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Print Version

Modern Analytical Chemistry by David Harvey

ISBN 0–07–237547–7

Copyright © 2000 by McGraw-Hill Companies

Copyright transferred to David Harvey, February 15, 2008

Electronic Versions

Analytical Chemistry 2.0 by David Harvey (fall 2009)

Analytical Chemistry 2.1 by David Harvey (summer 2016)

Copyright

This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/. Under the conditions of this copyright you are free to share this work with others in any medium or format. You also are free to remix, transform, and bulid upon this material provided that you attribute the original work and author and that you distribute your work under the same licence. You may not use this work for commercial purposes.

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Brief Table of Contents

Preface . . . . xvii

Introduction to Analytical Chemistry . . . . 1

Basic Tools of Analytical Chemistry . . . . 13

The Vocabulary of Analytical Chemistry . . . . 41

Evaluating Analytical Data . . . . 63

Standardizing Analytical Methods . . . . 147

Equilibrium Chemistry . . . . 201

Collecting and Preparing Samples . . . . 271

Gravimetric Methods . . . . 337

Titrimetric Methods . . . . 391

Spectroscopic Methods . . . . 517

Electrochemical Methods . . . . 637

Chromatographic and Electrophoretic Methods . . . . 747

Kinetic Methods . . . . 847

Developing a Standard Method . . . . 905

Quality Assurance . . . . 953

Additional Resources . . . . 979

Appendix . . . . 1035

1 .

2 .

3 .

4 .

5 .

6 .

7 .

8 .

9 .

10 .

11 .

12 .

13 .

14 .

15 .

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Detailed Table of Contents

Preface . . . . xvii

A Organization . . . xviii

B Role of Equilibrium Chemistry . . . xviii

C Computational Software . . . xix

D How to Use The Electronic Textbook’s Features. . . xix

E Acknowledgments . . . xxi

F Updates, Ancillary Materials, and Future Editions . . . xxiii

G How To Contact the Author . . . xxiii

Introduction to Analytical Chemistry . . . . 1

1A What is Analytical Chemistry? . . . .2

1B The Analytical Perspective . . . .5

1C Common Analytical Problems . . . .7

1D Key Terms . . . .8

1E Chapter Summary . . . .8

1F Problems . . . .9

1G Solutions to Practice Exercises . . . .10

Basic Tools of Analytical Chemistry . . . . 13

2A Measurements in Analytical Chemistry . . . .14

2A.1 Units of Measurement . . . 14

2A.2 Uncertainty in Measurements . . . 16

2B Concentration . . . .18

2B.1 Molarity and Formality . . . 19

2B.2 Normality . . . 20

2B.3 Molality . . . 20

2B.4 Weight, Volume, and Weight-to-Volume Percents . . . 20

2B.5 Parts Per Million and Parts Per Billion . . . 20

2B.6 Converting Between Concentration Units . . . 21

2B.7 p-Functions . . . 21

2C Stoichiometric Calculations . . . .23

2D Basic Equipment . . . .25

2D.1 Equipment for Measuring Mass . . . 26

2D.2 Equipment for Measuring Volume . . . 26

2D.3 Equipment for Drying Samples . . . 29

2E Preparing Solutions . . . .29

2E.1 Preparing Stock Solutions. . . 30

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2G The Laboratory Notebook . . . .33

2H Key Terms . . . .34

2I Chapter Summary. . . .34

2J Problems . . . .34

2K Solutions to Practice Exercises . . . .37

The Vocabulary of Analytical Chemistry . . . . 41

3A Analysis, Determination and Measurement . . . .42

3B Techniques, Methods, Procedures, and Protocols . . . .43

3C Classifying Analytical Techniques . . . .44

3D Selecting an Analytical Method . . . .45

3D.1 Accuracy . . . 45

3D.2 Precision . . . 46

3D.3 Sensitivity . . . 46

3D.4 Specificity and Selectivity . . . 47

3D.5 Robustness and Ruggedness. . . 50

3D.6 Scale of Operation . . . 50

3D.7 Equipment, Time, and Cost . . . 52

3D.8 Making the Final Choice . . . 52

3E Developing the Procedure . . . .53

3E.1 Compensating for Interferences . . . 53

3E.2 Calibration . . . 54

3E.3 Sampling . . . 54

3E.4 Validation. . . 55

3F Protocols . . . .55

3G The Importance of Analytical Methodology . . . .56

3H Key Terms . . . .57

3I Chapter Summary. . . .57

3J Problems . . . .58

3K Solutions to Practice Exercises . . . .61

Evaluating Analytical Data . . . . 63

4A Characterizing Measurements and Results . . . .64

4A.1 Measures of Central Tendency . . . 64

4A.2 Measures of Spread . . . 66

4B Characterizing Experimental Errors . . . .68

4B.1 Errors That Affect Accuracy . . . 68

4B.2 Errors That Affect Precision . . . 73

4B.3 Error and Uncertainty . . . 75

4C Propagation of Uncertainty . . . .76

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4C.3 Uncertainty When Multiplying or Dividing . . . 78

4C.4 Uncertainty for Mixed Operations . . . 78

4C.5 Uncertainty for Other Mathematical Functions . . . 79

4C.6 Is Calculating Uncertainty Actually Useful? . . . 81

4D The Distribution of Measurements and Results . . . .82

4D.1 Populations and Samples . . . 83

4D.2 Probability Distributions for Populations . . . 83

4D.3 Confidence Intervals for Populations . . . 89

4D.4 Probability Distributions for Samples . . . 91

4D.5 Confidence Intervals for Samples . . . 95

4D.6 A Cautionary Statement . . . 96

4E Statistical Analysis of Data . . . .97

4E.1 Significance Testing . . . 97

4E.2 Constructing a Significance Test . . . 98

4E.3 One-Tailed and Two-Tailed Significance Tests . . . 99

4E.4 Errors in Significance Testing . . . 100

4F Statistical Methods for Normal Distributions . . . .101

4F.1 Comparing X to n . . . 101

4F.2 Comparing s2 to v2 . . . 103

4F.3 Comparing Two Sample Variances . . . 104

4F.4 Comparing Two Sample Means . . . 105

4F.5 Outliers . . . 112

4G Detection Limits . . . .115

4H Using Excel and R to Analyze Data . . . .117

4H.1 Excel . . . 117

4H.2 R . . . 120

4I Key Terms . . . .128

4J Chapter Summary . . . .129

4K Problems . . . .129

4L Solutions to Practice Exercises . . . .139

Standardizing Analytical Methods . . . . 147

5A Analytical Standards. . . .148

5A.1 Primary and Secondary Standards . . . 148

5A.2 Other Reagents . . . 148

5A.3 Preparing a Standard Solution . . . 149

5B Calibrating the Signal (S

total

) . . . .150

5C Determining the Sensitivity (k

A

) . . . .150

5C.1 Single-Point versus Multiple-Point Standardizations . . . 151

5C.2 External Standards . . . 152

5C.3 Standard Additions . . . 155

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5D.1 Linear Regression of Straight Line Calibration Curves . . . 164

