• Title/Summary/Keyword: 수발아

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Predicting the Pre-Harvest Sprouting Rate in Rice Using Machine Learning (기계학습을 이용한 벼 수발아율 예측)

  • Ban, Ho-Young;Jeong, Jae-Hyeok;Hwang, Woon-Ha;Lee, Hyeon-Seok;Yang, Seo-Yeong;Choi, Myong-Goo;Lee, Chung-Keun;Lee, Ji-U;Lee, Chae Young;Yun, Yeo-Tae;Han, Chae Min;Shin, Seo Ho;Lee, Seong-Tae
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.22 no.4
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    • pp.239-249
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    • 2020
  • Rice flour varieties have been developed to replace wheat, and consumption of rice flour has been encouraged. damage related to pre-harvest sprouting was occurring due to a weather disaster during the ripening period. Thus, it is necessary to develop pre-harvest sprouting rate prediction system to minimize damage for pre-harvest sprouting. Rice cultivation experiments from 20 17 to 20 19 were conducted with three rice flour varieties at six regions in Gangwon-do, Chungcheongbuk-do, and Gyeongsangbuk-do. Survey components were the heading date and pre-harvest sprouting at the harvest date. The weather data were collected daily mean temperature, relative humidity, and rainfall using Automated Synoptic Observing System (ASOS) with the same region name. Gradient Boosting Machine (GBM) which is a machine learning model, was used to predict the pre-harvest sprouting rate, and the training input variables were mean temperature, relative humidity, and total rainfall. Also, the experiment for the period from days after the heading date (DAH) to the subsequent period (DA2H) was conducted to establish the period related to pre-harvest sprouting. The data were divided into training-set and vali-set for calibration of period related to pre-harvest sprouting, and test-set for validation. The result for training-set and vali-set showed the highest score for a period of 22 DAH and 24 DA2H. The result for test-set tended to overpredict pre-harvest sprouting rate on a section smaller than 3.0 %. However, the result showed a high prediction performance (R2=0.76). Therefore, it is expected that the pre-harvest sprouting rate could be able to easily predict with weather components for a specific period using machine learning.

Pre-Harvest Sprouting Variation of Rice Seeds Located on Each Panicle Position According to Grain Filling Days (벼 등숙일수에 따른 이삭 착생 부위별 종자의 수발아 변이)

  • Baek, Jung-Sun;Chung, Nam-Jin
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.59 no.1
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    • pp.22-26
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    • 2014
  • This research was implemented to investigate pre-harvest sprouting characteristics in two Korean rice cultivars, Shindongjin (SDJ) and Hopum (HP). The panicles of both varieties were sampled after 15 days after heading (DAH) to 60 DAH at intervals of 5 days. As soon as sampled, the panicles were imbibed in water for 14 days at $25^{\circ}C$ to determine the vigor and germination ability of seeds according to location on panicle. To investigate the cause of non-germination of seeds in panicles, tetrazolium test and dormancy breaking were performed. The preharvest sprouting of HP started at 20 DAH while that of SDJ began at 30 DAH. The germination of seeds located in high rank branches within a panicle and the terminal seeds within a branch were earlier and faster and the germination patterns were same in both cultivars. The times at more than 50% of germination in a panicle were 35 DAH (57.0%) in HP and 45 DAH (56.8%) in SDJ. Preharvest sprouting was more than 80% at 50 DAH (82.6% of HP, 92.3% of SDJ) and more than 99% at 60 DAH (99.5%, 99.4%, HP and SDJ). These results indicated that the rate of PHS in a panicle increased with accumulation of the days after heading. The cause of non-germinated seeds at 15-25 DAH in panicle was immature embryo. After 30 DAH, however, when the non-germinated seeds were hulled, they started to germinate due to dormancy breaking, in which the germination percentage was higher in SDJ than HP. In conclusion, the pre-harvest sprouting varied according to days after heading, the seed position on panicle, and the dormancy intensity of varieties.

