Chemometrics in environmental analysis:
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | German |
| Veröffentlicht: |
Weinheim [u.a.]
VCH
1997
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIX, 384 S. Ill., graph. Darst., Kt. |
| ISBN: | 3527287728 |
Internformat
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| 245 | 1 | 0 | |a Chemometrics in environmental analysis |c Jürgen W. Einax ; Heinz W. Zwanziger ; Sabine Geiß |
| 264 | 1 | |a Weinheim [u.a.] |b VCH |c 1997 | |
| 300 | |a XIX, 384 S. |b Ill., graph. Darst., Kt. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 650 | 7 | |a Chimie de l'environnement |2 ram | |
| 650 | 7 | |a Chimiométrie |2 ram | |
| 650 | 7 | |a Polluants - Analyse - Méthodes statistiques |2 ram | |
| 650 | 4 | |a Mathematik | |
| 650 | 4 | |a Chemometrics | |
| 650 | 4 | |a Environmental chemistry |x Mathematics | |
| 650 | 4 | |a Environmental chemistry |x Statistical methods | |
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| 700 | 1 | |a Geiß, Sabine |e Verfasser |4 aut | |
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Datensatz im Suchindex
| _version_ | 1804125703190347776 |
|---|---|
| adam_text | SYMBOLS AND ABBREVIATIONS XVII 1 INTRODUCTION 1 1.1 DEVELOPMENT OF
CHEMOMETRICS 1 1.2 DEFINITION OF CHEMOMETRICS 2 1.3 CLASSIFICATION OF
CHEMOMETRIC METHODS 3 1.4 WHAT IS ENVIRONMENTAL ANALYSIS? 6 1.5 THE NEED
TO APPLY CHEMOMETRIC METHODS 8 1.6 WHAT DO WE EXPECT OF CHEMOMETRICS IN
ENVIRONMENTAL ANALYSIS? . . 13 1.7 RECOMMENDED READING AND USEFUL
SOFTWARE 14 1.8 OVERVIEW OF CHEMOMETRIC LITERATURE 15 REFERENCES 20 PART
A ESSENTIAL CHEMOMETRIC METHODS 2 MEASUREMENTS AND BASIC STATISTICS 25
2.1 BASIC STATISTICS 25 2.1.1 INTRODUCTORY REMARKS 25 2.1.2 FREQUENCY
DISTRIBUTION OF OBSERVATIONS 25 2.1.3 THE NORMAL DISTRIBUTION MODEL 27
2.1.4 PARAMETERS OF DISTRIBUTIONS 28 2.1.5 COMPUTATION OF SOME BASIC
PARAMETERS 29 2.1.6 CONFIDENCE INTERVALS 32 2.2 HYPOTHESES AND TESTS 35
2.2.1 HYPOTHESES, TESTS, DECISIONS, AND THEIR RISKS 35 2.2.2 HOW TO
ESTIMATE CORRECT SAMPLE SIZES 40 2.2.3 PARAMETER TESTS OR OUTLIER TESTS?
41 2.2.4 REPEATABILITY, REPRODUCIBILITY, AND COOPERATIVE TESTS 43 2.3
THE PRINCIPLE OF ANALYSIS OF VARIANCE 46 2.4 CAUSAL MODELING,
REGRESSION, AND CALIBRATION 47 2.4.1 CORRELATION OR REGRESSION? 47 2.4.2
OTHER NOTIONS, THEIR SYMBOLS AND MEANINGS 47 2.4.3 THE MODEL AND THE
PREDICTION 50 2.4.4 CONDITIONS TO BE MET FOR LINEAR REGRESSION ANALYSIS
51 2.4.5 ALTERNATIVE LINEAR REGRESSION MODELS . 52 2.4.6 REGRESSION
ERRORS AND TESTS OF THE COEFFICIENTS 54 2.4.7 WEIGHTED AND ROBUST
REGRESSION 56 2.4.8 NONLINEAR MODELS 59 2.4.9 MEASURES OF GOODNESS OF
FIT 60 2.4.10 ANALYSIS OF VARIANCE FOR REGRESSION MODELS 62 2.4.11
REGRESSION FUNCTIONS AND CONFIDENCE REGIONS 64 2.4.12 LIMITS OF
