This study was aimed to find yield prediction model of Italian ryegrass using climate big data and geographic information. After that, mapping the predicted yield results using Geographic Information System (GIS) as follows; First, forage data were collected; second, the climate information, which was matched with forage data according to year and location, was gathered from the Korean Metrology Administration (KMA) as big data; third, the climate layers used for GIS were constructed; fourth, the yield prediction equation was estimated for the climate layers. Finally, the prediction model was evaluated in aspect of fitness and accuracy. As a result, the fitness of the model (R2) was between 27% to 95% in relation to cultivated locations. In Suwon (n=321), the model was; DMY = 158.63AGD –8.82AAT +169.09SGD - 8.03SAT +184.59SRD -13,352.24 (DMY: Dry Matter Yield, AGD: Autumnal Growing Days, SGD: Spring Growing Days, SAT: Spring Accumulated Temperature, SRD: Spring Rainfall Days). Furthermore, DMY was predicted as 9,790±120 (kg/ha) for the mean DMY(9,790 kg/ha). During mapping, the yield of inland areas were relatively greater than that of coastal areas except of Jeju Island, furthermore, northeastern areas, which was mountainous, had lain no cultivations due to weak cold tolerance. In this study, even though the yield prediction modeling and mapping were only performed in several particular locations limited to the data situation as a startup research in the Republic of Korea.

The objective of this study was to select a model showing high-levels of interpretability which is high in R-squared value in terms of predicting the yield in the mixed pasture using the factors of fertilization, seeding rate and years after pasture establishment in steps, as well as the climate as a basic factor. The processes of constructing the yield prediction model for the mixed pasture were performed in the sequence of data collection (forage and climatic data), preparation, analysis, and model construction. Through this process, six models were constructed after considering climatic variables, fertilization management, seeding rates, and periods after pasture establishment years in steps, thereafter the optimum model was selected through considering the coincidence of the models to the forage production theories. As a result, Model VI (R squared = 53.8%) including climatic variables, fertilization amount, seeding rates, and periods after pasture establishment was considered as the optimum yield prediction model for mixed pastures in South Korea. The interpretability of independent variables in the model were decreased in the sequence of climatic variables(24.5%), fertilization amount(17.8%), seeding rates(10.7%), and periods after pasture establishment(0.8%). However, it is necessary to investigate the reasons of positive correlation between dry matter yield and days of summer depression (DSD) by considering cultivated locations and using other cumulative temperature related variables instead of DSD. Meanwhile the another research about the optimum levels of fertilization amounts and seeding rates is required using the quadratic term due to the certain value-centered distribution of these two variables

조사료 재배 적지 기준 설정을 위한 연구의 일환으로, 국가적 사업으로 구축되어 있는 토양과 기후 데이터베이스를 이용하여, Italianryegrass (Lolium multiflorum Lam., IRG)를 대상으로 강원도에서의 재배 가능 지역을 분류하였다. 토양 데이터베이스는 국립농업과학원의 흙토람에서, 기상 데이터베이스는 국립농림기상센터에서 받았다. 토양 요인 항목으로는 토양물리성인 토성, 배수, 경사, 유효 토심 및 암반노출 등, 토양 화학성인 토양 산도, 토양 염류도 및 유기물 함량 등을 선정하고, 이들의 기준값 및 가중치를 설정하였다. 기후 요인 항목으로는 1월 일최저평균온도, 3~5월의 평균온도,9~12월의 5'C 이상 일수, 10월~익년 5월의 강수일수와 강수량을 선정하고 기준값 및 가중치를 설정하였다. 토양 요인의 관점에서 강원도에서 IRG의 재배가능지 및 재배최적지는 영동지방의 경우 고성, 속초, 양양, 강릉, 동해 및삼척이며 주로 경사가 완만한 해안 지역에 분포하고 있었다. 영서지방은 철원, 양구, 춘천,원주, 횡성, 평창 및 정선에 주로 분포하고 있었다. 단 영동지방의 경우 서쪽 급경사인 태백산맥은 재배불가지이며, 경사가 완만한 해안지역을 중심으로 재배가능지 이상이었다. 기후요인의 관점에서 강원도에서 IRG의 재배가능지 또는 재배최적지로 영동지방의 경우 고성,속초, 양양, 강릉, 동해 및 삼척의 해안 지역이해당되었다. 영서지방의 경우 대부분의 지역이 재배 불리 지역으로 분류되었다. 일부 춘천과원주에서 60점 이상인 지역에서는 재배 관리에신중을 기해야 한다.

