Measurement and data analysis for engineering and science:
"Based on instructor feedback, this Third Edition is a modular work, allowing greater flexibility in adoption. For the first time in such a text, experiments and demonstrations using smart phones and other handheld devices are included, along with more traditional technologies. Coverage of sens...
Gespeichert in:
1. Verfasser: | |
---|---|
Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Boca Raton, Fla. [u.a.]
CRC Press
2014
|
Ausgabe: | 3. ed. |
Schlagworte: | |
Online-Zugang: | Cover Inhaltsverzeichnis |
Zusammenfassung: | "Based on instructor feedback, this Third Edition is a modular work, allowing greater flexibility in adoption. For the first time in such a text, experiments and demonstrations using smart phones and other handheld devices are included, along with more traditional technologies. Coverage of sensors and computer-based techniques for data collection and analysis has increased, as has the number of MATLAB and Simulink applications. A solutions manual, PowerPoint, lecture notes, and a website with labs, computer code, and chapter outlines are available with qualifying course adoption"-- |
Beschreibung: | Includes bibliographical references and index Author: Patrick F. Dunn (University of Notre Dame, Indiana, USA) |
Beschreibung: | XV, 616 S. Ill., graph. Darst. |
ISBN: | 9781466594968 |
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264 | 1 | |a Boca Raton, Fla. [u.a.] |b CRC Press |c 2014 | |
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adam_text | Titel: Measurement and data analysis for engineering and science
Autor: Dunn, Patrick F
Jahr: 2014
Contents
1 Fundamentals of Experimentation 1
1.1 Introduction ......................................................1
2 Experiments 5
2.1 Chapter Overview................................................5
2.2 Experimental Approach..........................................6
2.3 Role of Experiments..............................................7
2.4 The Experiment ..................................................9
2.5 Classification of Experiments.................. 12
2.6 Plan for Successful Experimentation.............. 13
2.7 Hypothesis Testing*....................... 14
2.8 Design of Experiments*..........................................18
2.9 Factorial Design* ................................................20
2.10 Problems ..........................................................24
Bibliography 27
3 Fundamental Electronics 29
3.1 Chapter Overview................................................30
3.2 Concepts and Definitions ........................................30
3.2.1 Charge ....................................................30
3.2.2 Current....................................................31
3.2.3 Force ......................................................33
3.2.4 Field........................................................33
3.2.5 Potential ..................................................33
3.2.6 Resistance and Resistivity................................33
3.2.7 Power......................................................34
3.2.8 Capacitance................................................34
3.2.9 Inductance................................................35
3.3 Circuit Elements..................................................35
3.3.1 Resistor....................................................36
3.3.2 Capacitor..................................................36
3.3.3 Inductor....................................................36
3.3.4 Transistor..................................................37
3.3.5 Voltage Source............................................38
3.3.6 Current Source............................................38
3.4 RLC Combinations..............................................39
v
vi
3.5 Elementary DC Circuit Analysis ................................42
3.5.1 Voltage Divider............................................42
3.5.2 Electric Motor with Battery..............................43
3.5.3 Wheatstone Bridge........................................45
3.6 Elementary AC Circuit Analysis ................................48
3.7 Equivalent Circuits*..............................................51
3.8 Meters*............................................................54
3.9 Impedance Matching and Loading Error*......................55
3.10 Electrical Noise*..................................................58
3.11 Problems ..........................................................60
Bibliography 71
4 Measurement Systems: Sensors and Transducers 73
4.1 Chapter Overview................................................74
4.2 Measurement System Overview..................................74
4.3 Sensor Domains ..................................................76
4.4 Sensor Characteristics............................................78
4.5 Physical Principles of Sensors....................................80
4.6 Electric............................................................83
4.6.1 Resistive....................................................83
4.6.2 Capacitive..................................................94
4.6.3 Inductive..................................................99
4.7 Piezoelectric ......................................................102
4.8 Fluid Mechanic ..................................................106
4.9 Optic ..............................................................Ill
4.10 Photoelastic ......................................................127
4.11 Thermoelectric....................................................129
4.12 Electrochemical ..................................................131
4.13 Sensor Scaling* ..................................................135
4.14 Problems ..........................................................139
Bibliography 143
5 Measurement Systems: Other Components 145
5.1 Chapter Overview................................................145
5.2 Signal Conditioning, Processing, and Recording ..............146
5.3 Amplifiers ........................................................146
5.4 Filters..............................................................152
5.5 Analog-to-Digital Converters....................................158
5.6 Smart Measurement Systems....................................164
5.6.1 Sensors and Microcontroller Platforms..................166
