• 제목/요약/키워드: Agricultural disaster

검색결과 272건 처리시간 0.011초

Weibo Disaster Rumor Recognition Method Based on Adversarial Training and Stacked Structure

  • Diao, Lei;Tang, Zhan;Guo, Xuchao;Bai, Zhao;Lu, Shuhan;Li, Lin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권10호
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    • pp.3211-3229
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    • 2022
  • To solve the problems existing in the process of Weibo disaster rumor recognition, such as lack of corpus, poor text standardization, difficult to learn semantic information, and simple semantic features of disaster rumor text, this paper takes Sina Weibo as the data source, constructs a dataset for Weibo disaster rumor recognition, and proposes a deep learning model BERT_AT_Stacked LSTM for Weibo disaster rumor recognition. First, add adversarial disturbance to the embedding vector of each word to generate adversarial samples to enhance the features of rumor text, and carry out adversarial training to solve the problem that the text features of disaster rumors are relatively single. Second, the BERT part obtains the word-level semantic information of each Weibo text and generates a hidden vector containing sentence-level feature information. Finally, the hidden complex semantic information of poorly-regulated Weibo texts is learned using a Stacked Long Short-Term Memory (Stacked LSTM) structure. The experimental results show that, compared with other comparative models, the model in this paper has more advantages in recognizing disaster rumors on Weibo, with an F1_Socre of 97.48%, and has been tested on an open general domain dataset, with an F1_Score of 94.59%, indicating that the model has better generalization.

자연재난과의 연계사례를 통한 농촌체험 프로그램 운영방안에 관한 연구 - 강원도 인제군 가리산리를 중심으로 - (A Study on Management of Rural Experience Programs through Case Linked with Natural Disaster - Focused on Garisan-ri, Inje-gun, Gangwon-do, Republic of Korea -)

  • 임창수;박로운;이승철;김은자;최진아
    • 농촌계획
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    • 제23권1호
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    • pp.147-156
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    • 2017
  • This study suggests a plan to expand the rural experience program linked to natural disaster through the case analysis of the village of Garisan-ri, Inje-gun, Gangwon-do, Republic of Korea. This will help to establish the necessary improving and policies for Re-leap of rural villages in disaster areas and activation of rural experience villages. The local residents have created flood recovery stories, disaster response content, and disaster prevention camp sites, all of which have been hit by serious disaster damage. It has also contributed to the revitalization of the village by providing various experience programs such as disaster response training, crossing rapids, and evacuation experience. This is a way to get rid of the negative perception of disaster and utilize it. The conversion of idea through disaster experience content contributed to the activation of the area. By linking the disaster experience contents to the rural experience program in the future, it can be helpful to avoid the duplication of contents and limit the similar operation method, which is an existing problem of rural experience villages.

The Campus of University Earthquake Disaster Prevention Planning - The Research of Spatial Pattern Based on GIS

  • Mi, Shan;Piao, Yong-Ji;Zhang, Rui;Cho, Tae-Dong
    • 한국환경과학회지
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    • 제23권7호
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    • pp.1213-1221
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    • 2014
  • In the background of rapid urbanization and frequent earthquakes, earthquake disaster prevention planning has become an important topic of current research. Universities are irreplaceable disaster shelter, as they are public institutions with a lot of open space. This article puts forward the concept of "disaster prevention campus". With the refuge behavioral and psychological characteristics of people in the campus when the earthquake happens, it integrated uses GIS spatial analysis technique, takes Shandong Agricultural University as an example, and studies the spatial pattern of earthquake disaster prevention planning in campus from five aspects. The aspects include building distribution, population distribution, analysis of service radius, infrastructure configuration and choice of the optimal refuge path. On the basis of researches above, reform proposals and specific strategies are put forward to build the safe and harmonious disaster prevention campus.

산사태 대비 농촌 주민 대피계획 개선 방안 (Improved Plan for Evacuation of Residents in Landslide-Prone Rural Area)

  • 김정면;박성용;임창수;연규석;김용성
    • 한국농공학회논문집
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    • 제59권1호
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    • pp.1-10
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    • 2017
  • This study has purpose on deducting problems of evacuation plan for vulnerable populations in disaster and suggesting improvement plan through analysis of disaster weakness in domestic rural region aiming at vulnerable populations in disaster like old people containing most of domestic rural population, sometimes being in blind spot of safety when landslide or disaster occur. As a result, we could know that rural regions have high proportion of vulnerable populations in disaster like old people, also being so weak to landslide and slope collapse. So we suggested development of manual describing prevention of disaster and evacuation for vulnerable populations in disaster like old people and disaster evacuation organization for house and minimizing solution for damage of human life through improvement of steep slope evaluation criteria.

