• 제목/요약/키워드: climatic environment change

검색결과 179건 처리시간 0.027초

An effective automated ontology construction based on the agriculture domain

  • Deepa, Rajendran;Vigneshwari, Srinivasan
    • ETRI Journal
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    • 제44권4호
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    • pp.573-587
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    • 2022
  • The agricultural sector is completely different from other sectors since it completely relies on various natural and climatic factors. Climate changes have many effects, including lack of annual rainfall and pests, heat waves, changes in sea level, and global ozone/atmospheric CO2 fluctuation, on land and agriculture in similar ways. Climate change also affects the environment. Based on these factors, farmers chose their crops to increase productivity in their fields. Many existing agricultural ontologies are either domain-specific or have been created with minimal vocabulary and no proper evaluation framework has been implemented. A new agricultural ontology focused on subdomains is designed to assist farmers using Jaccard relative extractor (JRE) and Naïve Bayes algorithm. The JRE is used to find the similarity between two sentences and words in the agricultural documents and the relationship between two terms is identified via the Naïve Bayes algorithm. In the proposed method, the preprocessing of data is carried out through natural language processing techniques and the tags whose dimensions are reduced are subjected to rule-based formal concept analysis and mapping. The subdomain ontologies of weather, pest, and soil are built separately, and the overall agricultural ontology are built around them. The gold standard for the lexical layer is used to evaluate the proposed technique, and its performance is analyzed by comparing it with different state-of-the-art systems. Precision, recall, F-measure, Matthews correlation coefficient, receiver operating characteristic curve area, and precision-recall curve area are the performance metrics used to analyze the performance. The proposed methodology gives a precision score of 94.40% when compared with the decision tree(83.94%) and K-nearest neighbor algorithm(86.89%) for agricultural ontology construction.

Consequences of Water Induced Disasters to Livelihood Activities in Nepal

  • Gurung, Anup;Karki, Arpana;Karki, Rahul;Bista, Rajesh;Oh, Sang-Eun
    • 한국환경농학회지
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    • 제31권2호
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    • pp.129-136
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    • 2012
  • BACKGROUND: The changes in the climatic conditions have brought potentially significant new challenges, most critical are likely to be its impact on local livelihoods, agriculture, biodiversity and environments. Water induced disasters such as landslides, floods, erratic rain etc., are very common in developing countries which lead to changes in biological, geophysical and socioeconomic elements. The extent of damages caused by natural disasters is more sever in least developing countries. However, disasters affect women and men differently. In most of the cases women have to carry more burden as compared to their male counterpart during the period of disasters. METHODS AND RESULTS: This study examines the impact of disasters on the local livelihood especially agriculture and income generating activities of women in three districts of Nepal. The study uses the primary data collected following an exploratory approach, based on an intensive field study. The general findings of the study revealed that women had to experience hard time as compared to their male counterpart both during and after the disaster happen. Women are responsible for caring their children, collecting firewood, fetching water, collecting grass for livestock and performing household chores. Whereas, men are mainly involved in out-migration and remained out-side home most of the time. After the disaster occurred, most of the women had to struggle to support their lives as well as had to work longer hours than men during reconstruction period. Nepal follows patriarchal system and men can afford more leisure time as compared to women. During the disaster period, some of the households lost their agricultural lands, livestock and other properties. These losses created some additional workload to women respondent, however at the same time; they learn to build confidence, self-respect, self-esteem, and self-dependency.Although Nepal is predominantly agriculture, majority of the farmers are at subsistence level. In addition, men and women have different roles which differ with the variation in agro-production systems. Moreover women are extensively involved in agricultural activities though their importances were not recognized. Denial of land ownership and denial of access to resources as well as migration of male counterparts are some of the major reasons for affecting the agricultural environments for women in Nepal. CONCLUSION: The shelter reconstruction program has definitely brought positive change in women's access to decision making. The gradual increase in number of women respondent in access to decision making in different areas is a positive change and this has also provided them with a unique opportunity to change their gendered status in society.Furthermore, the exodus out-flow of male counterparts accelerated the additional burden and workload on women.