Effect of Additional Nitrogen Fertilizer Application on Decreasing of Preharvest Sprouting in Winter Wheat (질소 추비시용이 밀 수발아 억제에 미치는 영향)

  • Kim, Young-Jin;Kim, Hag-Sin;Kang, Cheon-Sik;Kim, Kyoung-Hun;Hyun, Jong-Nae;Kim, Kee-Jong;Park, Ki-Hun
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.58 no.2
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    • pp.169-176
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    • 2013
  • Preharvest sprouting seriously reduces milling and baking quality of hard winter wheat (Triticum aestivum L.) grain. To determine the effect of nitrogen fertilizer application on decreasing of preharvest sprouting, several levels of N-fertilization were conducted in two winter wheat cv. Keumkang and Jokyung, grown in Iksan. Nitrogen fertilization is used to increase grain yield and protein content. Grain yield increased at 108kg/ha (50% increased nitrogen to the standard) application and decreased as more nitrogen was applied. There was a linear increase in grain protein contents with increasing level of nitrogen application. Germination rate, germination index and ABA sensitivity were gradually reduced by increasing of nitrogen application level. Preharvest sprouting showed a significantly correlation to germination rate but could not be correlated to protein content and falling number. A significant positive correlation was detected between preharvest sprouting and different additional nitrogen fertilizer levels.

Effect of Pre-Harvest Sprouting on Seed Viability, Germination and Seedling Emergence Rate of Rice (벼 수발아가 종자 활력, 발아율 및 입모율에 미치는 영향)

  • Shon, Jiyoung;Kim, Junhwan;Jung, Hanyoung;Kim, Bo-Kyung;Choi, Kyung-Jin;Yang, Woonho
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.59 no.4
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    • pp.427-434
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    • 2014
  • This study aimed to investigate the effects of pre-harvest sprouting (PHS)-damaged grains of rice on seed viability, germination percentage and seedling emergence rate. As comparing the seed lots of same cultivar 'Hopum' with different PHS percentages, seed lot with 8% PHS (high PHS percentage) showed 30% lower germination than that with 1% PHS (low PHS percentage). The difference of seedling emergence rate and seed viability percentages between the two seed lots was consistent with that of germination percentage. PHS-damaged brown rice was observed protruded embryo, discolored endosperm and fungi infected grains. PHS grains were classified into two groups, PHS-I showing endosperm discoloration in one third of a grain and PHS-II in more than half of a grain. The seed lot with high PHS percentage had much more PHS-II grains than that of low PHS percentage. PHS-II grains showed remarkably lower germination percentage than PHS-I grains and got severely moldy during germination test. In laboratory experiment, morphological changes and re-germination ability of seeds which dried after germination by soaking were tested. Sprouted seeds of 3mm shoot length showed half discolored endosperm and had a strong resemblance with PHS-II grains. Re-germination percentage of 3mm sprouted seeds sharply decreased than 2 mm sprouted seeds. Sprouted seeds which were treated for accelerated-aging (AA) for 24hr at $45^{\circ}C$ were significantly reduced in re-germination percentage compared to that of non-AA-treated sprouted seeds. These results indicate that PHS with over 3mm shoot length can severely damage not only grain appearance but also seed viability, germination percentage and seedling emergence rate. Therefore, we conclude that larger difference of germination percentage or seedling emergence rate between seed lots having smaller difference of PHS percentage might be caused by accelerated seed deterioration in PHS-damaged rice grains.

