• 제목/요약/키워드: the agriculture

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기계학습을 활용한 오리사 바닥재 수분 발생량 분석 (Estimation of Duck House Litter Evaporation Rate Using Machine Learning)

  • 김다인;이인복;여욱현;이상연;박세준;크리스티나;김준규;최영배;조정화;정효혁;강솔뫼
    • 한국농공학회논문집
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    • 제63권6호
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    • pp.77-88
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    • 2021
  • Duck industry had a rapid growth in recent years. Nevertheless, researches to improve duck house environment are still not sufficient enough. Moisture generation of duck house litter is an important factor because it may cause severe illness and low productivity. However, the measuring process is difficult because it could be disturbed with animal excrements and other factors. Therefore, it has to be calculated according to the environmental data around the duck house litter. To cut through all these procedures, we built several machine learning regression model forecasting moisture generation of litter by measured environment data (air temperature, relative humidity, wind velocity and water contents). 5 models (Multi Linear Regression, k-Nearest Neighbors, Support Vector Regression, Random Forest and Deep Neural Network). have been selected for regression. By using R-Square, RMSE and MAE as evaluation metrics, the best accurate model was estimated according to the variables for each machine learning model. In addition, to address the small amount of data acquired through lab experiments, bootstrapping method, a technique utilized in statistics, was used. As a result, the most accurate model selected was Random Forest, with parameters of n-estimator 200 by bootstrapping the original data nine times.

Sclareol Protects Staphylococcus aureus-Induced Lung Cell Injury via Inhibiting Alpha-Hemolysin Expression

  • Ouyang, Ping;Sun, Mao;He, Xuewen;Wang, Kaiyu;Yin, Zhongqiong;Fu, Hualin;Li, Yinglun;Geng, Yi;Shu, Gang;He, Changliang;Liang, Xiaoxia;Lai, Weiming;Li, Lixia;Zou, Yunfeng;Song, Xu;Yin, Lizi
    • Journal of Microbiology and Biotechnology
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    • 제27권1호
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    • pp.19-25
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    • 2017
  • Staphylococcus aureus (S. aureus) is a common gram-positive bacterium that causes serious infections in humans and animals. With the continuous emergence of methicillin-resistant S. aureus (MRSA) strains, antibiotics have limited efficacy in treating MRSA infections. Accordingly, novel agents that act on new targets are desperately needed to combat these infections. S. aureus alpha-hemolysin plays an indispensable role in its pathogenicity. In this study, we demonstrate that sclareol, a fragrant chemical compound found in clary sage, can prominently decrease alpha-hemolysin secretion in S. aureus strain USA300 at sub-inhibitory concentrations. Hemolysis assays, western-blotting, and RT-PCR were used to detect the production of alpha-hemolysin in the culture supernatant. When USA300 was co-cultured with A549 epithelial cells, sclareol could protect the A549 cells at a final concentration of $8{\mu}g/ml$. The protective capability of sclareol against the USA300-mediated injury of A549 cells was further shown by cytotoxicity assays and live/dead analysis. In conclusion, sclareol was shown to inhibit the production of S. aureus alpha-hemolysin. Sclareol has potential for development as a new agent to treat S. aureus infections.

환경보전형 농업종사자의 영농의식 및 실태에 관한 연구 (A Study on the Status and Farming Consciousness of Environmental Farmers - Based on Hongsung, Chungnam Province -)

  • 배성의;이승복
    • 농촌지도와개발
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    • 제8권1호
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    • pp.121-132
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    • 2001
  • The purpose of the study was to search for the developmental plan of the environmental agriculture by investigating the farming consciousness and the actual condition of farmers engaged in environmental agriculture. A case study along with personal interviews were carried out to investigate the farming consciousness and actual conditions of environmental agriculture in Hongsung area. The results of the study were as follow; 1) Farmers engaged in environmental agriculture had higher educational level and was generally younger in age than that of farmers in general. There were many Christians among the farmers engaged in environmental agriculture, however, there was no significant difference in terms of religion and farming career between the groups of practicing and non-practicing environmental agriculture. 2) Farmers practicing environmental agriculture were more interested in preservation of agricultural environment than the higher prices of agricultural products. 3) Most of the farmers practicing environmental agriculture wanted to take technical education on environmental agriculture and were highly interested in the preserving traditional agricultural style. 4) Farmers practicing environmental agriculture were more satisfied with a present farming life as well as government's agricultural policy than non-practicing farmers, and had plan for increasing scale of farm.

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한국 유기농업의 현황 및 향후 유기농업 교육과 연구 (Situation of Korean Organic Farming and its Education and Research in the Future)

  • 손상목
    • 한국유기농업학회지
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    • 제10권2호
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    • pp.67-83
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    • 2002
  • In the paper, the actual situation of Korean organic agriculture and its development history regards to basic skills of organic farming were reported. And an education for organic farming in the universities with schools of agriculture in European countries was also reported to deliver the information on the course of organic agriculture for Korean Universities facing the problem which have a lower admission competition than previous Year. The examination for organic engineer certificate which was introduced in 2001 and the proposed government research institute, so called "Research Center of Organic Agriculture" were also shortly discussed. In the conclusion, \circled1 the establishment of "research Center of Organic Agriculture" which should by attached RDA for the systematic approach of research for organic agriculture and the test of agricultural materials using for organic farming, \circled2 department of organic agriculture in the Universities with schools of agriculture to offer next generation an opportunity to learn an organic farming parallel to conventional farming, \circled3certification body system by third party, and \circled4 full support by Korean government and scientist society for "Asian Research Network of Organic Agriculture (ARNOA)" headquartered in Korea as international research organization were strongly suggested.

