• Title/Summary/Keyword: Non-agricultural facilities

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Detection of E.coli biofilms with hyperspectral imaging and machine learning techniques

  • Lee, Ahyeong;Seo, Youngwook;Lim, Jongguk;Park, Saetbyeol;Yoo, Jinyoung;Kim, Balgeum;Kim, Giyoung
    • 농업과학연구
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    • 제47권3호
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    • pp.645-655
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    • 2020
  • Bacteria are a very common cause of food poisoning. Moreover, bacteria form biofilms to protect themselves from harsh environments. Conventional detection methods for foodborne bacterial pathogens including the plate count method, enzyme-linked immunosorbent assays (ELISA), and polymerase chain reaction (PCR) assays require a lot of time and effort. Hyperspectral imaging has been used for food safety because of its non-destructive and real-time detection capability. This study assessed the feasibility of using hyperspectral imaging and machine learning techniques to detect biofilms formed by Escherichia coli. E. coli was cultured on a high-density polyethylene (HDPE) coupon, which is a main material of food processing facilities. Hyperspectral fluorescence images were acquired from 420 to 730 nm and analyzed by a single wavelength method and machine learning techniques to determine whether an E. coli culture was present. The prediction accuracy of a biofilm by the single wavelength method was 84.69%. The prediction accuracy by the machine learning techniques were 87.49, 91.16, 86.61, and 86.80% for decision tree (DT), k-nearest neighbor (k-NN), linear discriminant analysis (LDA), and partial least squares-discriminant analysis (PLS-DA), respectively. This result shows the possibility of using machine learning techniques, especially the k-NN model, to effectively detect bacterial pathogens and confirm food poisoning through hyperspectral images.

Development Process of Agriculture And Technology -A Case Study of Korea

  • Gajendra-Singh;Ahn, Duck-Hyun
    • 한국농업기계학회:학술대회논문집
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    • 한국농업기계학회 1993년도 Proceedings of International Conference for Agricultural Machinery and Process Engineering
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    • pp.109-118
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    • 1993
  • Development process of agricultural technology has been studied with a case study of Korean agriculture. Technological is considered as a transformer of inputs into outputs and hence technological appropriateness, an important aspect of agricultural development strategies, is considered as a dynamic concepts. Considering the concept of agricultural system as a delivery system for providing essential materials and services to producers and consumers, it has been divided into two major groups of dimensions vis. external challenge dimensions and internal response dimensions. Market, investment and agro-ecosystem constitute the external challenge dimensions : whereas trade , technology as well as production and resources allocation constitute internal response dimensions. The system manager is responsible for maintaining equilibrium in the mentioned six sub-systems. Two kinds of alternatives paths of technological development viz. land saving technology and labour saving technolog have been studied. Technology is considered as a combination of four basic components viz. facilities, abilities, facts and frameworks. Adoption of innovation in agriculture depends on profitability, awareness, risk aversion, financial capacity, institutional infrastructure, availability of physical inputs and adaptability to the local conditions. For a cast study of Korea, changes in the agricultural system through external challenge dimensions are investigated. The impacts of industrialization on agro-ecosystem reported are shift of labour from the agricultural sector to non-agricultural sectors and continuously increasing demand of farm the agricultural sector to non-agricultural sectors accompanied by increase in land prices. The impacts on the commodity market discussed are shift in demand from rice, barley and other cereals to meat , dairy products and vegetables : and increasing in supply capacity of agricultural inputs. The process of agricultural development from 1962 to 19 1 9 (i.e. from start of the first to the end of the sixth five year plan) are also discussed in details with several policy measures taken. The trend of agricultural income and productivity are also analyzed. The main cause of increase in the agricultural income is considered as increase in labour productivity. The study revealed that during the span of 1965-88, holding size has not changed significantly, but both the land and labour productivity increased and so did the agricultural income. R&D activities in Korea have changed over time in three stages vix. import of improved technology, localization by adaptive research and technological mastery. For the new technology to be made affordable to farmers, policy measures like fertilizer and food grain exchange system, dual price system in rice and barely and loan for machinery were strengthened.