DECISION, OF DETECTION, AND OF DETERMINATION 66 REFERENCES 69 3 REMARKS
ON EXPERIMENTAL DESIGN AND OPTIMIZATION 71 3.1 BASIC NOTIONS AND IDEAS
71 3.2 FACTORIAL DESIGNS 73 3.3 EXAMPLE: SET-UP AND INTERPRETATION STEPS
OF FACTORIAL DESIGNS 76 3.3.1 FIXING THE LEVELS OF FACTORS 76 3.3.2
PERFORMING THE MEASUREMENTS 77 3.3.3 GENERALIZING THE DESIGN 77 3.3.4
CONSTRUCTING THE GENERAL COMPUTATION SCHEME 80 3.3.5 EXTENDING FOR MORE
FACTORS 80 3.3.6 COMPUTING THE MAIN EFFECTS 81 3.3.7 TESTING THE MODEL
ADEQUACY AND THE COEFFICIENTS 83 3.3.8 INTERPRETING THE RESULTS 85 3.3.9
ANALYSIS OF VARIANCE 86 3.3.10 ANALYSIS OF COVARIANCE 88 3.4 FROM
FACTORIAL TO SEQUENTIAL DESIGNS 90 3.5 SEQUENTIAL METHODS FOR OPTIMUM
SEARCH 91 3.6 FACTORIAL OR SEQUENTIAL METHODS? 92 REFERENCES 93 4
SAMPLING AND SAMPLING DESIGN 95 4.1 INTRODUCTION 95 4.2 BASIC
CONSIDERATIONS 97 4.3 THEORETICAL ASPECTS OF SAMPLING 101 4.3.1 NUMBER
OF INDIVIDUAL SAMPLES REQUIRED 101 4.3.2 MASS OF INDIVIDUAL SAMPLES
REQUIRED 103 4.3.3 MINIMIZATION OF THE VARIANCE OF SAMPLING AND ANALYSIS
109 4.3.4 INVESTIGATION OF THE ORIGIN OF VARIANCE ILL 4.3.5 SAMPLING
LOCATION AND FREQUENCY 112 4.4 GEOSTATISTICAL METHODS 113 4.4.1
INTRINSIC HYPOTHESIS 114 4.4.2 SEMIVARIOGRAM ANALYSIS 114 4.4.3
ESTIMATION OF NEW POINTS IN THE SAMPLING AREA - KRIGING 117 4.4.4
CROSS-VALIDATION 119 4.5 SAMPLING PLANS AND PROGRAMS 120 4.5.1 BASIC
CONSIDERATIONS 120 4.5.2 PURPOSE OF SAMPLING AND THE CHEMOMETRIC METHODS
APPLICABLE .... 121 4.5.3 SAMPLING PLANS 122 4.5.3.1 BASIC TYPES OF
SAMPLING 122 4.5.3.2 GRID PLANS 124 4.5.3.3 PRIMARY SAMPLING 127 4.5.3.4
SECONDARY SAMPLING 128 4.5.4 SAMPLING PROGRAMS 129 REFERENCES 133 5
MULTIVARIATE DATA ANALYSIS 139 5.1 GENERAL REMARKS 139 5.2 GRAPHICAL
METHODS OF DATA PRESENTATION 140 5.2.1 INTRODUCTION 140 5.2.2
TRANSFORMATION 140 5.2.3 VISUALIZATION OF SIMILAR FEATURES -
CORRELATIONS 144 5.2.4 SIMILAR OBJECTS OR GROUPS OF OBJECTS 145 5.2.4.1
NESTING TECHNIQUES 145 5.2.4.2 STAR PLOTS 147 5.2.4.3 PICTORAL
REPRESENTATION 148 5.2.4.4 FUNCTIONAL REPRESENTATION 148 5.2.5
REPRESENTATION OF GROUPS 150 5.2.5.1 BOX-WHISKER PLOTS 150 5.2.5.2
MULTIPLE BOX-WHISKER PLOTS 151 5.2.6 LIMITATIONS 152 5.3 CLUSTER
ANALYSIS 153 5.3.1 OBJECTIVES OF CLUSTER ANALYSIS 153 5.3.2 SIMILARITY
MEASURES AND DATA PREPROCESSING 153 5.3.3 CLUSTERING ALGORITHMS 156
5.3.4 CA CALCULATIONS DEMONSTRATED WITH A SIMPLE EXAMPLE 159 5.3.5
TYPICAL CA RESULTS ILLUSTRATED WITH AN EXTENDED EXAMPLE 161 5.4
PRINCIPAL COMPONENTS ANALYSIS AND FACTOR ANALYSIS 164 5.4.1 DESCRIPTION
OF PRINCIPAL COMPONENTS ANALYSIS 165 5.4.2 PCA CALCULATIONS DEMONSTRATED
WITH A SIMPLE EXAMPLE 168 5.4.3 DESCRIPTION OF FACTOR ANALYSIS 171 5.4.4
TYPICAL FA RESULTS ILLUSTRATED WITH AN EXTENDED EXAMPLE 175 5.5
CANONICAL CORRELATION ANALYSIS 179 5.5.1 DESCRIPTION OF CANONICAL