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선진 농업경영인 특성에 관한 연구 -대산농촌문화상 수상자들의 공적 내용을 중심으로- (A Study on the Characteristics of Advanced Farm Managers - Focusing on the Achievement Contents of the Prize Winners of the Daesan Rural Culture Award -)

  • 이소영;주진수;신용광;김종숙
    • 현장농수산연구지
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    • 제21권2호
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    • pp.87-101
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    • 2019
  • This study analyzed the executive characteristics of farmers in the achievement contents of prize winners who can be called advanced farmers. According to the analysis, advanced farmers were responsible for developing new agricultural technologies and extending into farmers in the 1990s to increase productivity. In the 2000s, individual farmers were organized to contribute to regional agricultural development by the advanced farmers. In the future, advanced farmers should play a role in the sustainable agriculture through the multi functional value oriented agriculture.

Mapping of Quantitative Trait Loci on Porcine Chromosome 7 Using Combined Data Analysis

  • Zuo, B.;Xiong, Y.Z.;Su, Y.H.;Deng, C.Y.;Lei, M.G.;Zheng, R.;Jiang, S.W.;Li, F.E.
    • Asian-Australasian Journal of Animal Sciences
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    • 제17권10호
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    • pp.1350-1353
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    • 2004
  • To further investigate the regions on porcine chromosome 7 that are responsible for economically important traits, phenotypic data from a total of 287 F2 individuals were collected and analyzed from 1998 to 2000. All animals were genotyped for eight microsatellite loci spanning the length of chromosome 7. QTL analysis was performed using interval mapping under the line-cross model. A permutation test was used to establish significance levels associated with QTL effects. Observed QTL effects were (chromosomewide significance, position of maximum significance in centimorgans): Birth weight (<0.01, 3); Carcass length (<0.05, 80); Longissimus muscle area (<0.01, 69); Skin percentage (<0.01, 69); Bone percentage (<0.01, 74); Fat depths at shoulder (<0.05, 54);Mean fat depth (<0.05, 81); Moisture in m. Longissimus Dorsi (<0.05, 88). Additional evidence was also found which suggested QTL for dressing percentage and fat depths at buttock. This study offers confirmation of several QTL affecting growth and carcass traits on SSC7 and provides an important step in the search for the actual major genes involved in the traits of economic interest.

도시농업 교육 프로그램 평가에 관한 연구 -경기도농업기술원 도시농업지도자 과정을 중심으로- (A Study on Assessment of Urban Agriculture Education Program: Focused on Urban Agriculture Instructor Course at Gyeonggi Provincial Agricultural Research & Extension Services)

  • 장보경;최윤지;조정주
    • 농촌지도와개발
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    • 제19권2호
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    • pp.273-299
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    • 2012
  • This study examined importance and performance of urban agriculture education program of the trainees who attended urban agriculture education, and suggested reformation of urban agriculture instructor course of Gyeonggi Provincial Agricultural Research & Extension Services by IPA models. The investigation was done on October 7, 2011. The subject was 40 trainees of urban agriculture instructor course of Gyeonggi Provincial Agricultural Research & Extension Services. The study suggested reformation of urban agriculture education program based on the findings as follow: Firstly, the instructors should teach trainees not theoretically but practically to let the trainees make use of learning at urban agriculture. Secondly, teaching material that is not theoretically but practical enough to apply it to actual urban agriculture should be supplied. Thirdly, urban agriculture education should be done not theoretically but practically considering its characteristics. Theoretical contents have been already included in teaching material, and practice oriented education should be done to let trainees put theory into practice on-the-spot. Practice oriented education should be supported in the planning future education. In addition future urban agriculture education program should consider importance as well as practice of educational contents, lecturers, operations and facilities.

농업·농촌의 사회·문화적 기능 가치 평가 (Assessing Economic Value of Social-cultural Function of Korean Agriculture)

  • 성재훈;김수석;유찬희;조원주;강경수
    • 농촌계획
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    • 제26권4호
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    • pp.15-26
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    • 2020
  • Although the demand and awareness of public regarding social-cultural functions of agriculture and rural areas would increase recently, the sustainability of them has continuously decreased. To derive policy directions for improvements of social-cultural functions of agriculture and rural areas, This study analyzed willingness to pay for social-cultural functions of agriculture and rural areas and its determinants by uisng contigent valuation method. The results show that the willingness to pay for social-cultural functions of agriculture and rural areas is positively affected by awareness of the importance of agriculture, interest in problems regarding agriculture in Korea, awareness of social functions of agriculture, and experience in rural life. These results would imply that policies for the improvement of public awareness and experiences increase the value of social-cultural functions of agriculture and rural areas. In addition, the results imply that more diverse education programs and activities are required in order to change awareness of future generations in response to decreases in population having experiences in agriculture and rural life due to urbanization. Lastly, the results show that the average willingness to pay for social-cultural functions of agriculture and rural areas is about 35,600 won, and total willingness to pay for social-cultural functions of agriculture and rural areas is about 998.3 billion won. This is much larger than the government budget on enhancement of social-cultural functions of agriculture and rural areas in 2019. This difference between government budget and the total willingness to pay implies that Korean government would be required more positive policies to maintain and enhance social-cultural functions of agriculture and rural areas.