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FT NIR 분광법 및 이진분류 머신러닝 방법을 이용한 소나무 종자 발아 예측
김용율,구자정,구다은,한심희,강규석 한국산림과학회 2023 한국산림과학회지 Vol.112 No.2
본 연구에서는 -18℃ 및 4℃에서 18년간 저장된 소나무 종자 963개에 대해 FT NIR 스펙트럼을 조사하여 7개 머신러닝 방법(XGBoost, Boosted Tree, Bootstrap Forest, Neural Networks, Decision Tree, Support Vector Machine, PLS-DA)을 이용한 종자발아 예측모델을 만들고, 그 성능을 비교하였다. XGBoost 및 Boosted Tree 모델의 예측성능이 가장 우수하였으며, 정확도, 오분류율 및 AUC 값은 각각 0.9722, 0.0278, 0.9735과 0.9653, 0.0347, 0.9647이었다. 2개 모델에서 종자발아 유무를 예측하는 데 있어 상대적 중요도가 높았던 54개 파수 변수들에 대한 파장대는 크게 6개(811~1,088 nm, 1,137~1,273 nm, 1,336~1,453 nm, 1,666~1,671 nm, 1,879~2,045 nm, 2,058~2,409 nm) 그룹으로 나눌 수 있었으며, 방향족 아미노산, 셀룰로스, 리그닌, 전분, 지방산 및 수분과 관련된 것으로 추정되었다. 이상의 결과를 종합할 때, 본 연구에서 얻어진 FT NIR 스펙트럼 데이터과 2개의 머신러닝 모델은 소나무 저장종자의 발아 유무를 정확도 96% 이상으로 예측할 수 있기에 장기저장 종자 유전자원의 비파괴적 활력검정에 유용하게 활용될 수 있을 것으로 생각된다.
하수오(何首烏)와 백수오(白首烏)에 대한 문헌적(文獻的) 비교(比較) 고찰(考察)
김용율,금경수,Kim, Yong-Ul,Keum, Kyung-Soo 대한한의정보학회 2009 大韓韓醫情報學會誌 Vol.15 No.2
Flowery Knotweed Root is the dried tuberous root of the knotweed family wheres Auriculate Swallowwort Root is the dried tuberous root of the swallowort family. Flowery Knotweed Root is also called Red Flowery Knotweed Root in China, which is dried root of Polygonum multiflorum THUMB. Chinese Flowery Knotweed Root is better known as the dried tuberous root belonging to the family Apocynaceae whereas White Flowery Knotweed Root in Korea is the dried tuberous root of Cynanchum wilfordii(Maxim) Hemsl. Up to now, while the dried root named Red Flowery Knotweed Root has been widely used in China, Auriculate Swallowwort Root has been widely used in Korea. Both the roots contrast in a striking way with the origin, shape, botanical names, other names, and chemical constituents, so administration and dosage without discrimination of both sides can be open to question. According to the literature, it is recorded that Flowery Knotweed Root and Auriculate Swallowwort Root are similar to the characteristics, properties, and actions. From this study, the result is as follows: 1. Flowery Knotweed Root and Auriculate Swallowwort Root are divided into the family Apocynaceae and the family Polygonaceae, respectively. Accordingly 2. Flowery Knotweed Root is in shape of an irregular spindle and looks reddish- brown or deep reddish-brown and the section is light yellowish-brown, while Auriculate Swallowwort Root looks yellowish-brown and the section is white or yellow. 3. Flowery Knotweed Root is reported by the Journal of the Crude Drug that the medicinals have not the same therapeutic action as Auriculate Swallowwort Root. It is recorded that the properties, channel entry, functions of Flowery Knotweed Root and Auriculate Swallowwort Root in literature have much in common. Many works on the roots of this plant has been used traditionally as a tonic are required of. In view of the results, Flowery Knotweed Root and Auriculate Swallowwort Root varies both in nature and in shape, so that the administration and dosage of the medicinals must be taken a prudent attitude.