위치기반 모바일 농업정보시스템 구축을 위한 안드로이드 애플리케이션 시험 개발 (Development of A Pilot Android Application for Location-based Mobile Agricultural Information System)

  • 김상민;장민원
    • 농촌계획
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    • 제20권4호
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    • pp.277-284
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    • 2014
  • Recently the use of smart phones and mobile devices is increasing rapidly, data search and retrieval in the mobile environments are generalized. There are only few mobile applications available in the area of agriculture while huge amount of new applications are developed and uploaded. The purpose of this study was to develop the android based mobile application for providing agricultural infrastructure and disaster information. The mobile application was designed through the database establishment and management system, server management system, and mobile application development. The database is composed of weather data, agricultural infrastructure data, and agricultural disaster data. By developing the mobile application which provides agricultural infrastructure information, it is expected to improve the accessibility to agricultural information and mitigate the agricultural disaster damages.

Implementation of Polyacrylamide in the Agricultural Environment and its Recent Review

  • Choi, Yonghun;Kim, Minyoung;Kim, Youngjin;Jeon, Jonggil;Seo, Myungchul
    • 한국토양비료학회지
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    • 제49권5호
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    • pp.440-448
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    • 2016
  • Nonpoint sources of pollution (NPS) is defined as diffuse discharges of pollutants (e.g., nutrient, pesticide, sediment, and enteric microorganism) throughout the natural environment and they are associated with a variety of farming practices. Previous studies found that water soluble anionic polyacrylamide (PAM) is one of the highly effective measures for enhancing infiltration, reducing runoff, preventing erosion, controlling nonpoint source of pollutants, and eventually protecting soil and water environment. Potential benefits of PAM treatment in agricultural soil and water environments have been revealed by many research and they include low cost, easy and quick application, and suitability for use with other Best Management Practices (BMPs) for NPS control. This study reviews the various applications of PAM and discusses its further potentials in agricultural environment.

산사태로 인한 인명피해 대비 개인용 재난대피기구 개발 (II) - 수치해석 및 실물재하 시험 중심으로 - (Development of the Personal Disaster Evacuation Apparatus in Case of the Life Damage by the Landslide (II) - Focusing on the Numerical Analysis and the Object Load Test -)

  • 김정면;황대원;박성용;임창수;연규석;김용성
    • 한국농공학회논문집
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    • 제58권5호
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    • pp.49-57
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    • 2016
  • Recently the life damage is increasing due to the house disruption and burying accident by the landslide, and most of the damages are concentrating on the agricultural area. This study is a basic study for developing the personal disaster evacuation apparatus that can be installed in the house for the people in agricultural area vulnerable to the disaster in case of the landslide. This study carried out the numerical analysis and the object load test on the personal disaster evacuation apparatus. As a result of this study, it was judged the life damage could be minimized if the personal disaster evacuation apparatus using the glass fiber reinforced plastic (GFRP) materials was installed in the steep slope-land with a high possibility of the disruption.

농촌지역 이재민 임시주거시설 지정 현황 및 개선 방안 (Analysis of Temporary Housing for the Displaced People in Rural Area Emergencies)

  • Lim, Changsu;Lee, Seung-chul;Kim, Eun-Ja;Park, Mi-Jung
    • 한국재난정보학회 논문집
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    • 제13권4호
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    • pp.413-421
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    • 2017
  • 본 연구에서는 전국 실제 이재민 임시주거시설 지정 현황에 대한 면밀한 조사와 분석을 통하여 농촌지역과 도시지역의 이재민 임시주거시설의 격차를 해소하고자, 전국의 이재민 임시주거시설의 현황을 파악하였다. 분석결과, 도시지역의 지정된 이재민 임시주거시설이 농촌지역보다 시설면적이 크고 수용능력이 높은 시설 위주임을 추정 할 수 있으므로 농촌지역 역시 많은 인원을 수용할 수 있는 능력을 갖춘 새로운 시설 지정이 필요하다고 판단된다. 또한 농촌지역 대표지역 이재민 임시주거시설 분석결과 지자체마다 이재민 임시주거시설 종류가 상이하게 지정 되었으며, 개소수 역시 지자체별 편차가 크게 나타났다. 이에 지자체에서 이재민 임시주거시설을 지정하는 절차와 체계의 개선이 필요할 것으로 판단된다.