한강수계의 하천에 대한 직접유출과 기저유출의 기여도 정량화 (Quantifying Contribution of Direct Runoff and Baseflow to Rivers in Han River System, South Korea)

  • 홍지영;임경재;신용철;정영훈
    • 한국수자원학회논문집
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    • 제48권4호
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    • pp.309-319
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    • 2015
  • 국내 하천특성은 기후변화에 의한 계절별 기후변동성과 급속한 경제성장으로 인한 급격한 토지피복의 변화에 의하여 영향을 받아왔다. 이와 관련하여, 하천관리는 수자원이용 등 인간의 활동 뿐 아니라 생태계측면에서도 그 중요성이 커지고 있다. 하천관리의 첫 번째 단계인 직접유출과 기저유출을 포함한 하천특성을 이해하는 것은 지속적인 하천환경을 조성하기 위하여 지대한 기여를 할 수 있다. 그러므로 본 연구의 목적은 효율적인 하천관리를 위해 직접유출과 기저유출을 정량화하여 하천에 미치는 기여도를 산정하는 것이다. 이를 위하여 한강수계에 위치한 71개의 유량관측소에 대하여 BFLOW와 WHAT 프로그램을 이용하여 기저유출 분리를 수행하였다. 그 결과 한강수계의 기저유출비는 0.42에서 0.78의 범위를 가지며, 기저유출비가 50%를 넘는 관측소는 전체 관측소의 76%를 차지하였다. 그러나 산출된 기저유출비는 댐, 저수지, 호수로부터의 방류량과 같은 인위적 영향 때문에 과다산정 되었을 가능성이 있다. 본 연구는 추후 국가적 차원에서 하천관리의 효율성과 안전성을 개선하기 위하여 전략적으로 하천 기능을 조절하는데 기여를 할 것으로 기대한다.

신도시 개발이 도시열섬 형성에 미치는 영향 - 분당신도시와 판교지역을 중심으로 - (Influence of New Town Development on the Urban Heat Islands - ln the Case of Pan-Gyo Area and Bun-Dang New Town -)

  • 송영배
    • 한국조경학회지
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    • 제30권4호
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    • pp.37-46
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    • 2002
  • The main purpose of this research is to discuss the urban heat island which will be caused by urbanization, especially by the construction of new town on a wide green zone. Over the last ten years, five new towns have been developed around the Seoul metropolitan area. However these new towns become bedroom communities and create traffic problems between Seoul and its surrounding areas because of an increase in population and a lack of roads and other infrastructures. The construction of another such new town is under consideration in the Pan-gyo area. But it is important that Pan-gyo remains a wide green zone. Many studies show that green space can play an important role in improving urban eco-meteorological, ameliorative capability and air hygiene. The objective of this study is to analyze the urban heat islands of Bund-Dang Si which was constructed in 1996 and of the Pan-Gyo area planned as new town. To investigate the local thermal environment and its negative effects caused by change of the land use type and urbanization we used LANDSAT TM images for extraction of urban surface temperature according to change of land use over 15 years. These data were analyzed together with digital land use and topographic data. As a study result, we found that the thermal island of this area from 1985 to 1999 rapidly increased with a difference of mean temperature of more than 12'E. Before construction of Bun-Dang Si the temperature of this area was the same as the forest, but during the new town construction in 1991, an urban heat island developed. The temperature of forest with a size of over 50% of the investigation area was lowest, which leads us to conclude that the forest cools the urban and its surroundings. The mean temperature of the residential and commercial area is more than +4.5$^{\circ}C$ higher then forest, so this method of land use is the main factor increasing the urban heat island. Urban heat islands and green space play an important role in urban wind systems, i.e. Thermal Induced Air Exchange and Structural Wind Circulation, because of their special properties with regard to energy balance between constructed urban and land. The skill to allocate land use types in urban areas is a very important planning device to reduce air pollution and induce the fresh cold air from green space. An urban climatic experiment featuring a numerical wind simulation study to show the air corridor will be published in a following research paper.