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일본에 있어서 농촌지역개발주체의 존재형태와 변화방향에 관한 연구 (The Existing Types of Public and Private Actors for Managing The Rural Development Programs & Facilities in Japan)

  • 윤원근
    • 농촌지도와개발
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    • 제18권3호
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    • pp.665-691
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    • 2011
  • The implementation of an place-based rural policy requires changes in the intra-governmental relations and between the public and private sectors and civil society. Over the past decades, Japan has been increasingly devolving and decentralizing public responsibilities and resources to sub-national government levels. There is assumption that such transfers produce more efficiency in terms of public management and create better conditions for economic development. At the same time, these transfer respond to new expectations of citizens and civil society to participate more closely in the democratic decision-making process. Coordination is also needed at the local level to integrate sectoral approaches, to involve private partners and to achieve the appropriate geographic scale. Local public and private actors join a partnership and pool knowledge and resources. This type of local partnership is characterized by the participation of different actors, including municipalities, sub-regional government institution and development agencies. The participation of private actors(private firms, cooperatives, associations, non-profit organizations, farm organizations, other categories organizations, etc,) is also important.

Contribution of Non-Point Pollution to Water Quality and Runoff Characteristics from Agricultural Area of the Upstream Watersheds of Lake Chinyang

  • Lee, Chun-Sik;Jang, Seong-Ho
    • 한국환경과학회지
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    • 제22권3호
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    • pp.259-267
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    • 2013
  • In this study, non-point source(NPS) contribution was investigated based on flow rates and water qualities of streams into the lake during rainfall events. Event mean concentration(EMC) and the pollution loads were calculated to establish a database for NPS control measurement in the survey area, and so on. The runoff characteristics of NPS were investigated and estimated on the basis of the ratio of an agricultural to forest area in the stream of sub-catch basin during rainfall events. Non-point source pollution loads were also calculated to establish a database for NPS control measure in the upstream lake Chinyang. At a rainfall event, BOD concentrations rise sharply at the early peak time of runoff, however, peaks of TSS concentration were observed at the similar time of peak flow. This was a phenomenon shown at the watersheds caused by forest and geological types. The discharged EMC range was 2.9-4.8 mg/L in terms of BOD. The discharged EMC range was 6.2-8.2 mg/L in terms of SS. The discharged EMCs of T-N and T-P were 1.4-2.5 mg/L and 0.059-0.233 mg/L, respectively. Total BOD loading rate through the 3 tributaries to the lake Chinyang was 1,136 kg/d during dry weather. The upper watershed area of the Nam-river dam in this study was divided into 14 catchment basins based on the Korean guideline for total maximum daily load(TMDL) of water quality pollutants. The higher the agricultural land-use ratio, the more NPS loading rate discharged, but the more occupied a forest area, the lower more NPS loading rate discharged. In an agricultural land-use area more than 20%, the increase of NPS loadings might be dramatically diffused by increasing the integrated complex-use like vinyl-house facilities and fertilizer use etc. according to the effective land-use utilization. The NPS loading rates were BOD 0.3 $kg/ha{\cdot}day$, SS 0.21 $kg/ha{\cdot}day$, TN 0.02 $kg/ha{\cdot}day$, TP 0.005 $kg/ha{\cdot}day$ under less than 10% agricultural land-use. In agricultural land-use of 20%-50%, these values were investigated in the range of 0.32 $kg/ha{\cdot}day$-0.73 $kg/ha{\cdot}day$ for BOD, 0.92 $kg/ha{\cdot}day$-3.32 $kg/ha{\cdot}day$ for SS, 0.70 $kg/ha{\cdot}day$-0.90 $kg/ha{\cdot}day$ TN, 0.03 $kg/ha{\cdot}day$-0.044 $kg/ha{\cdot}day$ for TP.

