , F. , Brunink , J.A.J. , D’Amico , A. , Rudnitskaya , A.M. , Legin , A.V. and Vlasov , Y.G. 1996 . Multicomponent Analysis of Heavy Metal Cations and Inorganic Anions in Liquids by a Non-Selective Chalcogenide Glass Sensor Array . Sensors and Actuators B: Chemical , 34 : 539 – 542 .
   Web of Science ®Google Scholar
• Llobet , E. , Brezmes , J. , Vilanova , X. , Correig , X. and Sueiras , J.E. 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 – 21 .
   Google Scholar
• Eklöv , T. , Mårtensson , P. and Lundström , I. 1997 . Enhanced Selectivity of MOSFET Gas Sensors by Systematical Analysis of Transient Parameters . Anal. Chim. Acta , 353 : 291 – 300 .
   Google Scholar
• Huyberechts , G. , Szecówka , P. , Roggen , J. and Licznerski , B.W. 1997 . Simultaneous Quantification of Carbon Monoxide and Methane in Humid Air Using a Sensor Array and An Artificial Neural Network . Sensors and Actuators B: Chemical , 45 : 123 – 130 .
   Google Scholar
• Lidén , H. , Mandenius , C.F. , Lo Gorton; Meinander , N.Q. , Lundström , I. and Winquist , F. 1998 . On-Line Monitoring of a Cultivation Using an Electronic Nose . Anal. Chim. Acta , 361 : 223 – 231 .
   Google Scholar
• Legin , A. , Smirnova , A. , Rudnitskaya , A. , Lvova , L. , Suglobova , E. and Vlasov , Y. 1999 . Chemical Sensor Array for Multicomponent Analysis of Biological Liquids . Anal. Chim. Acta , 385 : 131 – 135 .
   Web of Science ®Google Scholar
• Yea , B. , Osaki , T. , Sugahara , K. and Konishi , R. 1999 . Improvement of Concentration-Estimation Algorithm for Inflammable Gases Utilizing Fuzzy Rule-Based Neural Networks . Sensors and Actuators B: Chemical , 56 : 181 – 188 .
   Google Scholar
• Mortensen , J. , Legin , A. , Ipatov , A. , Rudnitskaya , A. , Vlasov , Y. and Hjuler , K. 2000 . A Flow Injection System Based on Chalcogenide Glass Sensors for the Determination of Heavy Metals . Anal. Chim. Acta , 403 : 273 – 277 .
   Google Scholar
• Schweizer-Berberich , M. , Zdralek , M. , Weimar , U. , Göpel , W. , Viard , T. , Martinez , D. , Seube , A. and Peyre-Lavigne , A. 2000 . Pulsed Mode of Operation and Artificial Neural Network Evaluation for Improving the CO Selectivity of SnO2 Gas Sensors . Sensors and Actuators B: Chemical , 65 : 91 – 93 .
   Google Scholar
• Pardo , M. , Faglia , G. , Sberveglieri , G. , Corte , M. , Masulli , F. and Riani , M. 2000 . Monitoring Reliability of Sensors in an Array by Neural Networks . Sensors and Actuators B: Chemical , 67 : 128 – 133 .
   Google Scholar
• Kato , K. , Kato , Y. , Takamatsu , K. , Udaka , T. , Nakahara , T. , Matsuura , Y. and Yoshikawa , K. 2000 . Toward the Realization of an Intelligent Gas Sensing System Utilizing a Non-Linear Dynamic Response . Sensors and Actuators B: Chemical , 71 : 192 – 196 .
   Google Scholar
• Ferreira , L.S. , De Souza , M.B. and Folly , R.O.M. 2001 . Development of An Alcohol Fermentation Control System Based on Biosensor Measurements Interpreted by Neural Networks . Sensors and Actuators B: Chemical , 75 : 166 – 171 .
   Google Scholar
• Rudnitskaya , A. , Ehlert , A. , Legin , A. , Vlasov , Y. and Büttgenbach , S. 2001 . Multisensor System on the Basis of an Array of Non-Specific Chemical Sensors and Artificial Neural Networks for Determination of Inorganic Pollutants in a Model Groundwater . Talanta , 55 : 425 – 431 .
   PubMed Web of Science ®Google Scholar
• Bachmann , T.T. and Schmid , R.D. 1999 . A Disposable Multielectrode Biosensor for Rapid Simultaneous Detection of the Insecticides Paraoxon and Carbofuran at High Resolution . Anal. Chim. Acta , 401 : 95 – 103 .
   Web of Science ®Google Scholar
• Bachmann , T.T. , Leca , B. , Vilatte , F. , Marty , J.-L. , Fournier , D. and Schmid , R.D. 2000 . Improved Multianalyte Detection of Organophosphates and Carbamates with Disposable Multielectrode Biosensors Using Recombinant Mutants of Drosophila Acetylcholinesterase and Artificial Neural Networks . Biosens. Bioelectron. , 15 : 193 – 201 .
   PubMed Web of Science ®Google Scholar
• Plegge , V. , Slama , M. , Süselbeck , B. , Wienke , D. , Spener , F. , Knoll , M. and Zaborosch , C. 2000 . Analysis of Ternary Mixtures with a Single Dynamic Microbial Sensor and Chemometrics Using a Nonlinear Multivariate Calibration . Anal. Chem. , 72 : 2937 – 2942 .
   PubMedGoogle Scholar
• Lobanov , A.V. , Borisov , I.A. , Gordon , S.H. , Greene , R.V. , Leathers , T.D. and Reshetilov , A.N. 2001 . Analysis of Ethanol–Glucose Mixtures by Two Microbial Sensors: Application of Chemometrics and Artificial Neural Networks for Data Processing . Biosens. Bioelectron. , 16 : 1001 – 1007 .
   PubMed Web of Science ®Google Scholar
• de Carvalho , R.M. , Mello , C. and Kubota , L.T. 2000 . Simultaneous Determination of Phenol Isomers in Binary Mixtures by Differential Pulse Voltammetry Using Carbon Fibre Electrode and Neural Network with Pruning as a Multivariate Calibration Tool . Anal. Chim. Acta , 420 : 109 – 121 .
   Web of Science ®Google Scholar
• Choi , D.J. and Park , H. 2001 . A Hybrid Artificial Neural Network as a Software Sensor for Optimal Control of a Wastewater Treatment Process . Water Res. , 35 : 3959 – 3967 .
   PubMed Web of Science ®Google Scholar
• Gardner , J.W. , Pearce , T.C. , Friel , S. , Bartlett , P.N. and Blair , N. 1994 . A Multisensor System for Beer Flavour Monitoring Using an Array of Conducting Polymers and Predictive Classifiers . Sensors and Actuators B: Chemical , 18 : 240 – 243 .
   Google Scholar
• Karl Cammann . 1995 . Sources of Systematic Errors in Chemical Sensor Chemometrics . Sensors and Actuators B: Chemical , 25 : 769 – 772 .
   Google Scholar
• Yang , B. , Carotta , M.C. , Faglia , G. , Ferroni , M. , Guidi , V. , Martinelli , G. and Sberveglieri , G. 1997 . Quantification of H2S and NO2 Using Gas Sensor Arrays and an Artificial Neural Network . Sensors and Actuators B: Chemical , 43 : 235 – 238 .
   Google Scholar