일최저기온을 이용한 부산의 도시화효과와 도시화 원인과의 상관성 분석 (Analysis of Correlation between the Cause of Urbanization and Urbanization Effect of Busan by Using Daily Minimum Temperatures)

  • 박명희;이준수;안지숙;서영상;한인성;김해동
    • 한국환경과학회지
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    • 제21권12호
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    • pp.1477-1485
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    • 2012
  • This study examined urbanization effects and the causes of urbanization, urban population growth, increase of the city scale, land cover change, and human cultures and economic activities, using the daily minimum temperatures of the past 50 years (1961-2010) with the subject of Busan and analyzed correlations between urbanization effects and the causes of urbanization. Thereby, this paper drew a conclusion as below: 1) Due to the urbanization effects, the average annual daily minimum temperature increased as about $1.2^{\circ}C$; however, except for the factor of urbanization, the increase was shown as about $0.2^{\circ}C$. The occupancy of urbanization effects in the total temperature increase was quite high as about 83%. 2) Just like other cities experiencing urbanization, Busan, too, sees population growth and the expansion of city area as well as increased urbanization effects. First of all, correlation between population growth and urbanization effect was high as 0.96 before 1985 while it was lowered as 0.19 after 1985. Also, correlation between the increase of city area and urbanization effect was high as 0.64 and 0.79 before and after 1985. 3) Regarding the correlation between long-term land use change and urbanization effect, urbanization effect was affected greatly by the increase of city area (0.97) and reduction of green area (0.92). 4) Concerning human activities possible to affect the climatic factors of a city, this paper found the following factors: road length, car increase, power use, and the consumer price index, etc. And regarding the correlation between the three factors and urbanization effect, the correlation was higher in the consumer price index (0.97), the number of registered cars (0.89), power use (0.75), and road length (0.58) in order.

위성자료를 이용한 중국과 몽골 사막주변의 식생수분상태 모니터링 (Vegetation Water Status Monitoring around China and Mongolia Desert using Satellite Data)

  • 이가람;김영섭;한경수;이창석;염종민
    • 한국지리정보학회지
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    • 제11권4호
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    • pp.94-100
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    • 2008
  • 기후 시스템에서 지구온난화는 세계적으로 매우 중요한 문제이고 이는 기후변화, 이상기온, 폭우, 가뭄 등의 문제를 초래한다. 특히 가뭄은 기후변화에 의해 여러 해 동안 진행되어온 사막화를 가속화시킨다. 본 연구의 목적은 중국과 몽골 사막주변의 식생수분상태를 탐지하는 것이다. 본 연구에서는 중국과 몽골 사막 주변의 식생수분지수를 산출하기 위해 1999년부터 2006년까지의 SPOT/VEGETATION 위성 이미지를 이용하여 정규수분지수(NDWI: Normalized Difference Water Index)를 산출하였다. 건조한 상태의 식생은 사막화되기 쉽기 때문에 식생 수분은 사막화의 중요한 지표이다. SPOT/VEGETATION 위성영상의 근적외밴드(NIR)와 단파적외밴드(SWIR)의 밴드간 연산을 통하여 NDWI를 구하여 식생의 수분입자를 측정하였다. 그 결과 1999년부터 2006년까지의 NDWI는 사막주변영역에서 감소하는 경향을 보였고, 그 영역은 몽골 고비사막 북동지역과 중국 타클라마칸 사막의 남동지역에 위치해 있었다.