농업분야 신재생에너지 보급현황 및 파급효과 분석 (The Effects of Renewable Energy in Agricultural Sector)

  • 박지연;김연중
    • 한국산학기술학회논문지
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    • 제20권1호
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    • pp.224-235
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    • 2019
  • 농기계와 시설원예 보급 확대 등으로 인하여 농업부문 에너지 이용량이 증가함에 따라 난방비 등 투입비용의 증가 및 온실가스 배출 등 여러 가지 문제점이 발생하고 있다. 이러한 문제점을 개선하기 위하여 본 연구에서는 시설원예 농업부문 에너지 이용실태를 개략적으로 살펴보고, 면세유, 농사용 전기의 변화 형태를 살펴보았으며, 농업용 신재생에너지 및 에너지 절감시설의 보급현황을 검토하였다. 마지막으로 신재생에너지 및 에너지 절감시설의 보급면적을 조사하고, 신재생에너지와 에너지 절감시설의 에너지 절감비율을 적용하여, 농업부문 신재생에너지 및 에너지 절감시설 보급에 따른 난방비 절감효과, 생산성 증대효과, 정부재정지출절감효과, 온실가스 절감효과, 그리고 석유류 대체효과를 살펴보았다. 주요 분석결과(파프리카)는 다음과 같다. 첫째, 단위면적당 재정지출 절감효과는 열회수환기장치가 300,863원/10a으로 가장 높은 것으로 나타났으며, 국제유가가 상승할수록 신재생에너지 및 에너지 절감시설 보급에 따른 재정지출 절감효과도 증가하는 것으로 나타났다. 둘째, 온실가스 감축에 따른 경제적 총 편익을 계산한 결과 다겹보온커튼이 608.1억 원으로 가장 높게 나타났다. 셋째, 농업부문 신재생에너지 및 에너지 절감시설의 보급은 경유 등 에너지 투입비용을 감소시킴으로써 경영비 절감효과를 가져오는데 열회수환기장치는 3,593천 원/10a의 난방비 등 경영비 절감 효과가 있는 것으로 나타났다. 넷째, 농업부문 신재생에너지 및 에너지 절감시설은 투입비용 절감효과뿐만 아니라 생산성 증대효과도 있다. 지열히트펌프의 경우 9,539kg/10a의 파프리타 생산량 증대효과가 있는 것으로 나타났다. 다섯째, 농업부문 신재생에너지 및 에너지 절감시설의 보급은 경유 등 석유류 투입을 대체하는 효과가 있으며 열회수환기장치는 1,806리터/10a의 석유류 대체효과가 있는 것으로 나타났다.

A study of an oyster monthly forecasting model using the structural equation model approach based on a panel analysis

  • Sukho Han;Seonghwan Song;Sujin Heo;Namsu Lee
    • 농업과학연구
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    • 제49권4호
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    • pp.949-961
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    • 2022
  • The purpose of this study is to build an oyster outlook model. In particular, by limiting oyster items, it was designed as a partial equilibrium model based on a panel analysis of a fixed effect model on aquaculture facilities. The model was built with a dynamic ecological equation (DEEM) system that considers aquaculture and harvesting processes. As a result of the estimation of the initial aquaculture facilities based on the panel analysis, the elasticity of the remaining facility volume in the previous month was estimated to be 0.63. According to Nerlove's model, the adjustment coefficient was interpreted as 0.31 and the adjustment speed was analyzed to be very slow. Also, the relative income coefficient was estimated to be 2.41. In terms of elasticity, it was estimated as 0.08% in Gyeongnam, 0.32% in Jeonnam, and 1.98% in other regions. It was analyzed that the elasticity of relative income was accordingly higher in non-main production area. In case of the estimation of the monthly harvest facility volume, the elasticity of the remaining facility volume in the previous month was estimated as 0.53, and the elasticity of the farm-gate price was estimated as 0.23. Both fresh and chilled and frozen oysters' exports were estimated to be sensitive to fluctuations in domestic prices and exchange rates, while Japanese wholesale prices were estimated to be relatively low in sensitivity, especially to the exchange rate with Japan. In estimating the farm-gate price, the price elasticity coefficient of monthly production was estimated to be inelastic at 0.25.