5D.2 Unweighted Linear Regression with Errors in y . . . 164

5D.3 Weighted Linear Regression with Errors in y . . . 174

5D.4 Weighted Linear Regression with Errors in Both x and y . . . 177

5D.5 Curvilinear and Multivariate Regression . . . 177

5E Compensating for the Reagent Blank (S

reag

) . . . .178

5F Using Excel and R for a Regression Analysis . . . .180

5F.1 Excel . . . 180

5F.2 R . . . 184

5G Key Terms . . . .189

5H Chapter Summary . . . .189

5I Problems . . . .190

5J Solutions to Practice Exercises . . . .194

Equilibrium Chemistry . . . . 201

6A Reversible Reactions and Chemical Equilibria . . . .202

6B Thermodynamics and Equilibrium Chemistry . . . .203

6C Manipulating Equilibrium Constants . . . .205

6D Equilibrium Constants for Chemical Reactions . . . .206

6D.1 Precipitation Reactions . . . 206

6D.2 Acid–Base Reactions . . . 206

6D.3 Complexation Reactions . . . 211

6D.4 Oxidation–Reduction (Redox) Reactions . . . 213

6E Le Châtelier’s Principle . . . .216

6F Ladder Diagrams . . . .218

6F.1 Ladder Diagrams for Acid–Base Equilibria . . . 219

6F.2 Ladder Diagrams for Complexation Equilibria . . . 222

6F.3 Ladder Diagram for Oxidation/Reduction Equilibria . . . 224

6G Solving Equilibrium Problems . . . .225

6G.1 A Simple Problem—Solubility of Pb(IO3)2 . . . 226

6G.2 A More Complex Problem—The Common Ion Effect . . . 227

6G.3 A Systematic Approach to Solving Equilibrium Problems . . . 229

6G.4 pH of a Monoprotic Weak Acid . . . 231

6G.5 pH of a Polyprotic Acid or Base . . . 233

6G.6 Effect of Complexation on Solubility . . . 235

6H Buffer Solutions . . . .237

6H.1 Systematic Solution to Buffer Problems . . . 238

6H.2 Representing Buffer Solutions with Ladder Diagrams . . . 240

6H.3 Preparing a Buffer . . . 241

6I Activity Effects . . . .242

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6J.2 R . . . 251

6K Some Final Thoughts on Equilibrium Calculations . . . .254

6L Key Terms . . . .255

6M Chapter Summary . . . .255

6N Problems . . . .257

6O Solutions to Practice Exercises . . . .260

Collecting and Preparing Samples . . . . 271

7A The Importance of Sampling . . . .272

7B Designing A Sampling Plan . . . .275

7B.1 Where to Sample the Target Population . . . 275

7B.2 What Type of Sample to Collect . . . 279

7B.3 How Much Sample to Collect . . . 281

7B.4 How Many Samples to Collect . . . 283

7B.5 Minimizing the Overall Variance . . . 285

7C Implementing the Sampling Plan . . . .287

7C.1 Solutions . . . 287

7C.2 Gases . . . 289

7C.3 Solids . . . 291

7D Separating the Analyte from Interferents . . . .297

7E General Theory of Separation Efficiency . . . .297

7F Classifying Separation Techniques . . . .300

7F.1 Separations Based on Size . . . 300

7F.2 Separations Based on Mass or Density . . . 302

7F.3 Separations Based on Complexation Reactions (Masking) . . . 304

7F.4 Separations Based on a Change of State . . . 306

7F.5 Separations Based on a Partitioning Between Phases . . . 309

7G Liquid–Liquid Extractions . . . .314

7G.1 Partition Coefficients and Distribution Ratios . . . 314

7G.2 Liquid–Liquid Extraction With No Secondary Reactions . . . 315

7G.3 Liquid–Liquid Extractions Involving Acid–Base Equilibria . . . 318

7G.4 Liquid–Liquid Extraction of a Metal–Ligand Complex . . . 320

7H Separation Versus Preconcentration . . . .323

7I Key Terms . . . .323

7K Problems . . . .324

Gravimetric Methods . . . . 337

8A Overview of Gravimetric Methods . . . .338

8A.1 Using Mass as an Analytical Signal . . . 338

8A.2 Types of Gravimetric Methods . . . 339

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8B Precipitation Gravimetry . . . .340

8B.1 Theory and Practice . . . 340

8B.2 Quantitative Applications . . . 354

8B.2 Qualitative Applications . . . 361

8B.3 Evaluating Precipitation Gravimetry. . . 361

8C Volatilization Gravimetry . . . .362

8C.1 Theory and Practice . . . 362

Thermogravimetry . . . 363

8C.2 Quantitative Applications . . . 367

8C.3 Evaluating Volatilization Gravimetry . . . 370

8D Particulate Gravimetry . . . .371

8D.1 Theory and Practice . . . 371

8D.2 Quantitative Applications . . . 373

8D.3 Evaluating Particulate Gravimetry . . . 374

8E Key Terms . . . .375

8F

Chapter Summary . . . .375

8G Problems . . . .375

8H Solutions to Practice Exercises . . . .385

Titrimetric Methods . . . . 391

9A Overview of Titrimetry . . . .392

9A.1 Equivalence Points and End points . . . 392

9A.2 Volume as a Signal . . . 392

9A.3 Titration Curves . . . 394

9A.4 The Buret . . . 395

9B Acid–Base Titrations . . . .396

9B.1 Acid–Base Titration Curves . . . 398

9B.2 Selecting and Evaluating the End Point . . . 406

9B.3 Titrations in Nonaqueous Solvents . . . 414

9B.5 Qualitative Applications . . . 428

9B.6 Characterization Applications . . . 429

9B.7 Evaluation of Acid–Base Titrimetry . . . 432

9C Complexation Titrations . . . .437

9C.1 Chemistry and Properties of EDTA . . . 437

9C.2 Complexometric EDTA Titration Curves . . . 440

9C.3 Selecting and Evaluating the End point . . . 445

9C.4 Quantitative Applications . . . 450

9C.5 Evaluation of Complexation Titrimetry . . . 454

9D Redox Titrations . . . .455

9D.1 Redox Titration Curves . . . 456

9D.2 Selecting and Evaluating the End point . . . 461

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9E Precipitation Titrations . . . .478

9E.1 Titration Curves . . . 478

9E.2 Selecting and Evaluating the End point . . . 480

9E.3 Quantitative Applications. . . 482

9E.4 Evaluation of Precipitation Titrimetry . . . 485

9F Key Terms . . . .486

9G Chapter Summary . . . .486

9H Problems . . . .487

9I Solutions to Practice Exercises . . . .502

Spectroscopic Methods . . . . 517

10A Overview of Spectroscopy . . . .518

10A.1 What is Electromagnetic Radiation . . . 518

10A.2 Photons as a Signal Source . . . 521

10A.3 Basic Components of Spectroscopic Instruments . . . 523

Signal Processors . . . 530

10B Spectroscopy Based on Absorption . . . .530

10B.1 Absorbance Spectra . . . 530

10B.2 Transmittance and Absorbance . . . 535

10B.3 Absorbance and Concentration: Beer’s Law . . . 537

10B.4 Beer’s Law and Multicomponent Samples . . . 538

10B.5 Limitations to Beer’s Law . . . 538

10C UV/Vis and IR Spectroscopy . . . .540

10C.1 Instrumentation . . . 540

10C.2 Quantitative Applications . . . 548

10C.3 Qualitative Applications . . . 560

10C.4 Characterization Applications . . . 562

10C.5 Evaluation of UV/Vis and IR Spectroscopy . . . 568

10D Atomic Absorption Spectroscopy . . . .572

10D.1 Instrumentation . . . 572

10D.2 Quantitative Applications . . . 576

10D.3 - Evaluation of Atomic Absorption Spectroscopy . . . 583

10E Emission Spectroscopy . . . .585

10F Photoluminescence Spectroscopy . . . .585

10F.1 Fluorescence and Phosphorescence Spectra . . . 586

10F.2 Instrumentation . . . 590

10F.3 Quantitative Applications . . . 593

10F.4 Evaluation of Photoluminescence Spectroscopy . . . 597

10G Atomic Emission Spectroscopy . . . .599

10G.1 Atomic Emission Spectra . . . 599

10G.2 Equipment . . . 600

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10H Spectroscopy Based on Scattering . . . .608