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Precision monitoring of radial growth of trees and micro-climate at a Korean Fir (Abies koreana Wilson) forest at 10 minutes interval in 2016 on Mt. Hallasan National Park, Jeju Island, Korea

  • Kim, Eun-Shik;Cho, Hong-Bum;Heo, Daeyoung;Kim, Nae-Soo;Kim, Young-Sun;Lee, Kyeseon;Lee, Sung-Hoon;Ryu, Jaehong
    • Journal of Ecology and Environment
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    • 제43권2호
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    • pp.226-245
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    • 2019
  • To understand the dynamics of radial growth of trees and micro-climate at a site of Korean fir (Abies koreana Wilson) forest on high-altitude area of Mt. Hallasan National Park, Jeju Island, Korea, high precision dendrometers were installed on the stems of Korean fir trees, and the sensors for measuring micro-climate of the forest at 10 minutes interval were also installed at the forest. Data from the sensors were sent to nodes, collected to a gateway wireless, and transmitted to a data server using mobile phone communication system. By analyzing the radial growth data for the trees during the growing season in 2016, we can estimate that the radial growth of Korean fir trees initiated in late April to early May and ceased in late August to early September, which indicates that period for the radial growth was about 4 months in 2016. It is interesting to observe that the daily ambient temperature and the daily soil temperature at the depth of 20 cm coincided with the values of about 10 ℃ when the radial growth of the trees initiated in 2016. When the radial growth ceased, the values of the ambient temperature went down below about 15 ℃ and 16 ℃, respectively. While the ambient temperature and the soil temperature are evaluated to be the good indicators for the initiation and the cessation of radial growth, it becomes clear that radii of tree stems showed diurnal growth patterns affected by diurnal change of ambient temperature. In addition, the wetting and drying of the surface of the tree stems affected by precipitation became the additional factors that affect the expansion and shrinkage of the tree stems at the forest site. While it is interesting to note that the interrelationships among the micro-climatic factors at the forest site were well explained through this study, it should be recognized that the precision monitoring made possible with the application of high resolution sensors in the measurement of the radial increment combined with the observation of 10 minutes interval with aids of information and communication technology in the ecosystem observation.

Assembly processes of moss and lichen community with snow melting at the coastal region of the Barton Peninsula, maritime Antarctic

  • Kim, Seok Cheol;Kim, Jun Seok;Hong, Bo Ram;Hong, Soon Gyu;Kim, Ji Hee;Lee, Kyu Song
    • Journal of Ecology and Environment
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    • 제40권1호
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    • pp.55-65
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    • 2016
  • Background: In this article, it was analyzed how snow melting affects the assembly of lichen and moss communities in a small area of the coastal region of Barton Peninsula, which is in maritime Antarctic. In the small area, even though there is a huge gap of difference of the environment between the snow-filled area and snow-melt one, the latter did not have distinctive environmental gradients. Results: Depending on the snow melting time, coverage and species diversity of lichens and mosses tend to increase remarkably. For species with significant changes depending on the snow-covered period, there are Andreaea regularis, crustose lichens, Placopsis contortuplicata, Usnea aurantiaco-atra, and snow algae. In this area, the process of vegetation assembly process has shown the directional development in the order of snow algae${\rightarrow}$crustose, lichen sub-formation${\rightarrow}$fruticose lichen, moss cushion sub-formation (Andreaea sociation)${\rightarrow}$fruticose lichen, and moss cushion sub-formation (Usnea sociation), according to the order of snow melting. These directional development stages are shown in gradual change in small area with the snow melting phenomena. However, in the snow-free area, where water is sufficiently supplied, it is expected that moss carpet sub-formation (Sanionia sociation) will be developed. Vegetation development in the small area with the snow melting phenomena, depending on differences of resistance on snow kill and moisture settled by species in according to the time of snow melting, tolerance model to form community is followed. Conclusions: The research results explain the development of vegetation in the Antarctic tundra and its spatial distribution according to the period for growth of lichens and mosses in the summer time by differences of snow melting in the small area. In the future, if research for the community development process in a large scale will be done, it will be helpful to figure out temporal and spatial dynamic of vegetation in the Antarctic tundra where snow and glaciers melt rapidly due to climatic warming.