CORRELATION ANALYSIS 179 5.5.2 TYPICAL CCA RESULTS ILLUSTRATED WITH AN
EXTENDED EXAMPLE 180 5.6 MULTIVARIATE ANALYSIS OF VARIANCE AND
DISCRIMINANT ANALYSIS 182 5.6.1 GENERAL DESCRIPTION 182 5.6.2 DA
CALCULATIONS DEMONSTRATED WITH A SIMPLE EXAMPLE 189 5.6.3 TYPICAL DA
RESULTS ILLUSTRATED WITH AN EXTENDED EXAMPLE 192 5.7 MULTIVARIATE
MODELING OF CAUSAL DEPENDENCIES 195 5.7.1 MULTIPLE REGRESSION 196 5.7.2
PARTIAL LEAST SQUARES METHOD 199 5.7.3 SIMULTANEOUS EQUATIONS AND PATH
ANALYSIS 201 REFERENCES 202 6 BASIC METHODS OF TIME SERIES ANALYSIS 205
6.1 INTRODUCTION 205 6.2 EXAMPLE: NITRATE LOADINGS IN A DRINKING WATER
RESERVOIR - DESCRIPTION OF THE PROBLEM 206 6.3 PLOTTING METHODS 208
6.3.1 TIME SERIES PLOT 208 6.3.2 SEASONAL SUB-SERIES PLOT 208 6.4
SMOOTHING AND FILTERING 209 6.4.1 SIMPLE MOVING AVERAGE 209 6.4.2
EXPONENTIAL SMOOTHING 211 6.4.3 SIMPLE AND SEASONAL DIFFERENCING AND THE
CUSUM TECHNIQUE 214 6.4.4 SEASONAL DECOMPOSITION 216 6.5 REGRESSION
TECHNIQUES 217 6.5.1 TREND EVALUATION WITH ORDINARY LEAST SQUARES
REGRESSION 217 6.5.2 LEAST SQUARES REGRESSION WITH AN EXPLANATORY
VARIABLE 219 6.5.3 LEAST SQUARES REGRESSION WITH DUMMY VARIABLES
(MULTIPLE LEAST SQUARES REGRESSION) 220 6.6 CORRELATION TECHNIQUES 222
6.6.1 AUTOCORRELATION, AUTOREGRESSION, PARTIAL AUTOCORRELATION, AND
CROSS-CORRELATION FUNCTION 222 6.6.2 AUTOREGRESSION ANALYSIS -
REGRESSION WITH AN EXPLANATORY VARIABLE 225 6.6.3 MULTIVARIATE AUTO- AND
CROSS-CORRELATION ANALYSIS 228 6.7 ARIMA MODELING 234 6.7.1 MATHEMATICAL
FUNDAMENTALS 234 6.7.2 APPLICATION OF ARIMA MODELS 237 6.7.2.1
SPECIFICATION OF ARIMA MODELS 237 6.7.2.2 APPLICATION OF THE ARIMA
MODELING TO THE EXAMPLE TIME SERIES . . 240 6.7.3 FORECASTING WITH ARIMA
246 REFERENCES 246 PART B CASE STUDIES 7 ATMOSPHERE 251 7.1 SAMPLING OF
EMITTED PARTICULATES 251 7.2 EVALUATION AND INTERPRETATION OF
ATMOSPHERIC POLLUTION DATA 252 7.2.1 CHEMOMETRIC CHARACTERIZATION OF THE
IMPACT OF PARTICULATE EMISSIONS IN MONITORING RASTER SCREENS 252 7.2.1.1
PROBLEM AND EXPERIMENTAL 252 7.2.1.2 ANALYTICAL RESULTS AND CHEMOMETRIC
INTERPRETATION 253 7.2.1.2.1 UNIVARIATE ASPECTS 254 7.2.1.2.2 CLUSTER
ANALYSIS 256 7.2.1.2.3 MULTIVARIATE ANALYSIS OF VARIANCE AND
DISCRIMINANT ANALYSIS, AND PLS MODELING 258 7.2.1.2.4 FACTOR ANALYSIS
264 7.2.1.3 CONCLUSIONS 268 7.2.2 CHEMOMETRIC CHARACTERIZATION OF THE
TEMPORAL COURSE OF THE IMPACT OF PARTICULATE EMISSIONS AT ONE SAMPLING
LOCATION 269 7.2.2.1 FIRST EXAMPLE 269 7.2.2.1.1 EXPERIMENTAL 269
7.2.2.1.2 DATA PREPARATION AND UNIVARIATE ASPECTS 270 7.2.2.1.3
COMBINATION OF CLUSTER ANALYSIS, AND MULTIVARIATE ANALYSIS OF VARIANCE
AND DISCRIMINANT ANALYSIS 271 7.2.2.1.4 FACTOR ANALYSIS 273 7.2.2.2
SECOND EXAMPLE 275 7.2.2.2.1 EXPERIMENTAL 275 7.2.2.2.2 MULTIVARIATE
AUTOCORRELATION ANALYSIS 276 7.2.2.2.3 FACTOR ANALYSIS 278 REFERENCES