간석지 제람에 관한 연구 (Study on the Desalinization in Tiolal Land)

  • 이중기
    • 한국농공학회지
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    • 제20권2호
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    • pp.4695-4707
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    • 1978
  • The objeative of this study is to study how to rapidly convert tidal land into cultivable land. The study of a rapid, reasonable desalinization method is conducted at Namyang tidal land which represents soil texture of tidal lands along the south west costa larea of Korea. Therefore, Researches were made at many Pilots in order to find a way of high efficiency of leaching with simpler facilities and cheaper costs. The results of study are briefly summarized as follaws: 1. Subdrainage efficieny is 35%. This is a Poorly drained area, and needs longer leaching desalinization period. 2. The efficieny of desalinization in P.V.C 16 meters plot is the same as that of mole drainage 2 meters plot. P.V.C 4 meters plot has desalinization effect as much as two times compared to P.V.C 16 meters plot. 3. Because the soil texture is silty-clay, desalinization in non-treated plot of sub-drainage and surface drainage desalinization take three times longer period in comparision with P.V.C 4 meters plot. 4. As to the desalinization rate of soluble salt in the soil, the efficieny of desalinization of the topsoil in P.V.C plots was 50% higher than that of mole drainage plot and about 170% higher than that of non-treated plot. In the deep soil salt accumulation at topsoil was observed in non-treated and mole drainage plots, but efficiency in P.V.C polt is about 40 times as high as that of mole drainage and non-treated plot. 5. As to the results of use gypsum and lime as sub-drainage soil improver, gypsum was 60% more efficieny than lime in the continuously inundated plot and 44% in the intermittently inundated plot. The efficieny of gypsum and lime in the intermittently flooded plot is 35% and 42% higher than that of continuously flooded plot reapeaticee1y.

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농촌생활환경정비 대상 시설항목의 선정: 정책적 제안 (The Policy Proposal for Selecting Facility-stems of Rural Living Environment Renewal Program)

  • 윤원근;이상문
    • 농촌계획
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    • 제4권2호
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    • pp.8-19
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    • 1998
  • The problem of outdated and surplus facility-items in existing Rural Living Environment Renewal Program(RLERP) makes this study focus on restricting the range of facility sorts for the purpose of coㅁins with the changing rural living environment. In the four aspects of plan establishment, project implementation, comprehensiveness and linkage between programs, this study made an analysis of the existing RLERP that has 4-stage hierarchy, namely, Gun(county), Myun(primary administrative district), village and project site level Firstly, Myun and upper level policy programs fulfill the comprehensiveness and planning aspects, but have defects in the implementation and linkage aspects. Secondly, the village level programs satisfies more or less the four condition, but give rise to the problems of equity between the project target village and the non-target, and of generalization of the planning method applying to a specific village. At last, project level programs, controlled by several ministries, have defects in comprehensiveness and linkage aspects, exposing the sectoralism of central government. Above all, the existing RLERP has so many facility items, which have led to inefficient investment till now. Therefore, it's necessary that the environmental facilities should be selected(simultaneously reduced ), referring to following 5 criteria. (1) Exception of facilities relating to agricultural production. (2) Confined to public facilities to be constructed by government support. (3) Common-use facilities located in small town and below level area. (4) Consideration of not only the present need but also the future need of rural residents. (5) Reflection of a regional difference of mountain, plane and suburban area. Just 13 kinds of living environmental facilities are finally selected as the result of the selecting work, which can be an new alternative for RLERP. Concludingly, the selected facility items should be integrated into a designated project site by the prepared plan in order to enhance the efficiency of RLERP, investment and also to satisfy the four analytic aspects mentioned above.