위성영상기반 튀니지 사막화 모니터링 및 평가에 관한 연구 (A study for Desertification Monitoring and Assessment based on satellite imagery in Tunisia)

  • 김지원;송철호;박은빈;이종열;최솔이;이은정;이우균
    • 한국지리정보학회지
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    • 제21권4호
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    • pp.91-107
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    • 2018
  • 최근 튀니지는 국토 남쪽의 사하라 사막이 북상하는 추세로 사막화 모니터링과 평가가 요구되고 있다. 본 연구에서는 원격탐사 자료를 활용하여 토지피복 변화를 관찰하고, 정규화식생지수, 표토입자크기지수, 알베도를 산출하여 튀니지의 사막화를 모니터링하였다. 또한, 평가 지표 간 우선순위를 파악하여 Decision Tree (DT)를 구성하였고, 각 사막화 평가 지표, 사막화 등급, 토지피복의 변화빈도와 경향을 확인하였다. 이후, 연구에서 활용한 세 평가 지표와 강수량 간의 상관관계 분석을 수행하였다. 빈도와 경향 분석결과, 튀니지에서는 사막화가 전반적으로 심화되고 있으며, 사막화 정도가 심한 지역이 지리적으로 북상하는 것으로 나타났다. 사막화 평가 지표와 강수량의 상관관계 분석을 시행한 결과, 세 지표 모두 강수량과 높은 상관관계를 갖는 것으로 나타나 강수량의 변화가 튀니지 사막화에 영향을 주고 있음을 확인하였다. 본 연구를 통해 위성영상에 기반한 사막화 지표와 이를 조합하여 평가하는 방식인 Decision Tree, 그리고 토지피복 변화 경향을 고려하는 다양한 방법론의 활용성이 제고되었다.

난대 상록활엽수림과 곰솔림 임분 특성 및 NVOCs 발산 특성 (Stand Characteristics and NVOCs Emission Characteristics in Warm Temperate Evergreen Broadleaf Forests and Pinus thunbergii Forest)

  • 김광일;김상미;박인택;이계한;오득실
    • 한국환경생태학회지
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    • 제36권4호
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    • pp.402-412
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    • 2022
  • 본 연구는 주요 난대 상록활엽수종인 붉가시나무, 구실잣밤나무, 동백나무, 황칠나무 등 4종 임분과 곰솔림을 대상으로 2019년 5월~2020년 1월까지 각 산림의 임분 특성 및 NVOCs 발산특성을 알아보고자 수행되었다. 분석 결과, 각 조사구의 계절별 기온 및 습도는 여름철에 고온다습하고 겨울철 저온건조한 일반적 우리나라의 기후적 특성을 보였고 기압은 대체적으로 겨울이 높았으며 봄, 여름보다 가을과 겨울의 기압이 높았다. 조사구 5개소의 총 NVOCs는 전체적으로 여름철에 가장 높았으며 봄, 겨울은 황칠나무림, 가을은 구실잣밤나무림, 여름은 붉가시나무림의 NVOCs량이 상대적으로 높은 특성을 보였다. 수종별로 살펴보면, 침엽수종인 곰솔림보다 난대 상록활엽수종인 붉가시나무, 구실잣밤나무, 동백나무, 황칠나무의 NVOCs 발산량이 낮지 않거나 오히려 높은 것을 확인하였다. NVOCs 발산에 기온(r=0.590, P=0.000), 습도(r=0.655, P=0.000)는 양(+)의 상관관계, 기압(r=-0.384, P=0.000)과 풍속(r=-0.263, P=0.018)은 낮은 음(-)의 영향이 있었다. 미기상인자 중 습도(β=0.507, P=0.000)가 NVOC 발산량에 가장 크게 영향을 미치는 것으로 나타났으며 기온, 기압, 풍속 순으로 영향을 미치는 것으로 분석되었다.