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Evaluation of Moisture and Feed Values for Winter Annual Forage Crops Using Near Infrared Reflectance Spectroscopy

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한국초지조사료학회지 (Journal of The Korean Society of Grassland Science)
한국초지조사료학회 (The Korean Society of Grassland and Forage Science)
초록

This study was carried out to explore the accuracy of near infrared spectroscopy(NIRS) for the prediction of moisture content and chemical parameters on winter annual forage crops. A population of 2454 winter annual forages representing a wide range in chemical parameters was used in this study. Samples of forage were scanned at 1nm intervals over the wavelength range 680-2500nm and the optical data was recorded as log 1/Reflectance(log 1/R), which scanned in intact fresh condition. The spectral data were regressed against a range of chemical parameters using partial least squares(PLS) multivariate analysis in conjunction with spectral math treatments to reduced the effect of extraneous noise. The optimum calibrations were selected based on the highest coefficients of determination in cross validation(R2) and the lowest standard error of cross-validation(SECV). The results of this study showed that NIRS calibration model to predict the moisture contents and chemical parameters had very high degree of accuracy except for barely. The R2 and SECV for integrated winter annual forages calibration were 0.99(SECV 1.59%) for moisture, 0.89(SECV 1.15%) for acid detergent fiber, 0.86(SECV 1.43%) for neutral detergent fiber, 0.93(SECV 0.61%) for crude protein, 0.90(SECV 0.45%) for crude ash, and 0.82(SECV 3.76%) for relative feed value on a dry matter(%), respectively. Results of this experiment showed the possibility of NIRS method to predict the moisture and chemical composition of winter annual forage for routine analysis method to evaluate the feed value.

목차
ABSTRACT
 Ⅰ. 서 론
 Ⅱ. 재료 및 방법
  1. 시료 및 NIR 스펙트럼 수집
  2. 수분함량 및 사료가치 분석
  3. NIR 검량식 작성
 Ⅲ. 결과 및 고찰
  1. NIR 스펙트럼의 특성
  2. 동계사료작물 조사료의 이화학적 특성
  3. 검량식 작성 및 검증
 Ⅳ. 요 약
 Ⅴ. 사 사
 Ⅵ. REFERENCES
저자
  • 김지혜(농촌진흥청 국립축산과학원,) | Ji Hea Kim (National Institute of Animal Science)
  • 이기원(농촌진흥청 국립축산과학원) | Ki Won Lee (National Institute of Animal Science)
  • 오미래(농촌진흥청 국립축산과학원) | Mirae Oh (National Institute of Animal Science)
  • 최기춘(농촌진흥청 국립축산과학원) | Ki Choon Choi (National Institute of Animal Science)
  • 양승학(농촌진흥청 국립축산과학원) | Seung Hak Yang (National Institute of Animal Science)
  • 김원호(농촌진흥청 국립축산과학원) | Won Ho Kim (National Institute of Animal Science)
  • 박형수(농촌진흥청 국립축산과학원) | Hyung Soo Park (National Institute of Animal Science) Correspondingauthor