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Regression statistics, Coefficients standard error – Ocean Optics Nirquest Install User Manual

Page 25

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A: Calibrating the Wavelength of the NIR Spectrometer

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19

Independent

Dependent

Values computed from

Variable

Variables

the regression output


True Wavelength (nm)

Pixel #

Pixel #

2

Pixel #

3

Predicted

Wavelength

Difference

253.65

296.73

302.15

313.16

334.15

365.02

404.66

407.78

435.84

546.07

576.96

579.07

696.54

706.72

727.29

738.40

751.47

175

296

312

342

402

490

604

613

694

1022

1116

1122

1491

1523

1590

1627

1669

30625

87616

97344

116964

161604

240100

364816

375769

481636

1044484

1245456

1258884

2223081

2319529

2528100

2647129

2785561

5359375

25934336

30371328

40001688

64964808

117649000

220348864

230346397

334255384

1067462648

1389928896

1412467848

3314613771

3532642667

4019679000

4306878883

4649101309

253.56

296.72

302.40

313.02

334.19

365.05

404.67

407.78

435.65

546.13

577.05

579.01

696.70

706.62

727.24

738.53

751.27

0.09

0.01

-0.25

0.13

-0.05

-0.04

-0.01

0.00

0.19

-0.06

-0.09

0.06

-0.15

0.10

0.06

-0.13

0.19

5. Use your spreadsheet or calculator to calculate the wavelength calibration coefficients. In your

spreadsheet program, find the functions to perform linear regressions.

If using Quattro Pro, look under Tools | Advanced Math

If using Excel, look under Analysis ToolPak

6. Select the true wavelength as the dependent variable (Y). Select the pixel number, pixel number

squared, and the pixel number cubed as the independent variables (X). After you execute the
regression, an output similar to the one shown below is obtained.

Regression Statistics

Multiple R

0.999999831

R Square

0.999999663

R Squared

Adjusted R Square

0.999999607

Standard Error

0.125540214

Observations

22

intercept

Coefficients Standard Error

Intercept

190.473993

0.369047536

first coefficient

X Variable 1

0.36263983

0.001684745

X Variable 2

-1.174416E-05

8.35279E-07

X Variable 3

-2.523787E-09

2.656608E-10

second coefficient

third coefficient

The numbers of importance are indicated in the above figure.