10H.1 Origin of Scattering. . . 608

10H.2 Turbidimetry and Nephelometry . . . 609

10I Key Terms . . . .615

10J Chapter Summary . . . .616

10K Problems . . . .617

10L Solutions to Practice Exercises . . . .634

Electrochemical Methods . . . . 637

11A Overview of Electrochemistry . . . .638

11A.2 Five Important Concepts . . . 638

11A.2 Controlling and Measuring Current and Potential . . . 640

11A.3 Interfacial Electrochemical Techniques . . . 643

11B Potentiometric Methods . . . .644

11B.1 Potentiometric Measurements . . . 645

11B.2 Reference Electrodes . . . 651

11B.3 Metallic Indicator Electrodes . . . 655

11B.4 Membrane Electrodes . . . 656 11B.5 Quantitative Applications . . . 669 11B.6 Evaluation . . . 678

11C Coulometric Methods . . . .681

11C.1 Controlled-Potential Coulometry . . . 681 11C.2 Controlled-Current Coulometry . . . 684 11C.3 Quantitative Applications . . . 687 11C.4 Characterization Applications . . . 693 11C.5 - Evaluation . . . 694

11D Voltammetric Methods . . . .696

11D.1 Voltammetric Measurements . . . 696 11D.2 Current in Voltammetry . . . 698 11D.3 Shape of Voltammograms . . . 703

11D.4 Quantitative and Qualitative Aspects of Voltammetry . . . 703

11D.5 Voltammetric Techniques . . . 705

11D.6 Quantitative Applications . . . 714

11D.7 Characterization Applications . . . 722

11D.8 Evaluation . . . 726

11E Key Terms . . . .727

11F Chapter Summary . . . .728

11G Problems . . . .729

11H Solutions to Practice Exercises . . . .742

Chromatographic and Electrophoretic Methods . . . . 747

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12A.2 A Better Way to Separate Mixtures . . . 748

12A.3 Chromatographic Separations . . . 751

12A.4 Electrophoretic Separations . . . 752

12B General Theory of Column Chromatography . . . .753

12B.1 Chromatographic Resolution . . . 755

12B.2 Solute Retention Factor . . . 756

12B.3 Selectivity . . . 759

12B.4 Column Efficiency . . . 759

12B.5 Peak Capacity . . . 761

12B.6 Asymmetric Peaks . . . 761

12C Optimizing Chromatographic Separations. . . .762

12C.1 Using the Retention factor to Optimize Resolution . . . 763

12C.2 Using Selectivity to Optimize Resolution . . . 765

12C.3 Using Column Efficiency to Optimize Resolution . . . 766

12D Gas Chromatography . . . .770

12D.1 Mobile Phase . . . 771

12D.2 Chromatographic Columns . . . 771

12D.3 Sample Introduction . . . 774

12D.4 Temperature Control . . . 778

12D.5 Detectors for Gas Chromatography . . . 778

12D.6 Quantitative Applications . . . 781

12D.7 Qualitative Applications . . . 785

12D.8 Evaluation . . . 789

12E High-Performance Liquid Chromatography . . . .790

12E.1 HPLC Columns . . . 790

12E.2 Mobile Phases . . . 793

12E.3 HPLC Plumbing . . . 797

12E.4 Detectors for HPLC . . . 799

12E.5 Quantitative Applications. . . 803

12E.6 Evaluation . . . 806

12F Other Forms of Liquid Chromatography . . . .806

12F.1 Liquid-Solid Adsorption Chromatography . . . 807

12F.2 Ion-Exchange Chromatography . . . 807

12F.3 Size-Exclusion Chromatography . . . 810

12F.4 Supercritical Fluid Chromatography . . . 812

12G Electrophoresis . . . .814

12G.1 Theory of Capillary Electrophoresis . . . 814

12G.2 Instrumentation . . . 819

12G.3 Capillary Electrophoresis Methods . . . 823

12G.4 Evaluation . . . 828

12H Key Terms . . . .828

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12K Solutions to Practice Exercises . . . .842

Kinetic Methods . . . . 847

13A Kinetic Methods Versus Equilibrium Methods . . . .848

13B Chemical Kinetics . . . .849

13B.1 Theory and Practice . . . 849

13B.2 Classifying Chemical Kinetic Methods . . . 851

13B.3 Making Kinetic Measurements . . . 861

13B.4 Quantitative Applications . . . 863

13B.5 Characterization Applications . . . 866

13B.6 Evaluation of Chemical Kinetic Methods . . . 870

Accuracy . . . 870

13C Radiochemistry . . . .873

13C.1 Theory and Practice . . . 874

13C.2 Instrumentation . . . 875

13C.3 Quantitative Applications . . . 875

13C.4 Characterization Applications . . . 879

13C.5 Evaluation . . . 880

13D Flow Injection Analysis . . . .881

13D.1 Theory and Practice . . . 881

13D.2 Instrumentation . . . 884

13D.3 Quantitative Applications . . . 889

13D.4 Evaluation . . . 893

13E Key Terms . . . .894

13F Summary . . . .894

13G Problems . . . .895

13H Solutions to Practice Exercises . . . .903

Developing a Standard Method . . . . 905

14A Optimizing the Experimental Procedure . . . .906

14A.1 Response Surfaces . . . 906

14A.2 Searching Algorithms for Response Surfaces . . . 907

14A.3 Mathematical Models of Response Surfaces . . . 914

14B Verifying the Method . . . .923

14B.1 Single Operator Characteristics . . . 923

14B.2 Blind Analysis of Standard Samples . . . 924

14B.3 Ruggedness Testing . . . 924

14B.4 Equivalency Testing . . . 927

14C Validating the Method as a Standard Method . . . .927

14C.1 Two-Sample Collaborative Testing . . . 928

14C.2 Collaborative Testing and Analysis of Variance . . . 932

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14D.1 Excel . . . 939

14D.2 R . . . 940

14E Key Terms . . . .942

14F Summary . . . .942

14G Problems . . . .943

14H Solutions to Practice Exercises . . . .951

Quality Assurance . . . . 953

15A The Analytical Perspective—Revisited . . . .954

15B Quality Control . . . .955

15C Quality Assessment . . . .957

15C.1 Internal Methods of Quality Assessment . . . 957

15C.2 External Methods of Quality Assessment . . . 961

15D Evaluating Quality Assurance Data . . . .962

15D.1 Prescriptive Approach . . . 962

15D.2 Performance-Based Approach . . . 965

15E Key Terms . . . .972

15F Chapter Summary . . . .972

15G Problems . . . .973

15H Solutions to Practice Exercises . . . .976

Additional Resources . . . . 979

Chapter 1 . . . .980

Chapter 2 . . . .982

Chapter 3 . . . .983

Chapter 4 . . . .984

Chapter 5 . . . .989

Chapter 6 . . . .993

Chapter 7 . . . .996

Chapter 8 . . . .1000

Chapter 9 . . . .1001

Chapter 10 . . . .1004

Chapter 11 . . . .1012

Chapter 12 . . . .1017

Chapter 13 . . . .1024

Chapter 14 . . . .1027

Chapter 15 . . . .1029

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Appendix 1: Normality . . . .1036