282 8 HYDROSPHERE 285 8.1 SAMPLING IN RIVERS AND STREAMS 285 8.1.1
SAMPLING STRATEGIES IN RIVERS 285 8.1.1.1 EXPERIMENTAL 285 8.1.1.2
INTERPRETATION OF THE RESULTS 286 8.1.1.2.1 FACTOR ANALYSIS 286
8.1.1.2.2 MULTIVARIATE ANALYSIS OF VARIANCE AND DISCRIMINANT ANALYSIS
286 8.1.1.3 CONCLUSIONS 289 8.1.2 REPRESENTATIVE SAMPLING DISTANCE ALONG
A RIVER 291 8.2 ANALYTICAL AND CHEMOMETRIC INVESTIGATIONS OF POLLUTED
RIVER WATERS AND SEDIMENTS 292 8.2.1 PROBLEM AND EXPERIMENTAL 292 8.2.2
RESULTS FROM RIVER WATER INVESTIGATIONS, AND THEIR INTERPRETATION ....
294 8.2.2.1 SCALING IN FACTOR ANALYSIS FOR RIVER ASSESSMENT 294 8.2.2.2
APPLICATION OF FACTOR ANALYSIS TO SAMPLES TAKEN FROM THE RIVER SAALE IN
THE SUMMER 295 8.2.3 CHEMOMETRIC DESCRIPTION OF RIVER SEDIMENTS 297 8.3
SPECIATION OF HEAVY METALS IN RIVER WATER INVESTIGATED BY CHEMOMETRIC
METHODS 298 8.3.1 COMPARING INVESTIGATIONS ON SEDIMENT LOADINGS BY MEANS
OF CHEMICAL DIFFERENTIATION AND MULTIVARIATE STATISTICAL DATA ANALYSIS .
299 8.3.1.1 EXPERIMENTAL 299 8.3.1.2 RESULTS OF SEQUENTIAL LEACHING 300
8.3.1.3 FACTOR ANALYSIS OF THE TOTAL CONCENTRATIONS OF HEAVY METALS IN
RIVER SEDIMENTS 302 8.3.1.4 COMPARISON OF CHEMICAL AND MULTIVARIATE
STATISTICAL INVESTIGATIONS . 302 8.3.2 CHEMOMETRIC METHODS IN
COMBINATION WITH ELECTROCHEMICAL ANALYSIS APPLIED TO THE INVESTIGATION
OF HEAVY METAL BINDING FORMS IN WATERS 303 8.3.2.1 EXPERIMENTAL 303
8.3.2.2 RESULTS AND DISCUSSION 306 8.3.3 INVESTIGATIONS OF THE
INTERACTION BETWEEN RIVER WATER AND RIVER SEDIMENT 311 8.3.3.1 PROBLEM
AND EXPERIMENTAL 311 8.3.3.2 VARIATION OF PH VALUE 313 8.3.3.3 VARIATION
OF ORGANIC LOADING 314 8.3.3.4 VARIATION OF THE CONCENTRATION OF
CONDENSED, ORGANIC, AND ORTHO PHOSPHATES 314 8.3.3.5 VARIATION OF THE
CONCENTRATION OF SUSPENDED MATERIAL 315 REFERENCES 316 9 PEDOSPHERE 319
9.1 REPRESENTATIVE SOIL SAMPLING 319 9.1.1 PROBLEM 319 9.1.2 SOIL
SAMPLING AND HEAVY METAL DETERMINATION 319 9.1.3 CHEMOMETRIC
INVESTIGATION OF MEASUREMENT RESULTS 320 9.1.3.1 UNIVARIATE ANALYSIS OF
VARIANCE 320 9.1.3.2 MULTIVARIATE DATA ANALYSIS 321 9.1.3.2.1 CLUSTER
ANALYSIS 321 9.1.3.2.2 MULTIVARIATE ANALYSIS OF VARIANCE AND
DISCRIMINANT ANALYSIS 323 9.1.3.2.3 PRINCIPAL COMPONENTS ANALYSIS 323
9.1.3.3 AUTOCORRELATION ANALYSIS 324 9.1.3.3.1 UNIVARIATE
AUTOCORRELATION ANALYSIS 324 9.1.3.3.2 MULTIVARIATE AUTOCORRELATION
ANALYSIS 327 9.1.4 CONCLUSIONS 328 9.2 MULTIVARIATE STATISTICAL
EVALUATION AND INTERPRETATION OF SOIL POLLUTION DATA 329 9.2.1 STUDIES
ON HEAVY METAL POLLUTION OF SOILS AT DIFFERENT LOCATIONS . . . 329
9.2.1.1 EXPERIMENTAL 329 9.2.1.2 ANALYTICAL RESULTS AND CHEMOMETRIC
INTERPRETATION 330 9.2.1.2.1 UNIVARIATE ASPECTS 330 9.2.1.2.2 CLUSTER
ANALYSIS 331 9.2.1.2.3 MULTIVARIATE ANALYSIS OF VARIANCE AND
DISCRIMINANT ANALYSIS 332 9.2.1.2.4 FACTOR ANALYSIS 335 9.2.2 SOIL DEPTH
