Paper · 1976 · Journal of Animal Science

Predicting Forage Quality by Infrared Replectance Spectroscopy

K. H. Norris; R. F. Barnes; J. E. Moore; et al.

13
claims
38
verbatim quotes
669
citations
2
research areas
—
Not open access

Abstract

Near-infrared-reflectance spectra (1.4 to 2.4 µm) were recorded for 87 samples of ground dry forages. Temperate forage species analyzed were alfalfa, tall fescue and alfalfa bromegrass mixtures preserved as hay, silage and fresh frozen forages. Tropical species included bermudagrass and pangola digitgrass. Laboratory analysis of crude protein (CP), acid detergent fiber (ADF), neutral detergent fiber (NDF), lignin (L) and in vitro dry matter disappearance (IVDMD), as well as in vivo digestibility (DMD), dry matter intake (DMI) and digestible energy intake (DEI) were determined for these same samples. Reflectance (R) spectra were recorded as log (1/R) vs wavelength and transformed to the second derivative of log (1/R) vs wavelength for correlation with compositional and nutritional data. Multiple-linear-regression techniques were used to determine the optimum wavelengths for predicting each of the chemical in vitro and in vivo analyses. By use of up to nine wavelengths points for the prediction equations, the correlation coefficients were .99 for CP, .98 for NDF, .96 for ADF, .96 for L, .95 for IVDMD, .88 for DMD, .80 for DMI and .85 for digestible energy intake (DEI). Calibration equations generated from the odd-numbered samples predicted the values for the even-numbered samples within a standard error of ± .95% for CP, ± 3.1% for NDF, ± 5.1% for DMD and ± 7.9 g for DMI. We concluded that infrared reflectance has the potential for use in rapid evaluation of forage quality.

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Claims 13

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Near-infrared reflectance predicted crude protein of forages with a correlation coefficient of .99.

Taxon
foragese0
Outcome
correlation coefficientse1
Value
.99e2
Qualifier
for CPe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“the correlation coefficients were”

✓ located verbatim in the source · abstract, characters 1019–1052 · show in text ↑
e2

“.99 for CP”

✓ located verbatim in the source · abstract, characters 1053–1063 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Near-infrared reflectance predicted NDF of forages with a correlation coefficient of .98.

Taxon
foragese0
Outcome
correlation coefficientse1
Value
.98e2
Qualifier
for NDFe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“the correlation coefficients were”

✓ located verbatim in the source · abstract, characters 1019–1052 · show in text ↑
e2

“.98 for NDF”

✓ located verbatim in the source · abstract, characters 1065–1076 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Near-infrared reflectance predicted ADF of forages with a correlation coefficient of .96.

Taxon
foragese0
Outcome
correlation coefficientse1
Value
.96e2
Qualifier
for ADFe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“the correlation coefficients were”

✓ located verbatim in the source · abstract, characters 1019–1052 · show in text ↑
e2

“.96 for ADF”

✓ located verbatim in the source · abstract, characters 1078–1089 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Near-infrared reflectance predicted lignin of forages with a correlation coefficient of .96.

Taxon
foragese0
Outcome
correlation coefficientse1
Value
.96e2
Qualifier
for Le2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“the correlation coefficients were”

✓ located verbatim in the source · abstract, characters 1019–1052 · show in text ↑
e2

“.96 for L”

✓ located verbatim in the source · abstract, characters 1091–1100 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Near-infrared reflectance predicted in vitro dry matter disappearance of forages with a correlation coefficient of .95.

Taxon
foragese0
Outcome
correlation coefficientse1
Value
.95e2
Qualifier
for IVDMDe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“the correlation coefficients were”

✓ located verbatim in the source · abstract, characters 1019–1052 · show in text ↑
e2

“.95 for IVDMD”

✓ located verbatim in the source · abstract, characters 1102–1115 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Near-infrared reflectance predicted in vivo dry matter digestibility of forages with a correlation coefficient of .88.

Taxon
foragese0
Outcome
correlation coefficientse1
Value
.88e2
Qualifier
for DMDe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“the correlation coefficients were”

✓ located verbatim in the source · abstract, characters 1019–1052 · show in text ↑
e2

“.88 for DMD”

✓ located verbatim in the source · abstract, characters 1117–1128 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Near-infrared reflectance predicted dry matter intake of forages with a correlation coefficient of .80.

Taxon
foragese0
Outcome
correlation coefficientse1
Value
.80e2
Qualifier
for DMIe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“the correlation coefficients were”

✓ located verbatim in the source · abstract, characters 1019–1052 · show in text ↑
e2

“.80 for DMI”

✓ located verbatim in the source · abstract, characters 1130–1141 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Near-infrared reflectance predicted digestible energy intake of forages with a correlation coefficient of .85.

Taxon
foragese0
Outcome
correlation coefficientse1
Value
.85e2
Qualifier
for digestible energy intake (DEI)e2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“the correlation coefficients were”

✓ located verbatim in the source · abstract, characters 1019–1052 · show in text ↑
e2

“.85 for digestible energy intake (DEI)”

✓ located verbatim in the source · abstract, characters 1146–1184 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Calibration equations from odd-numbered samples predicted even-numbered samples for CP within a standard error of ± .95%.

Taxon
foragese0
Outcome
standard errore1
Value
± .95%e2
Qualifier
for CPe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“within a standard error”

✓ located verbatim in the source · abstract, characters 1299–1322 · show in text ↑
e2

“± .95% for CP”

✓ located verbatim in the source · abstract, characters 1326–1339 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Calibration equations from odd-numbered samples predicted even-numbered samples for NDF within a standard error of ± 3.1%.

Taxon
foragese0
Outcome
standard errore1
Value
± 3.1%e2
Qualifier
for NDFe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“within a standard error”

✓ located verbatim in the source · abstract, characters 1299–1322 · show in text ↑
e2

“± 3.1% for NDF”

✓ located verbatim in the source · abstract, characters 1341–1355 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Calibration equations from odd-numbered samples predicted even-numbered samples for DMD within a standard error of ± 5.1%.

Taxon
foragese0
Outcome
standard errore1
Value
± 5.1%e2
Qualifier
for DMDe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“within a standard error”

✓ located verbatim in the source · abstract, characters 1299–1322 · show in text ↑
e2

“± 5.1% for DMD”

✓ located verbatim in the source · abstract, characters 1357–1371 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Calibration equations from odd-numbered samples predicted even-numbered samples for DMI within a standard error of ± 7.9 g.

Taxon
foragese0
Outcome
standard errore1
Value
± 7.9 ge2
Qualifier
for DMIe2

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“within a standard error”

✓ located verbatim in the source · abstract, characters 1299–1322 · show in text ↑
e2

“± 7.9 g for DMI”

✓ located verbatim in the source · abstract, characters 1376–1391 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors conclude that infrared reflectance has potential for rapid evaluation of forage quality.

Taxon
foragese0
Outcome
rapid evaluation of forage qualitye1

Verbatim

e0

“samples of ground dry forages”

✓ located verbatim in the source · abstract, characters 71–100 · show in text ↑
e1

“infrared reflectance has the potential for use in rapid evaluation of forage quality”

✓ located verbatim in the source · abstract, characters 1411–1495 · show in text ↑