Appendix 2: Propagation of Uncertainty . . . .1037

Standardizing a Solution of NaOH . . . 1037

Identifying and Analyzing Sources of Uncertainty . . . 1037

Estimating the Standard Deviation for Measurements . . . 1039

Completing the Propagation of Uncertainty . . . 1039

Evaluating the Sources of Uncertainty . . . 1042

Appendix 3: Single-Sided Normal Distribution . . . .1043

Appendix 4: Critical Values for t-Test . . . .1045

Appendix 5: Critical Values for the F-Test . . . .1046

Appendix 6: Critical Values for Dixon’s Q-Test . . . .1048

Appendix 7: Critical Values for Grubb’s Test . . . .1049

Appendix 8: Recommended Primary Standards . . . .1050

Appendix 9: Correcting Mass

for the Buoyancy of Air . . . .1052

Appendix 10: Solubility Products . . . .1054

Appendix 11: Acid Dissociation Constants . . . .1058

Appendix 12: Formation Constants . . . .1066

Appendix 13: Standard Reduction Potentials . . . .1071

Appendix 14: Random Number Table . . . .1080

Appendix 15: Polarographic

Half-Wave Potentials . . . .1081

Appendix 16: Countercurrent Separations . . . .1082

Appendix 17: Review of Chemical Kinetics . . . .1089

A17.1 Chemical Reaction Rates . . . 1089

A17.2 The Rate Law . . . 1089

A17.3 Kinetic Analysis of Selected Reactions . . . 1090

Appendix 18: Atomic Weights of the Elements . . . .1094

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xvii

Preface

Preface

Overview

A

Organization

B

Role of Equilibrium Chemistry

C

Computational Software

D

How to Use The Electronic Textbook’s Features

E

Acknowledgments

F

Updates, Ancillary Materials, and Future Editions

G

How To Contact the Author

A

s currently taught in the United States, introductory courses in analytical chemistry emphasize quantitative (and sometimes qualitative) methods of analysis along with a heavy dose of equilibrium chemistry. Analytical chemistry, however, is much more than a collection of analytical methods and an understanding of equilibrium chemistry; it is an approach to solving chemical problems. Although equilibrium chemistry and analytical methods are important, their coverage should not come at the expense of other equally important topics. The introductory course in analytical chemistry is the ideal place in the undergraduate chemistry curriculum for exploring topics such as experimental design, sampling, calibration strategies, standardization, optimization, statistics, and the validation of experimental results. Analytical methods come and go, but best practices for designing and validating analytical methods are universal. Because chemistry is an experimental science it is essential that all chemistry students understand the importance of making good measurements.

My goal in preparing this textbook is to find a more appropriate balance between theory and practice, between “classical” and “modern” analytical methods, between analyzing samples and collecting samples and preparing them for analysis, and between analytical methods and data analysis. There is more material here than anyone can cover in one semester; it is my hope that the diversity of topics will meet the needs of different instructors, while, perhaps, suggesting some new topics to cover.

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A Organization

This textbook is organized into four parts. Chapters 1–3 serve as a general introduction, providing: an overview of analytical chemistry (Chapter 1); a review of the basic equipment and mathematical tools of analytical chem-istry, including significant figures, units, and stoichiometry (Chapter 2); and an introduction to the terminology of analytical chemistry (Chapter 3). Familiarity with this material is assumed throughout the remainder of the textbook.

Chapters 4–7 cover a number of topics that are important in under-standing how analytical methods work. Later chapters are mostly indepen-dent of these chapters, allowing an instructor to choose those topics that support his or her goals. Chapter 4 provides an introduction to the sta-tistical analysis of data. Methods for calibrating equipment and standard-izing methods are covered in Chapter 5, along with a discussion of linear regression. Chapter 6 provides an introduction to equilibrium chemistry, stressing both the rigorous solution to equilibrium problems and the use of semi-quantitative approaches, such as ladder diagrams. The importance of collecting the right sample, and methods for separating analytes and interferents are the subjects of Chapter 7.

Chapters 8–13 cover the major areas of analysis, including gravimetry (Chapter 8), titrimetry (Chapter 9), spectroscopy (Chapter 10), electro-chemistry (Chapter 11), chromatography and electrophoresis (Chapter 12), and kinetic methods (Chapter 13). Related techniques, such as acid–base titrimetry and redox titrimetry, are intentionally gathered together in single chapters. Combining related techniques in this way encourages students to see the similarity between methods, rather than focusing on their differ-ences. The first technique in each chapter is generally that which is most commonly covered in an introductory course.

Finally, the textbook concludes with two chapters discussing the design and maintenance of analytical methods, two topics of importance to all ex-perimental chemists. Chapter 14 considers the development of an analyti-cal method, including its optimization, its verification, and its validation. Quality control and quality assessment are discussed in Chapter 15.

B Role of Equilibrium Chemistry

Equilibrium chemistry often receives a significant emphasis in the intro-ductory analytical chemistry course. Although it is an important topic, an overemphasis on the computational aspects of equilibrium chemistry may lead students to confuse analytical chemistry with equilibrium chemistry. Solving equilibrium problems is important—it is equally important, how-ever, for students to recognize when such calculations are impractical, or to recognize when a simpler, more intuitive approach is all they need to answer a question. For example, in discussing the gravimetric analysis of Ag+ by precipitating AgCl, there is little point in calculating the

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equilib-rium solubility of AgCl because the equilibequilib-rium concentration of Cl– is rarely known. It is important, however, for students to understand that a large excess of Cl– increases the solubility of AgCl due to the formation of soluble silver–chloro complexes. To balance the presentation of a rigorous approach to solving equilibrium problems, this textbook also introduces ladder diagrams as a means for rapidly evaluating the effect of solution conditions on an analysis. Students are encouraged to use the approach best suited to the problem at hand.

C Computational Software

Many of the topics in this textbook benefit from the availability of appro-priate computational software. There are many software packages available to instructors and students, including spreadsheets (e.g. Excel), numerical computing environments (e.g. Mathematica, Mathcad, Matlab, R), statisti-cal packages (e.g. SPSS, Minitab), and data analysis/graphing packages (e.g. Origin). Because of my familiarity with Excel and R, examples of their use in solving problems are incorporated into this textbook. Instructors inter-ested in incorporating other software packages into future editions of this textbook are encouraged to contact me at [email protected].

D How to Use The Electronic Textbook’s Features

As with any format, an electronic textbook has advantages and disadvan-tages. Perhaps the biggest disadvantage to an electronic textbook is that you cannot hold it in your hands (and I, for one, like the feel of book in my hands when reading) and leaf through it. More specifically, you cannot mark your place with a finger, flip back several pages to look at a table or figure, and then return to your reading when you are done. To overcome this limitation, an electronic textbook can make extensive use of hyperlinks. Whenever the text refers to an object that is not on the current page— a figure, a table, an equation, an appendix, a worked example, a practice exercise—the text is displayed in blue and is underlined. Clicking on the hyperlink transports you to the relevant object. There are two methods for returning to your original location within the textbook. When there is no ambiguity about where to return, such as when reviewing an answer to a practice exercise, a second text hyperlink is included.