Varietal Difference in Viviparous Germination at Different Days after Heading and Temperature Conditions in Rice (출수후 경과일수 및 온도에 따른 벼 품종간 수발아성의 차이)

  • 서기호;김용욱
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.39 no.2
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    • pp.187-192
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    • 1994
  • This study was conducted to investigate varietal difference in viviparous germinability at different days after heading and temperature conditions. Three Japonica rice varieties, Sobaekbyeo, Odaebyeo and Hwaseongbyeo, and Sare type rice variety, Jakwangdo, showed higher viviparous germination rate from 20 days after heading, while a Tongil type rice, ]ungwonbyeo, and a Indica varieyt, IR-20, showed still low viviparous germination at 40 days after heading. Viviparous germination rate of rice varieties observed at 4 and 10 days after incubation was greately increased with increasing temperature from 15$^{\circ}C$ to 3$0^{\circ}C$ , and germination rate less than 5% was observed at 4 days after incubating at 15$^{\circ}C$ in all rice varieties teased. Viviparous germination pattern of rice varieties was divided into two types. Three Japonica and Sare type rice varieties showed higher and faster in viviparous germination than a Tongil type and Indica rice verieties. Viviparous germination was delayed under day /night fluctuation of incubation temperature compared with day /night fluctuation of incubation temperature compared with day /night constant condition at the same average temperature. The optimum incubation temperature and duration to evaluate viviparous germinability of rice varieties were 25/15$^{\circ}C$ and 6 days, respectively.

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Development on the Auto Showering system of Bed type for Elderly (고령자를 위한 와상형 자동 샤워링 시스템 개발)

  • Hong, Jae-Soo;Kim, Jong-Hyun;Chun, Keyoung-Jin;Lee, Young-Sig
    • Proceedings of the KAIS Fall Conference
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    • 2011.12a
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    • pp.318-321
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    • 2011
  • 한국은 급격한 고령화가 진행 중에 있다. 세계적으로도 유례가 없는 급격한 고령화에 노인시설 및 병원에서 생활하는 고령자의 수 역시 증가하고 있는 추세이다. 시설이나 병원에서 고령자의 샤워수발은 수발자에게는 매우 힘든 노동이 되고 있다. 따라서 본 연구에서는 샤워 수발자의 불편함을 해소할 수 있는 와상형 자동 샤워링 시스템을 개발하는 것을 연구목적으로 한다. 와상형 자동 샤워링 시스템을 개발하기 위하여 본 연구에서는 기존 국외제품의 노즐위치 문제점을 분석하고, 수발자의 수발행위가 최적화될 수 있는 최적노즐위치 구현을 위한 샤워링 테스트, 샤워링시뮬레이션 등을 사용하여 최적노즐위치를 구현하였다. 또한 적은 노즐 수로 넓은 범위를 효과적으로 세정할 수 있는 스윙노즐을 개발하여 시제품에 적용하였다. 샤워링 테스트의 노즐위치 최적화결과를 샤워링 시뮬레이션에 적용하여 노즐위치 및 분사각의 최적화를 수행하였고, 이를 실제 시제품 설계에 적용하였다. 본 연구에서는 와상형 샤워링 시스템의 개발에 있어 사용자의 수발부담을 경감할 수 있는 가장 중요한 설계요소를 노즐위치 및 분사각으로 정의하고, 노즐위치 및 분사각도의 최적화를 중심으로 와상형 자동샤워링 시스템 개발 연구를 수행하였다. 본 연구의 사용자 중심 제품개발과정은 앞으로 다양한 고령친화제품을 개발하는데 있어 수발자의 부담을 감소시키고, 고령사용자의 자립생활을 지원하는데 있어 적용 가능할 것으로 사료된다.

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Relationships among Viviporous Germination, Dry-heat Tolerance and Seed Longevity in Milyang 23/Gihobyeo RILs (벼 밀양 23호$\times$기호벼의 재조합 자식계통에서 수발아성,건열 저항성 및 종자수명간 상관관계)