PROFILES 336 9.2.2.1 PROBLEM AND EXPERIMENTAL 336 9.2.2.2 RESULTS AND
DISCUSSION 337 9.2.2.3 CONCLUSIONS 341 9.3 USE OF ROBUST STATISTICS TO
DESCRIBE PLANT LEAD LEVELS ARISING FROM TRAFFIC 341 9.3.1 PROBLEM 341
9.3.2 MATHEMATICAL FUNDAMENTALS 342 9.3.3 EXPERIMENTAL 343 9.3.4
ANALYTICAL RESULTS AND CHEMOMETRIC EVALUATION 343 9.4 GEOSTATISTICAL
METHODS 347 9.4.1 INTRODUCTION 347 9.4.2 EXPERIMENTAL 347 9.4.3 RESULTS
AND DISCUSSION 349 9.4.3.1 SEMIVARIOGRAM ESTIMATION AND ANALYSIS 349
9.4.3.2 KRIGING 350 9.4.3.3 ASSESSMENT OF THE POLLUTED AREA 354 9.4.3.4
DETERMINATION OF THE MINIMUM NUMBER OF SAMPLES FOR REPRESENTATIVE
ASSESSMENT OF THE STATE OF POLLUTANT LOADING 354 9.4.4 CONCLUSIONS 355
REFERENCES 356 10 RELATED TOPICS 359 10.1 FOODS 359 10.1.1 PROBLEM 359
10.1.2 EXPERIMENTAL 359 10.1.3 RESULTS AND DISCUSSION 360 10.1.3.1
UNIVARIATE ASPECTS 360 10.1.3.2 MULTIVARIATE STATISTICAL DATA ANALYSIS
361 10.1.3.2.1 PRINCIPAL COMPONENTS ANALYSIS 361 10.1.3.2.2 MULTIVARIATE
ANALYSIS OF VARIANCE AND DISCRIMINANT ANALYSIS 361 10.1.4 CONCLUSIONS
362 10.2 EMPIRICAL MODELING OF THE EFFECTS OF INTERFERENCE ON THE FLAME
PHOTOMETRIC DETERMINATION OF POTASSIUM AND SODIUM IN WATER 363 10.2.1
PROBLEM 363 10.2.2 THEORETICAL FUNDAMENTALS 364 10.2.3 EXPERIMENTAL 365
10.2.4 RESULTS, MATHEMATICAL MODELING, AND DISCUSSION 366 10.2.4.1 TEST
FOR VARIANCE HOMOGENEITY 366 10.2.4.2 CALCULATION AND TESTING OF THE
REGRESSION COEFFICIENTS 367 10.2.5 CONCLUSIONS 370 REFERENCES 371
APPENDIX APPENDIX A SELECTED QUANTILES K(P) OF THE GAUSSIAN (NORMAL)
DISTRIBUTION ... 373 APPENDIX B SELECTED QUANTILES K(F; P) OF THE
STUDENT /-DISTRIBUTION 374 APPENDIX C SELECTED VALUES FOR TWO-SIDED
CONFIDENCE INTERVALS OF STANDARD DEVIATIONS 375 APPENDIX D SELECTED
QUANTILES K(FUF 2 ; P) OF THE FISHER ^-DISTRIBUTION 376 APPENDIX E
SELECTED CRITICAL VALUES FOR DIXON OUTLIER TESTS 378 INDEX 379
|
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| author | Einax, Jürgen 1949- Zwanziger, Heinz Geiß, Sabine |
| author_GND | (DE-588)1030500622 |
| author_facet | Einax, Jürgen 1949- Zwanziger, Heinz Geiß, Sabine |
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| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 543 - Analytical chemistry |
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| discipline | Chemie / Pharmazie Umwelt |
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| id | DE-604.BV011206008 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:05:46Z |
| institution | BVB |
| isbn | 3527287728 |
| language | German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-007516529 |
| oclc_num | 37664507 |
| open_access_boolean | |
| owner | DE-703 DE-1029 DE-20 DE-858 DE-M49 DE-BY-TUM DE-634 |
| owner_facet | DE-703 DE-1029 DE-20 DE-858 DE-M49 DE-BY-TUM DE-634 |