Most objects have links from multiple places within the text, which means a single return hyperlink is not possible. To return to your original place select View: Go To: Previous View from the menu bar. If you do not like to use pull down menus, you can configure the toolbar to include but-tons for “Previous View” and for “Next View.” To do this, click on View: Toolbars: More Tools . . ., scroll down to the category for Page Navigation Tools and check the boxes for Previous View and for Next View. Your

toolbar now includes buttons that you can use to return to your original Click this button to return to your

original position within the text

Although you can use any PDF reader to read this electronic textbook, the use of Adobe’s Acrobat Reader is strongly encouraged. Several features of this elec-tronic textbook—notably the comment-ing tools and the inclusion of video—are available only when using Acrobat Reader 8.0 or later. If you do not have Acrobat Reader installed on your computer, you can obtain it from Adobe’s web site.

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position within the text. These buttons will appear each time you open the electronic textbook.

There are several additional hyperlinks to help you navigate within the electronic textbook. The Table of Contents—both the brief form and the expanded form—provide hyperlinks to chapters, to main sections, and to subsections. The “Chapter Overview” on the first page of each chapter pro-vides hyperlinks to the chapter’s main sections. The textbook’s title, which appears at the top of each even numbered page, is a hyperlink to the brief table of contents, and the chapter title, which appears at the top of most odd numbered pages, is a hyperlink to the chapter’s first page. The collec-tion of key terms at the end of each chapter are hyperlinks to where the terms were first introduced, and the key terms in the text are hyperlinks that return you to the collection of key terms. Taken together, these hyper-links provide for a easy navigation.

If you are using Adobe Reader, you can configure the program to re-member where you were when you last closed the electronic textbook. Se-lect Adobe Reader: Preferences . . . from the menu bar. SeSe-lect the category “Documents” and check the box for “Restore last view settings when re-opening documents.” This is a global change that will affect all documents that you open using Adobe Reader.

There are two additional features of the electronic textbook that you may find useful. The first feature is the incorporation of QuickTime and Flash movies. Some movies are configured to run when the page is dis-played, and other movies include start, pause, and stop buttons. If you find that you cannot play a movie check your permissions. You can do this by selecting Adobe Reader: Preferences . . . from the menu bar. Choose the option for “Multimedia Trust” and check the option for “Allow multimedia operations.” If the permission for

QuickTime or Flash is set to “Never” you can change it to “Prompt,” which will ask you to authorize the use of multimedia when you first try to play the movie, or change it to “Always” if you do not wish to prevent any files from playing movies.

A second useful feature is the availability of Adobe’s commenting tools, which allow you to highlight text, to create text boxes in which you can type notes, to add sticky notes, and to attach files. You can access the com-menting tools by selecting Tools: Comcom-menting & Markup from the menu bar. If you do not like to use the menu bar, you can add tools to the tool bar by selecting View: Toolbars: Commenting & Markup from the menu bar. To control what appears on the toolbar, select View: Toolbars: More Tools . . . and check the boxes for the tools you find most useful. Details on some of the tools are shown here. You can alter any tool’s properties, such

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as color, by right-clicking on the tool and selecting Tool Default Proper-ties . . . from the pop-up menu.

These tools allow you to highlight, to under-line, and to cross out text. Select the tool and the click and drag over the relevant text. The text box tool allows you to provide short

annotations to the textbook. Select the tool and then click and drag to create a text box. Click in the textbook and type your note. The sticky note tool is useful when you have a

longer annotation or when you want to make your annotation easier to see. Click in the textbook at the spot where you wish to add the sticky note. Type your entry and the click the close button to collapse the note into its icon. Hovering the cursor over the icon dis-plays the note and clicking on the icon allows you to edit your note.

The pencil tool allows you to use your mouse to write notes on the text. The eraser tool al-lows you to erase notes.

The paperclip tool allows you to attach a file to the textbook. Select the tool and click in the textbook at the spot where you wish to attach the file. Use the browser to find the file and select OK. The resulting icon is a link to the file. You can open the file by clicking on the icon.

E Acknowledgments

This textbook began as a print version published in 2000 by McGraw-Hill, and the support of the then editorial staff (Jim Smith, Publisher for Chemistry; Kent Peterson, Sponsoring Editor for Chemistry; Shirley Ober-broeckling, Developmental Editor for Chemistry; and Jayne Klein, Proj-ect Manager) is gratefully acknowledged. The assistance of Thomas Timp (Sponsoring Editor for Chemistry) and Tamara Hodge (Senior Sponsoring Editor for Chemistry) in returning the copyright to me also is acknowl-edged. The following individuals kindly reviewed portions of the print ver-sion as it worked its way through the publication process:

David Ballantine, Northern Illinois University John Bauer, Illinois State University

Ali Bazzi, University of Michigan–Dearborn

Christopher Harrison, a faculty member in the Chemistry Department at San Di-ego State University, has prepared instruc-tional videos that describe how to use Pre-view or Adobe Acrobrat Reader to work with pdf textbooks; you can use the links to view these videos.

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Steven D. Brown, University of Delaware

Wendy Clevenger, University of Tennessee–Chattanooga Cathy Cobb, Augusta State University

Paul Flowers, University of North Carolina–Pembroke George Foy, York College of Pennsylvania

Nancy Gordon, University of Southern Maine Virginia M. Indivero, Swarthmore College Michael Janusa, Nicholls State University J. David Jenkins, Georgia Southern University David Karpovich, Saginaw Valley State University Gary Kinsel, University of Texas at Arlington John McBride, Hoftsra University

Richard S. Mitchell, Arkansas State University George A. Pearse, Jr., LeMoyne College Gary Rayson, New Mexico State University David Redfield, NW Nazarene University Vincent Remcho, West Virginia University Jeanette K. Rice, Georgia Southern University Martin W. Rowe, Texas A&M University Alexander Scheeline, University of Illinois James D. Stuart, University of Connecticut Thomas J. Wenzel, Bates College

David Zax, Cornell University

I am particularly grateful for their detailed comments and suggestions. Much of what is good in the print edition is the result of their interest and ideas.

Without the support of DePauw University and its Faculty Develop-ment Committee, work on this project would not have been possible. This project began in 1992 with a summer course development grant, and re-ceived further summer support from the President’s Discretionary Fund. Portions of the first draft were written during a sabbatical leave in fall 1993. The second draft was completed with the support of a Fisher Fellowship in fall 1995. Converting the print version into this electronic version was completed as part of a year-long sabbatical during the 2008/09 academic year. A full-year sabbatical during the 2015/16 academic year provided the time to complete a second edition.

The following faculty members and students graciously provided data for figures included in this textbook: Bridget Gourley, Jeanette Pope, and Daniel Scott (DePauw University), Michelle Bushey, Zoe LaPier, Christo-pher Schardon, and Kyle Meinhardt (Trinity University), and Dwight Stoll, Jason Schultz, Joanna Berry, and Kaelene Lundstrom (Gustavus Adolphus College).

I am grateful to the following individuals for their encouragement and support, for their camaraderie at curricular development workshops, or for their testing of draft versions of this eText: Cynthia Larive (University of

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California–Riverside), Ted Kuwana (Kansas), Alex Scheeline (University of Illinois), Tom Spudich (United States Military Academy), Heather Bul-len (University of Northern Kentucky), Richard Kelly (East Stroudsburg University), William Otto (University of Maine–Machias), Alanah Fitch (Loyola University), Thomas Wenzel (Bates College), Anna Cavinato (East-ern Oregon University), Steve Petrovic (University of South(East-ern Oregon), Erin Gross (Creighton University), Mark Vitha (Drake University), Sara Choung (Point Loma Nazarene University), Michael Setter (John Carroll University), Corrine Lehr (California Polytechnic State University), Chris-topher Harrison (San Diego State University), and Bryan Hanson (DePauw University).