5.6.2 Arduino Microcontrollers ................................166
5.6.3 Wireless Transmission of Data ..........................168
5.6.4 Using the MATLAB Programming Environment . . . 172
5.6.5 Examples of Arduino Programming using Simulink . . 173
vii
5.7 Other Example Measurement Systems..........................178
5.8 Problems ..........................................................186
Bibliography 195
6 Measurement Systems: Calibration and Response 197
6.1 Chapter Overview................................................197
6.2 Static Response Characterization by Calibration..............198
6.3 Dynamic Response Characterization............................203
6.4 Zero-Order System Dynamic Response ........................205
6.5 First-Order System Dynamic Response ........................206
6.5.1 Response to Step-Input Forcing..........................207
6.5.2 Response to Sinusoidal-Input Forcing ..................210
6.6 Second-Order System Dynamic Response ......................218
6.6.1 Response to Step-Input Forcing..........................220
6.6.2 Response to Sinusoidal-Input Forcing..................224
6.7 Measurement System Dynamic Response ......................225
6.8 Problems ..........................................................228
Bibliography 235
7 Measurement Systems: Design-Stage Uncertainty 237
7.1 Chapter Overview................................................237
7.2 Design-Stage Uncertainty Analysis..............................238
7.3 Design-Stage Uncertainty Estimate of a Measurand ..........238
7.4 Design-Stage Uncertainty Estimate of a Result................244
7.5 Problems ..........................................................251
Bibliography 257
8 Signal Characteristics 259
8.1 Chapter Overview ................................................259
8.2 Signal Classification..............................................260
8.3 Signal Variables ..................................................263
8.4 Signal Statistical Parameters....................................267
8.5 Problems ..........................................................272
Bibliography 275
9 The Fourier Transform 277
9.1 Chapter Overview................................................277
9.2 Fourier Series of a Periodic Signal ..............................277
9.3 Complex Numbers and Waves ..................................285
9.4 Exponential Fourier Series ......................................287
9.5 Spectral Representations ........................................289
9.6 Continuous Fourier Transform ..................................291
viii
9.7 Continuous Fourier Transform Properties* ....................294
9.8 Discrete Fourier Transform......................................295
9.9 Fast Fourier Transform ..........................................298
9.10 Problems ..........................................................302
Bibliography 305
10 Digital Signal Analysis 307
10.1 Chapter Overview ................................................307
10.2 Digital Sampling..................................................308
10.3 Digital Sampling Errors..........................................309
10.3.1 Aliasing....................................................310
10.3.2 Amplitude Ambiguity....................................314
10.4 Windowing* ......................................................324
10.5 Determining a Sample Period....................................328
10.6 Problems ..........................................................333
Bibliography 337
11 Probability 339
11.1 Chapter Overview................................................340
11.2 Relation to Measurements ......................................340
11.3 Basic Probability Concepts......................................341
11.3.1 Union and Intersection of Sets ..........................341
11.3.2 Conditional Probability..................................343
11.4 Sample versus Population........................................347
11.5 Plotting Statistical Information ................................348
11.6 Probability Density Function....................................357
11.7 Various Probability Density Functions..........................362
11.7.1 Binomial Distribution....................................364
11.7.2 Poisson Distribution......................................365
11.8 Central Moments ................................................367
11.9 Probability Distribution Function ..............................371
11.10 Problems..........................................................373
Bibliography 379
12 Statistics 381
12.1 Chapter Overview ................................................381
12.2 Normal Distribution..............................................382
12.3 Normalized Variables ............................................385
12.4 Student s t Distribution..........................................390
12.5 Rejection of Data ................................................397
12.5.1 Single-Variable Outlier Determination..................398
12.5.2 Paired-Variable Outlier Determination..................399
12.6 Standard Deviation of the Means ..............................401
ix
12.7 Chi-Square Distribution..........................................404
12.7.1 Estimating the True Variance............................408
12.7.2 Establishing a Rejection Criterion ......................409
12.7.3 Comparing Observed and Expected Distributions . . . 410
12.8 Pooling Samples* ................................................412
12.9 Problems ..........................................................415
Bibliography 423
13 Uncertainty Analysis 425
13.1 Chapter Overview ................................................426
13.2 Modeling and Experimental Uncertainties......................426
13.3 Probabilistic Basis of Uncertainty ..............................429
13.4 Identifying Sources of Error......................................431
13.5 Systematic and Random Errors ................................432
13.6 Quantifying Systematic and Random Errors ..................434
13.7 Measurement Uncertainty Analysis ............................436
13.8 Uncertainty Analysis of a Multiple-Measurement Result . . . 438
13.9 Uncertainty Analyses for Other Measurement Situations . . 443
13.10 Uncertainty Analysis Summary ................................447
13.11 Finite-Difference Uncertainties* ................................450