| physical | XIX, 384 S. Ill., graph. Darst., Kt. |
| publishDate | 1997 |
| publishDateSearch | 1997 |
| publishDateSort | 1997 |
| publisher | VCH |
| record_format | marc |
| spelling | Einax, Jürgen 1949- Verfasser (DE-588)1030500622 aut Chemometrics in environmental analysis Jürgen W. Einax ; Heinz W. Zwanziger ; Sabine Geiß Weinheim [u.a.] VCH 1997 XIX, 384 S. Ill., graph. Darst., Kt. txt rdacontent n rdamedia nc rdacarrier Chimie de l'environnement ram Chimiométrie ram Polluants - Analyse - Méthodes statistiques ram Mathematik Chemometrics Environmental chemistry Mathematics Environmental chemistry Statistical methods Chemometrie (DE-588)4299578-4 gnd rswk-swf Umweltanalyse (DE-588)4253324-7 gnd rswk-swf Umweltanalyse (DE-588)4253324-7 s Chemometrie (DE-588)4299578-4 s DE-604 Zwanziger, Heinz Verfasser aut Geiß, Sabine Verfasser aut OEBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007516529&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Einax, Jürgen 1949- Zwanziger, Heinz Geiß, Sabine Chemometrics in environmental analysis Chimie de l'environnement ram Chimiométrie ram Polluants - Analyse - Méthodes statistiques ram Mathematik Chemometrics Environmental chemistry Mathematics Environmental chemistry Statistical methods Chemometrie (DE-588)4299578-4 gnd Umweltanalyse (DE-588)4253324-7 gnd |
| subject_GND | (DE-588)4299578-4 (DE-588)4253324-7 |
| title | Chemometrics in environmental analysis |
| title_auth | Chemometrics in environmental analysis |
| title_exact_search | Chemometrics in environmental analysis |
| title_full | Chemometrics in environmental analysis Jürgen W. Einax ; Heinz W. Zwanziger ; Sabine Geiß |
| title_fullStr | Chemometrics in environmental analysis Jürgen W. Einax ; Heinz W. Zwanziger ; Sabine Geiß |
| title_full_unstemmed | Chemometrics in environmental analysis Jürgen W. Einax ; Heinz W. Zwanziger ; Sabine Geiß |
| title_short | Chemometrics in environmental analysis |
| title_sort | chemometrics in environmental analysis |
| topic | Chimie de l'environnement ram Chimiométrie ram Polluants - Analyse - Méthodes statistiques ram Mathematik Chemometrics Environmental chemistry Mathematics Environmental chemistry Statistical methods Chemometrie (DE-588)4299578-4 gnd Umweltanalyse (DE-588)4253324-7 gnd |
| topic_facet | Chimie de l'environnement Chimiométrie Polluants - Analyse - Méthodes statistiques Mathematik Chemometrics Environmental chemistry Mathematics Environmental chemistry Statistical methods Chemometrie Umweltanalyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007516529&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT einaxjurgen chemometricsinenvironmentalanalysis AT zwanzigerheinz chemometricsinenvironmentalanalysis AT geißsabine chemometricsinenvironmentalanalysis |