F Updates, Ancillary Materials, and Future Editions

The website for this eText provides access to both the current version of

the textbook (Analytical Chemistry 2.1) and to legacy editions, including the eText’s illustrations. Also available through the website is a solutions manual and links to a variety of ancillary materials, including case studies, Shiny apps, and scripts and packages of functions for use with R. If you are interested in contributing problems, case studies, data sets, photographs, figures or any other content, please contact the author at harvey@depauw. edu.

G How To Contact the Author

Working on this textbook continues to be an interesting challenge and a rewarding endeavour. One interesting aspect of electronic publishing is that a book is not static—corrections, new examples and problems, and new topics are easy to add, and new editions released as needed. I welcome your input and encourage you to contact me with suggestions for improving this electronic textbook. You can reach me by e-mail at [email protected].

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1

Chapter 1

Introduction to

Analytical Chemistry

Chapter Overview

1A What is Analytical Chemistry?

1B The Analytical Perspective

1C Common Analytical Problems

1D Key Terms

1E Chapter Summary

1F Problems

1G Solutions to Practice Exercises

C

hemistry is the study of matter, including its composition, its structure, its physical properties, and its reactivity. Although there are many ways to study chemistry, traditionally we divide it into five areas: organic chemistry, inorganic chemistry, biochemistry, physical chemistry, and analytical chemistry. This division is historical and, perhaps, arbitrary, as suggested by current interest in interdisciplinary areas, such as bioanalytical chemistry and organometallic chemistry. Nevertheless, these five areas remain the simplest division that spans the discipline of chemistry.

Each of these traditional areas of chemistry brings a unique perspective to how a chemist makes sense of the diverse array of elements, ions, and molecules (both small and large) that make up our physical environment. An undergraduate chemistry course, therefore, is much more than a collection of facts; it is, instead, the means by which we learn to see the chemical world from a different perspective. In keeping with this spirit, this chapter introduces you to the field of analytical chemistry and highlights the unique perspectives that analytical chemists bring to the study of chemistry.

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1A What is Analytical Chemistry?

“Analytical chemistry is what analytical chemists do.”

Let’s begin with a deceptively simple question: What is analytical chemis-try? Like all areas of chemistry, analytical chemistry is so broad in scope and so much in flux that it is difficult to find a simple definition more revealing than that quoted above. In this chapter we will try to expand upon this simple definition by saying a little about what analytical chemistry is, as well as a little about what analytical chemistry is not.

Analytical chemistry often is described as the area of chemistry respon-sible for characterizing the composition of matter, both qualitatively (Is there lead in this paint chip?) and quantitatively (How much lead is in this paint chip?). As we shall see, this description is misleading.

Most chemists routinely make qualitative and quantitative measure-ments. For this reason, some scientists suggest that analytical chemistry is not a separate branch of chemistry, but simply the application of chemical knowledge.1 In fact, you probably have performed many such quantitative

and qualitative analyses in other chemistry courses.

Defining analytical chemistry as the application of chemical knowledge ignores the unique perspective that an analytical chemist bring to the study of chemistry. The craft of analytical chemistry is found not in performing a routine analysis on a routine sample—a task we appropriately call chemical analysis—but in improving established analytical methods, in extending these analytical methods to new types of samples, and in developing new analytical methods to measure chemical phenomena.2

Here is one example of the distinction between analytical chemistry and chemical analysis. A mining engineers evaluates an ore by comparing the cost of removing the ore from the earth with the value of its contents, which they estimate by analyzing a sample of the ore. The challenge of developing and validating a quantitative analytical method is the analyti-cal chemist’s responsibility; the routine, daily application of the analytianalyti-cal method is the job of the chemical analyst.

Another difference between analytical chemistry and chemical analysis is that an analytical chemist works to improve and to extend established analytical methods. For example, several factors complicate the quantita-tive analysis of nickel in ores, including nickel’s unequal distribution within the ore, the ore’s complex matrix of silicates and oxides, and the presence of other metals that may interfere with the analysis. Figure 1.1 outlined one standard analytical method in use during the late nineteenth century.3 The

need for many reactions, digestions, and filtrations makes this analytical method both time-consuming and difficult to perform accurately.

1 Ravey, M. Spectroscopy, 1990, 5(7), 11. 2 de Haseth, J. Spectroscopy, 1990, 5(7), 11.

3 Fresenius. C. R. A System of Instruction in Quantitative Chemical Analysis; John Wiley and Sons: New York, 1881.

This quote is attributed to C. N. Reilly (1925-1981) on receipt of the 1965 Fish-er Award in Analytical Chemistry. Reilly, who was a professor of chemistry at the University of North Carolina at Cha-pel Hill, was one of the most influential analytical chemists of the last half of the twentieth century.

You might, for example, have determined the concentration of acetic acid in vinegar using an acid–base titration, or used a qual scheme to identify which of several metal ions are in an aqueous sample.

Seven Stages of an Analytical Method

1. Conception of analytical method (birth).

2. Successful demonstration that the analytical method works.

3. Establishment of the analytical meth-od’s capabilities.

4. Widespread acceptance of the analyti-cal method.

5. Continued development of the ana-lytical method leads to significant im-provements.

6. New cycle through steps 3–5. 7. Analytical method can no longer

com-pete with newer analytical methods (death).

Steps 1–3 and 5 are the province of ana-lytical chemistry; step 4 is the realm of chemical analysis.

The seven stages of an analytical method listed here are modified from Fassel, V. A. Fresenius’ Z. Anal. Chem. 1986, 324, 511–518 and Hieftje, G. M. J. Chem.

Educ. 2000, 77, 577–583.

For another view of what constitutes analytical chemistry, see the article “Quo Vadis, Analytical Chemistry?”, the full reference for which is Valcárcel, M. Anal.

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Figure 1 .1 Fresenius’ analytical scheme for the gravimetric analysis of Ni in ores. After each step, the solid and the solution are separated by gravity filtration. Note that the mass of nickel is not determined directly. Instead, Co and Ni first are isolated and weighed together (mass A), and then Co is isolated and weighed separately (mass B). The timeline shows that it takes approximately 58 hours to analyze one sample. This scheme is an example of a gravimetric analysis, which is explored further in Chapter 8.

Original Sample

PbSO4; Sand

1:3 H2SO4/HNO3, 100°C for 8-10 hrs dilute w/H2O, digest for 2-4 hr

Cu2+, Fe3+, Co2+, Ni2+

dilute; bubble H2S(g)

CuS Fe3+, Co2+, Ni2+

cool, add NH3

digest 50o-70o for 30 min

Fe(OH)3 Co2+, Ni2+ HCl

Fe3+

neutralize w/NH3 add Na2CO3, CH3COOH

basic ferric acetate

Waste

slightly acidify w/HCl heat, bubble H2S(g)

CoS, NiS

add aqua regia and heat add HCl until strongly acidic bubble H2S(g)

Co2+, Ni2+ CuS, PbS

Waste Co(OH)2, Ni(OH)2

heat

add Na2CO3 until alkaline add NaOH

Co, Ni

heat; H2(g)

add HNO3, K2CO3, KNO3,

and CH3COOH and digest for 24 hours

Ni2+ K 3Co(NO3)5 add dilute HCl Waste Co2+ Co follow procedure from point * above

*

Solids Solutions

mass A

%Ni = mass A - mass B mass sample x 100 mass B key

A

ppr

o

xima

te Elapsed

T

ime

14 hours 16 hours 17 hours 20 hours 22 hours 23 hours 26 hours 51 hours 54 hours 58 hours Start

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dimethylglyoxime

The discovery, in 1905, that dimethylglyoxime (dmg) selectively precip-itates Ni2+ and Pd2+ led to an improved analytical method for the quantita-tive analysis of nickel.4 The resulting analysis, which is outlined in Figure

1.2, requires fewer manipulations and less time. By the 1970s, flame atomic absorption spectrometry replaced gravimetry as the standard method for analyzing nickel in ores,5 resulting in an even more rapid analysis. Today,

the standard analytical method utilizes an inductively coupled plasma opti-cal emission spectrometer.