13.11.1 Derivative Approximation*..............................450
13.11.2 Integral Approximation*................................453
13.11.3 Uncertainty Estimate Approximation*................457
13.12 Uncertainty Based upon Interval Statistics* ..................459
13.13 Problems..........................................................462
Bibliography 473
14 Regression and Correlation 475
14.1 Chapter Overview ................................................476
14.2 Least-Squares Approach..........................................476
14.3 Least-Squares Regression Analysis ..............................477
14.4 Linear Analysis ..................................................479
14.5 Higher-Order Analysis*..........................................483
14.6 Multi-Variable Linear Analysis* ................................487
14.7 Determining the Appropriate Fit................................489
14.8 Regression Confidence Intervals ................................495
14.9 Regression Parameters ..........................................502
14.10 Linear Correlation Analysis ....................................506
14.11 Signal Correlations in Time*....................................513
14.11.1 Autocorrelation*..........................................513
14.11.2 Cross-Correlation*........................................516
14.12 Problems..........................................................522
Bibliography 527
X
15 Units and Significant Figures 529
15.1 Chapter Overview ................................................530
15.2 English and Metric Systems ....................................530
15.3 Systems of Units..................................................532
15.4 SI Standards ......................................................537
15.5 Technical English and SI Conversion Factors ..................539
15.5.1 Length......................................................539
15.5.2 Area and Volume..........................................540
15.5.3 Density....................................................540
15.5.4 Mass and Weight..........................................540
15.5.5 Force ......................................................542
15.5.6 Work and Energy..........................................543
15.5.7 Power......................................................543
15.5.8 Light Radiation............................................543
15.5.9 Temperature..............................................546
15.5.10 Other Properties..........................................547
15.6 Prefixes............................................................549
15.7 Significant Figures................................................550
15.8 Problems ..........................................................554
Bibliography 559
16 Technical Communication 561
16.1 Chapter Overview ................................................561
16.2 Guidelines for Writing............................................562
16.2.1 Writing in General........................................562
16.2.2 Writing Technical Memoranda ..........................563
16.2.3 Number and Unit Formats ..............................565
16.2.4 Graphical Presentation ..................................566
16.3 Technical Memo ..................................................573
16.4 Technical Report..................................................574
16.5 Oral Technical Presentation ....................................576
16.6 Problems ..........................................................579
Bibliography 581
A Glossary 583
B Symbols 597
C Review Problem Answers 607
Index 609
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spelling | Dunn, Patrick F. Verfasser (DE-588)1061114015 aut Measurement and data analysis for engineering and science Patrick F. Dunn 3. ed. Boca Raton, Fla. [u.a.] CRC Press 2014 XV, 616 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Includes bibliographical references and index Author: Patrick F. Dunn (University of Notre Dame, Indiana, USA) "Based on instructor feedback, this Third Edition is a modular work, allowing greater flexibility in adoption. For the first time in such a text, experiments and demonstrations using smart phones and other handheld devices are included, along with more traditional technologies. Coverage of sensors and computer-based techniques for data collection and analysis has increased, as has the number of MATLAB and Simulink applications. A solutions manual, PowerPoint, lecture notes, and a website with labs, computer code, and chapter outlines are available with qualifying course adoption"-- Ingenieurwissenschaften (DE-588)4137304-2 gnd rswk-swf Messtechnik (DE-588)4114575-6 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf Messwert (DE-588)4169543-4 gnd rswk-swf Messtechnik (DE-588)4114575-6 s Ingenieurwissenschaften (DE-588)4137304-2 s DE-604 Messwert (DE-588)4169543-4 s Datenanalyse (DE-588)4123037-1 s http://images.tandf.co.uk/common/jackets/websmall/978146659/9781466594968.jpg Cover HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027532912&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Dunn, Patrick F. Measurement and data analysis for engineering and science Ingenieurwissenschaften (DE-588)4137304-2 gnd Messtechnik (DE-588)4114575-6 gnd Datenanalyse (DE-588)4123037-1 gnd Messwert (DE-588)4169543-4 gnd |
subject_GND | (DE-588)4137304-2 (DE-588)4114575-6 (DE-588)4123037-1 (DE-588)4169543-4 |
title | Measurement and data analysis for engineering and science |
title_auth | Measurement and data analysis for engineering and science |
title_exact_search | Measurement and data analysis for engineering and science |
title_full | Measurement and data analysis for engineering and science Patrick F. Dunn |
title_fullStr | Measurement and data analysis for engineering and science Patrick F. Dunn |
title_full_unstemmed | Measurement and data analysis for engineering and science Patrick F. Dunn |
title_short | Measurement and data analysis for engineering and science |
title_sort | measurement and data analysis for engineering and science |
topic | Ingenieurwissenschaften (DE-588)4137304-2 gnd Messtechnik (DE-588)4114575-6 gnd Datenanalyse (DE-588)4123037-1 gnd Messwert (DE-588)4169543-4 gnd |
topic_facet | Ingenieurwissenschaften Messtechnik Datenanalyse Messwert |
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