본 연구는 수확시기에 따른 사일리지용 옥수수의 생육특성을 구명하고자 2010년 4월 19일 파이오니아 31N27 품종을 수원 지방에 파종하였다. 7월 10일부터 9월 20일까지 10일 간격으로 수확하여 건물률과 수량조사를 하였다. 경엽의 건물률은 수확시기가 늦어질수록 꾸준히 증가하다가 9월 10일 가장 높은 58.5%를 보였고 그 이후에는 감소하였고(p < 0.05), 암이삭의 건물률은 직선적으로 증가하였으며 전체 건물률도 지속적인 증가를 보였으며(p

Sixteen cultivars of corn(Zea mays L.) hybrids have been recommended as the government recommended corn hybrids since 1984, however, their forage performances have been mostly tested at two locations, such as Suweon and Sunghwan in the Middle parts of Kor

The productivity and utilization of four different grasdlegume pastures for grazing management were examined. The pasture mixtures used in this study were orchardgrass + ladino clover (Tl), orchardgrass + alfalfa (T2), perennial ryegrass + alfalfa (T3), a

This experiment was canied out to investigate the effects of endophyte status(end0phyte-free and -infect) and cutting frequency(3, 4, 5 and 6 timeslyear) on the agronomic characteristics, DM yield and weed development of tall fescue(Festuca arundinacea Sc

This experiment was canied out to determine the effects of nitrogen (N) fertilization level (0, 70, 140, 280 and 420 k a a ) on the grass growth, dry matter (DM) production, numtive value, and botanical composition in reed canarygrass (Phalaris ancndinace

This experiment was undertaken to determine the effect of pasture ages on the total production and seasonal yield trends, botanical composition and forage quality of pasture mixtures. This experiment was conducted at the Livestock Experiment Station, RDA,

우리나라에 있어서 사일리지용 옥수수(Zea mays L.)는 널리 재배가 되고 있지만 실제로 농가의 포장에서 옥수수의 사초로서 이용에 관한 연구 보고가 없는 실정이다. 따라서 경기도 여주 및 이천에서 1988년에 8개 농가 1989년에 13개 낙농가를 선정하여 사일리지용 옥수수의 재배 실태를 연구 조사하였다. 1988년에 농가생산 옥수수의 암이삭 착생주율은 75.3%. ha당 재식밀도는 75,826주, 암이삭 비율은 38.3% 그리고 수확시 건물률은 2

The agronomic performance of four introduced corn(Zea mays L.) hybrids and a domestic hybrid Suwon 19(control) was compared for silage production in the Middle Northwestern Coast(MNWC). Middle Southwestern Coast(MSWC) and Middle Northern Inland(MN1) regio

고산지대에서 사향지(남향 및 북향) 및 표고별(800m, 1,000m 및 1,200m)에 따른 초지의 사초 건물수량, 품질 및 직생비율변화를 조사하기 위하여 1985년의 목초생육기간중에 시험조사를 수행한 결과는 다음과 같다. 1. 고산지대 초지의 사초 총 건물수량은 사향지 및 표고에 따른 영향을 받았고 표고 1,000m에서 남향 및 북향초지의 평균 사초 수량은 ha당 9,301kg이었으며, 표고 800m에서는 10,274kg로 초지의 생산성은 표고가 2

This experiment was carried out to investigate the effects of liming, manure application, and inoculation with Rhizobium on the early growth, nodulation, seedling establishment, winter survival, and forage yield and quality of alfalfa(Medicago sativa L.)