Perhaps a more appropriate description of analytical chemistry is “the science of inventing and applying the concepts, principles, and…strategies for measuring the characteristics of chemical systems.”6 Analytical

chem-ists often work at the extreme edges of analysis, extending and improving 4 Kolthoff, I. M.; Sandell, E. B. Textbook of Quantitative Inorganic Analysis, 3rd Ed., The

Macmil-lan Company: New York, 1952.

5 Van Loon, J. C. Analytical Atomic Absorption Spectroscopy, Academic Press: New York, 1980. 6 Murray, R. W. Anal. Chem. 1991, 63, 271A.

Figure 1 .2 Gravimetric analysis for Ni in ores by precipitating Ni(dmg)2. The timeline shows that

it takes approximately 18 hours to analyze a single sample, substantially less than 58 hours for the method in Figure 1.1. The factor of 0.2301 in the equation for %Ni accounts for the difference in the formula weights of Ni and Ni(dmg)2; see Chapter 8 for further details.

Solids Solutions Original Sample HNO3, HCl, heat Residue Solution 20% NH4Cl 10% tartaric acid make alkaline w/ 1:1 NH3 Is solid present? yes no make acidic w/ HCl 1% alcoholic dmg make alkaline w/ 1:1 NH3 Ni(dmg)2 mass A %Ni = mass A x 0.2031 mass sample x 100

A

p

pr

o

xima

te Elaps

e

d

T

ime

Start 18 hours 14 hours key N OH CH3 CH3 N HO

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the ability of all chemists to make meaningful measurements on smaller samples, on more complex samples, on shorter time scales, and on species present at lower concentrations. Throughout its history, analytical chemis-try has provided many of the tools and methods necessary for research in other traditional areas of chemistry, as well as fostering multidisciplinary research in, to name a few, medicinal chemistry, clinical chemistry, toxicol-ogy, forensic chemistry, materials science, geochemistry, and environmental chemistry.

You will come across numerous examples of analytical methods in this textbook, most of which are routine examples of chemical analysis. It is important to remember, however, that nonroutine problems prompted analytical chemists to develop these methods.

1B The Analytical Perspective

Having noted that each area of chemistry brings a unique perspective to the study of chemistry, let’s ask a second deceptively simple question: What is the analytical perspective? Many analytical chemists describe this perspec-tive as an analytical approach to solving problems.7 Although there likely

are as many descriptions of the analytical approach as there are analytical chemists, it is convenient to define it as the five-step process shown in Figure 1.3.

Three general features of this approach deserve our attention. First, in steps 1 and 5 analytical chemists have the opportunity to collaborate with individuals outside the realm of analytical chemistry. In fact, many prob-lems on which analytical chemists work originate in other fields. Second, the heart of the analytical approach is a feedback loop (steps 2, 3, and 4) in which the result of one step requires that we reevaluate the other steps. Finally, the solution to one problem often suggests a new problem.

Analytical chemistry begins with a problem, examples of which include evaluating the amount of dust and soil ingested by children as an indica-tor of environmental exposure to particulate based pollutants, resolving contradictory evidence regarding the toxicity of perfluoro polymers during combustion, and developing rapid and sensitive detectors for chemical and biological weapons. At this point the analytical approach involves a collabo-ration between the analytical chemist and the individual or agency working on the problem. Together they determine what information is needed and clarify how the problem relates to broader research goals or policy issues, both essential to the design of an appropriate experimental procedure.

To design the experimental procedure the analytical chemist considers criteria, such as the required accuracy, precision, sensitivity, and detection 7 For different viewpoints on the analytical approach see (a) Beilby, A. L. J. Chem. Educ. 1970, 47, 237-238; (b) Lucchesi, C. A. Am. Lab. 1980, October, 112-119; (c) Atkinson, G. F. J. Chem.

Educ. 1982, 59, 201-202; (d) Pardue, H. L.; Woo, J. J. Chem. Educ. 1984, 61, 409-412; (e)

Guarnieri, M. J. Chem. Educ. 1988, 65, 201-203, (f) Strobel, H. A. Am. Lab. 1990, October, 17-24.

These examples are taken from a series of articles, entitled the “Analytical Ap-proach,” which for many years was a regular feature of the journal Analytical

Chemistry.

To an analytical chemist, the process of making a useful measurement is critical; if the measurement is not of central impor-tance to the work, then it is not analytical chemistry.

An editorial in Analytical Chemistry en-titled “Some Words about Categories of Manuscripts” highlights nicely what makes a research endeavour relevant to modern analytical chemistry. The full ci-tation is Murray, R. W. Anal. Chem. 2008,

80, 4775; for a more recent editorial, see

“The Scope of Analytical Chemistry” by Sweedler, J. V. et. al. Anal. Chem. 2015,

87, 6425.

Chapter 3 introduces you to the language of analytical chemistry. You will find terms such accuracy, precision, and sensitivity defined there.

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limit, the urgency with which results are needed, the cost of a single analysis, the number of samples to analyze, and the amount of sample available for analysis. Finding an appropriate balance between these criteria frequently is complicated by their interdependence. For example, improving precision may require a larger amount of sample than is available. Consideration also is given to how to collect, store, and prepare samples, and to whether chemical or physical interferences will affect the analysis. Finally a good experimental procedure may yield useless information if there is no method for validating the results.

The most visible part of the analytical approach occurs in the labora-tory. As part of the validation process, appropriate chemical and physical standards are used to calibrate equipment and to standardize reagents.

The data collected during the experiment are then analyzed. Frequently the data first is reduced or transformed to a more readily analyzable form and then a statistical treatment of the data is used to evaluate accuracy and precision, and to validate the procedure. Results are compared to the origi-nal design criteria and the experimental design is reconsidered, additioorigi-nal trials are run, or a solution to the problem is proposed. When a solution is proposed, the results are subject to an external evaluation that may result in a new problem and the beginning of a new cycle.

See Chapter 7 for a discussion of how to collect, store, and prepare samples for analysis.

See Chapter 14 for a discussion about how to validate an analytical method. Calibra-tion and standardizaCalibra-tion methods, includ-ing a discussion of linear regression, are covered in Chapter 5.

Figure 1 .3 Flow diagram showing one view of the analytical approach to solving problems (modified

after Atkinson.7c

Step 1. Identify and Define Problem

What is the problem’s context? What type of information is needed?

Step 5. Propose Solution to Problem

Is the answer sufficient?

Does answer suggest a new problem?

Step 2. Design Experimental Procedure

Establish design criteria. Identify potential interferents. Establish validation criteria. Select analytical method. Establish sampling strategy.

Step 4. Analyze Experimental Data

Reduce and transform data. Complete statistical analysis. Verify results.