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신농촌개발을 위한 농학,공학적 정주생활권 모형의 개발(II) - 토지이용 계획 - (Development of Rural Settlement Planning Model Through Engineering and Agricultural Approach (II) -Analysis of Land Use Planning-)

  • 김홍윤;이신호;이홍주;전우형;정예표;조흥수;김영철
    • 한국농공학회지
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    • 제35권3호
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    • pp.63-73
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    • 1993
  • For a systematic approach to rural settlement planning, socio-economic and land use potentialities were analysed in 10 villages("Ri", the lowest-order administrative unit in Korea)of Izuk-myun, Anseong-gun, Kyeonggi province, the model area in this study. Socio-economic potentialities, sub-grouped into rural and urban related ones, were analysed by the principal component analysis technique, while land use potentialities by the land suitability system of which the physical analysis is based on geographical information system. The principal component of rurality is strongly related with 5 key variables such as annual increasing rate of farm households, ratio of over 1ha-households, ratio of full-time farmers, ratio of animal rearing households and the principal component of urbanity with 6 key ones such as population density, number of schools, number of shops and servicing facilities, number of daily bus routes, number of non-farm households, percentage of area of housing sites. The analysis procedure of land suitability using the geographical information system were generalized and the results of analysis on village sites and paddy and upland fields were presented. The whole land use planning was presented by the criteria of the land suitability rank and the priority order of land use. land use.

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HSPF를 이용한 농업비점오염원 최적관리방안에 따른 수질개선효과 예측 (Predicting the Effects of Agriculture Non-point Sources Best Management Practices (BMPs) on the Stream Water Quality using HSPF)

  • 이경석;이동훈;안영미;강주현
    • 한국습지학회지
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    • 제25권2호
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    • pp.99-110
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    • 2023
  • 농업지역에서 발생하는 비점오염물질은 타 지역에 비해 넓은 면적에서 배출되기 때문에 수질관리를 위해서는 발생원 제어와 배출수 관리와 같은 다양한 오염원 저감대책이 필요하며, 이를 위해서는 유역특성을 고려한 오염원별 배출량 및 최적관리방안에 따른 수질개선 효과를 정량적으로 파악할 필요가 있다. 이에 본 연구는 Hydrological Simulation Program-FORTRAN(HSPF)모델을 활용하여 유역내 오염원별 부하 및 주요 오염원저감방안에 대한 수질개선효과를 분석하여 농업지역의 비점오염관리대책 수립 지원을 목적으로 하였다. 연구지역은 경남 창녕군 계성천 유역으로 전체 면적대비 농업지역이 약 26.13%로 산림을 제외하고 지배적인 토지이용을 가지며, 주요 오염원은 농업활동에 기인하는 화학비료 및 액비살포와 축사에서 발생하여 야적 또는 농지에 살포되는 축분을 포함하고 있다. 계성천 유역에 대한 HSPF 모델 구축시 화학비료와 액비 사용량, 소규모 축사의 축분 발생량과 공공하수처리장, 분뇨처리장, 마을하수도 및 개인오수처리시설 등 점오염원 영향을 고려하였다. 특히 본 연구에서는 영양염류의 식생흡수, 침적, 흡탈착, 깊은침투에 의한 손실 등 상세 순환기작모의가 가능하도록 NITR 및 PHOS모듈을 활용하였다. 구축된 모델은 유역말단의 2015~2020년 측정값을 토대로 보·검정을 수행하였으며 모델이 유량 및 수질을 적절히 모의하는 것을 확인하였다. 오염저감시나리오는 농업비점관리(배수물꼬관리, 완효성비료와 사용), 축산비점관리(액비저감, 소규모 축사 축분관리), 생활계오염원제어(개인오수처리시설 관리) 등 세 부문으로 구분하고, 달성기간에 따라 단기, 중기, 및 장기로 구분하여 부문별로 단계별 저감대책을 구성하였다. 개별시나리오 모의 결과 수질개선에 효과는 완효성비료의 대체사용>배수물꼬관리>소규모축사 축분관리 순으로 나타났다. 유역 전반에 모든 관리방안을 적용하였을 때 장기적으로 TN, TP의 연간부하량은 각각 40.6%, 41.1%, 연평균 농도는 각각 35.1%, 29.2% 감소되는 효과를 보였다. 본 연구를 통하여 농업활동 우세 유역에서의 다양한 오염원 저감시나리오별 수질개선효과에 대한 예측 및 이에 기반한 오염관리대책 우선순위 도출을 위한 합리적인 방법론을 제시하고자 한다.