  • Lee, Seung-Yeob;Ahn, Jeong-Ho;Kim, Hyo-Jin;Bae, Jong-Hyang;Eun, Moo-Young
    • Journal of Bio-Environment Control
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    • v.15 no.4
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    • pp.421-427
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    • 2006
  • To investigate the relationships among the traits related seed dormancy in rice, viviparous germination, dry-heat tolerance and seed longevity were tested using 164 M/G RILs ($F_{17}$) derived from the cross between Milyang 23 (Indica/Japonica) and Gihobyeo (Japonica). At 40 days after heading, the viviparous germination rates of Milyang 23 and Gihobyeo were 0.0 and 7.0%, respectively. The averaged viviparous germination rate of 164 MIG RILs was 3.2%, and their range was from 0.0 to 50.9%. In dry-heat treatment at $90^{\circ}C$ for 24 h followed by the pre-drying at $40^{\circ}C$ for 2 days, Milyang 23 showed higher germinability (98.6%,2.7 days to $T_{50}$) than Gihobyeo (37.6%, 12.9 days to $T_{50}$), and the mean germination rate of 164 M/G RILs was 72.4%. In 54 months after harvest, the germinability in Milyang 23 and Gihobyeo were 90% and 0%, and 71 lines among 164 M/G RILs showed the germinability over 90%. The relationship between seed longevity and dry-heat tolerance was linearly correlated with high positive correlation coefficient. The relationships between seed longevity and viviparous germination, and viviparous germination and dry-heat tolerance were linearly correlated with high negative correlation coefficient. Milyang 23 had higher tolerance against high dry-heat, viviparous germination and long-term storage than Gihobyeo, and 164 M/G RILs showed the medium values of parents.

Elderly Caregiving and Health : Analysis of the mediate effect of social network and Satisfaction (노년기 수발 경험에 따른 건강 변화 : 사회적 관계망과 만족도의 매개효과 분석)

  • Lee, Seo-yeon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.10
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    • pp.642-651
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    • 2017
  • This study aimed to examine the changes in the health status, social network and satisfaction of caregivers as a result of caregiving using a structural equation model. As a result, it was found that caregiving increased the level of depression and decreased the subjective health status in both men and women. The social network and satisfaction were found to differ according to gender. For the women caregivers, caregiving affected their subjective health status and depression. In the case of the men caregivers, the total effect of caregiving on their subjective health was 1.087(p<.05), while the indirect effect was 0.546(p<.05). Also, caregiving affected the subjective health status of the male caregivers through the functional family network as a mediating factor(0.42, p<.01). The results suggest the necessity to take these gender differences into consideration when discussing the health of caregivers. Also, the functional family network needs to be strengthened to prevent the deterioration of the health status of male caregivers.

Effects of Plant Growth Regulator Treatments During the Grain Filling Period on Seed and Viviparous Germination in Rice (벼 등숙기의 생장조절제처리가 종실 및 수발아에 미치는 영향)

  • Sa, Jong-Goo;Kim, Kee-Sik;Han, Se-Ki;Huh, Beom-Lyang;Kim, Kwang-Ho
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.33 no.3
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    • pp.262-269
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    • 1988
  • Experiments were conducted to find out the method of reducing viviparous germination of rice seeds using growth regulators during grain filling period. Among the recommended varieties, early Japonica type showed higher rate of viviparous germination, while late Japonica type and Tongil type varieties did not show viviparous germination in field condition. Grain showed high germination ability from 30 days of grain filling period in Daeseongbyeo of Japonica type and 35 days in Taebackbyeo of Tongil type. Growth regulators, NAA, CMH and Reglone were effective for reducing viviparous germination to the two rice varieties and three treatment stages in this experiment. NAA and CMH were most effective at 100 ppm and Reglone was at 0.4-0.6% concentration. Germination rates of rice seed were not different from non-treatment when NAA CMH were treated, while Reglone lowered germination rate. NAA and CMH had no effects on grain filling rate for both varieties, which showed high grain filling rate as the non-treatment, but Reglone results low grain filling rate. Grain color was not changes when NAA was applied, while CMH and Reglone made a lot of grain to dark brown as the concentration became higher. When grain were hulled, NAA had no difference with the non-treatment whereas CMH and Reglone had lower rate of perfect brown rice when they were applied at 20-30 days after heading.

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