Interpret results.

Step 3. Conduct Experiment & Gather Data

Calibrate instruments and equipment. Standardize reagents.

Gather data.

Feedback Loop

Chapter 4 introduces the statistical analy-sis of data.

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Use this link to access the article’s abstract from the journal’s web site. If your institu-tion has an on-line subscripinstitu-tion you also will be able to download a PDF version of the article.

As noted earlier some scientists question whether the analytical ap-proach is unique to analytical chemistry.Here, again, it helps to distinguish between a chemical analysis and analytical chemistry. For an analytically-oriented scientist, such as a physical organic chemist or a public health officer, the primary emphasis is how the analysis supports larger research goals that involve fundamental studies of chemical or physical processes, or that improve access to medical care. The essence of analytical chemistry, however, is in developing new tools for solving problems, and in defining the type and quality of information available to other scientists.

1C Common Analytical Problems

Many problems in analytical chemistry begin with the need to identify what is present in a sample. This is the scope of a qualitative analysis, examples of which include identifying the products of a chemical reaction,

Practice Exercise 1.1

As an exercise, let’s adapt our model of the analytical approach to the development of a simple, inexpensive, portable device for completing bioassays in the field. Before continuing, locate and read the article

“Simple Telemedicine for Developing Regions: Camera Phones and Paper-Based Microfluidic Devices for Real-Time, Off-Site Diagnosis” by Andres W. Martinez, Scott T. Phillips, Emanuel Carriho, Samuel W. Thomas III, Hayat Sindi, and George M. Whitesides. You will find it on pages 3699-3707 in Volume 80 of the journal Analytical Chemistry, which was published in 2008. As you read the article, pay particular attention to how it emulates the analytical approach and consider the following questions:

What is the analytical problem and why is it important?

What criteria did the authors consider in designing their experiments? What is the basic experimental procedure?

What interferences were considered and how did they overcome them? How did the authors calibrate the assay?

How did the authors validate their experimental method? Is there evidence that steps 2, 3, and 4 are repeated?

Was there a successful conclusion to the analytical problem?

Don’t let the technical details in the paper overwhelm you; if you skim over these you will find the paper both well-written and accessible. Click here to review your answers to these questions.

This exercise provides you with an op-portunity to think about the analytical approach in the context of a real analyti-cal problem. Practice exercises such as this provide you with a variety of challenges ranging from simple review problems to more open-ended exercises. You will find answers to practice exercises at the end of each chapter.

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screening an athlete’s urine for a performance-enhancing drug, or deter-mining the spatial distribution of Pb on the surface of an airborne par-ticulate. An early challenge for analytical chemists was developing simple chemical tests to identify inorganic ions and organic functional groups. The classical laboratory courses in inorganic and organic qualitative analysis, still taught at some schools, are based on this work.8 Modern methods for

qualitative analysis rely on instrumental techniques, such as infrared (IR) spectroscopy, nuclear magnetic resonance (NMR) spectroscopy, and mass spectrometry (MS). Because these qualitative applications are covered ade-quately elsewhere in the undergraduate curriculum, they receive no further consideration in this text.

Perhaps the most common analytical problem is a quantitative analy-sis, examples of which include the elemental analysis of a newly synthesized compound, measuring the concentration of glucose in blood, or determin-ing the difference between the bulk and the surface concentrations of Cr in steel. Much of the analytical work in clinical, pharmaceutical, environ-mental, and industrial labs involves developing new quantitative methods to detect trace amounts of chemical species in complex samples. Most of the examples in this text are of quantitative analyses.

Another important area of analytical chemistry, which receives some attention in this text, are methods for characterizing physical and chemi-cal properties. The determination of chemichemi-cal structure, of equilibrium constants, of particle size, and of surface structure are examples of a char-acterization analysis.

The purpose of a qualitative, a quantitative, or a characterization analy-sis is to solve a problem associated with a particular sample. The purpose of a fundamental analysis, on the other hand, is to improve our standing of the theory that supports an analytical method and to under-stand better an analytical method’s limitations.

1D Key Terms

characterization analysis fundamental analysis qualitative analysis quantitative analysis

1E Chapter Summary

Analytical chemists work to improve the ability of chemists and other sci-entists to make meaningful measurements. The need to work with smaller samples, with more complex materials, with processes occurring on shorter time scales, and with species present at lower concentrations challenges 8 See, for example, the following laboratory texts: (a) Sorum, C. H.; Lagowski, J. J. Introduction

to Semimicro Qualitative Analysis, 5th Ed.; Prentice-Hall: Englewood, NJ, 1977; (b) Shriner, R.

L.; Fuson, R. C.; Curtin, D. Y. The Systematic Identification of Organic Compounds, 5th Ed.; John Wiley and Sons: New York, 1964.

A good resource for current examples of qualitative, quantitative, characterization, and fundamental analyses is Analytical

Chemistry’s annual review issue that

high-lights fundamental and applied research in analytical chemistry. Examples of re-view articles in the 2015 issue include “Analytical Chemistry in Archaeological Research,” “Recent Developments in Pa-per-Based Microfluidic Devices,” and “Vi-brational Spectroscopy: Recent Develop-ments to Revolutionize Forensic Science.”

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analytical chemists to improve existing analytical methods and to develop new ones.

Typical problems on which analytical chemists work include qualitative analyses (What is present?), quantitative analyses (How much is present?), characterization analyses (What are the sample’s chemical and physical properties?), and fundamental analyses (How does this method work and how can it be improved?).

1F Problems

1. For each of the following problems indicate whether its solution re-quires a qualitative analysis, a quantitative analysis, a characterization analysis, and/or a fundamental analysis. More than one type of analysis may be appropriate for some problems.

(a) The residents in a neighborhood near a hazardous-waste disposal site are concerned that it is leaking contaminants into their ground-water.

(b) An art museum is concerned that a recently acquired oil painting is a forgery.

(c) Airport security needs a more reliable method for detecting the presence of explosive materials in luggage.

(d) The structure of a newly discovered virus needs to be determined. (e) A new visual indicator is needed for an acid–base titration.

(f) A new law requires a method for evaluating whether automobiles are emitting too much carbon monoxide.

2. Read the article “When Machine Tastes Coffee: Instrumental Approach to Predict the Sensory Profile of Espresso Coffee,” which discusses work completed at the Nestlé Research Center in Lausanne, Switzerland. You will find the article on pages 1574-1581 in Volume 80 of Analytical

Chemistry, published in 2008. Prepare an essay that summarizes the

nature of the problem and how it was solved. Do not worry about the nitty-gritty details of the mathematical model developed by the authors, which relies on a combination of an analysis of variance (ANOVA), a topic we will consider in Chapter 14, and a principle component regres-sion (PCR), at topic that we will not consider in this text. Instead, focus on the results of the model by examining the visualizations in Figures 3 and 4. As a guide, refer to Figure 1.3 in this chapter for a model of the analytical approach to solving problems.

Use this link to access the article’s abstract from the journal’s web site. If your institu-tion has an on-line subscripinstitu-tion you also will be able to download a PDF version of the article.

Figure

Figure 1 .2  Gravimetric analysis for Ni in ores by precipitating Ni(dmg) 2 . The timeline shows that
Figure 1 .3  Flow diagram showing one view of  the analytical approach to solving problems (modified
Table 2.3    Common Prefixes for Exponential Notation
Figure 3 .1  Colonies of fecal coliform bacteria from a water supply. Source: Susan  Boyer
+7

References

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