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A Study on the Changes of the Restaurant Industry Before and After COVID-19 Using BigData (빅데이터를 활용한 코로나 19 이전과 이후 외식산업의 변화에 관한 연구)

  • Ahn, Youn Ju
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.6
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    • pp.787-793
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    • 2022
  • After COVID-19, with the emergence of social distancing, non-face-to-face services, and home economics, visiting dining out is rapidly being replaced by non-face-to-face dining out. The purpose of this study is to find ways to create a safe dining culture centered on living quarantine in line with the changing trend of the restaurant industry after the outbreak of COVID-19, establish the direction of food culture improvement projects, and enhance the effectiveness of the project. This study used TEXTOM to collect and refine search frequency, perform TF-IDF analysis, and Ucinet6 programs to implement visualization using NetDraw from January 1, 2018 to October 31, 2019 and December 31, 2021, and identified the network between nodes of key keywords. Finally, clustering between them was performed through Concor analysis. As a result of the study, if you check the frequency of searches before and after COVID-19, it can be seen that the COVID-19 pandemic greatly affects the changes in the restaurant industry.

Detection and spread of agricultural drought warning based on news data (뉴스 데이터 기반 농업 가뭄 전조 감지 및 확산 분석)

  • Min-Jin Kim;Won-Ho Nam;Mi-Hye Yang;Ji-Wan Lee;Seong-Joon Kim
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.339-339
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    • 2023
  • 2018년도 연강수량은 1,386.9 mm로 평년 수준의 비가 내렸으나, 7-8월에 발생한 폭염 및 가뭄으로 인해 강원, 전남, 경북, 충남 지역에서 밭작물 중심으로 22,767 ha 피해가 발생하였다. 2019년도 연강수량은 1,171.9 mm로 평년보다 약 10% 적은 수준의 비가 내렸으며, 동일시기에 인천, 강원, 충남 지역에서 논·밭작물 중심으로 3,112 ha 피해가 발생하였다. 기후변화로 인해 강수량이 지역별로 편중되어 국지적 가뭄이 빈발하여 지역별로 가뭄의 영향, 피해, 체감 정도가 상이한 양상을 보이고 있다. 가뭄을 사전에 방지하기 위해서는 가뭄 모니터링과 선제적 대응이 중요하며, 현재 가뭄의 특징, 상황 등의 목적에 따라 다양한 형태의 가뭄 모니터링 시스템이 개발되고 있다. 가뭄의 피해와 영향 정도는 지역 간의 차이가 나타나 지역별로 가뭄을 체감하는 정도가 다르기 때문에 하나의 결과로 나타내기에는 어려움이 있다. 따라서, 가뭄의 발생 시기와 확산 정도를 분석하여 특보 발효 시점과 가뭄 대응 방안에 대한 기준 마련이 중요하다. 본 연구는 현대 사회에서 가장 중요한 요소로써 활용되고 있는 빅데이터 중 비정형 데이터로 분류되는 뉴스데이터와 논·밭의 가뭄을 나타내는 농업 가뭄과 관련된 데이터를 활용하여 농업 가뭄의 전조를 파악해보고자 한다. 2018년부터 2019년까지 전국을 대상으로 농업 가뭄에 관한 키워드 선정 후, 웹 크롤링을 통해 뉴스데이터를 수집해 논 가뭄과 밭 가뭄을 구별하여 각 지역에서 최초로 가뭄 기사가 발행된 시기와 지역별 기사의 빈도를 산출하였다. 뉴스데이터의 농업 가뭄 전조 감지 가능성을 파악하기 위해 국가가뭄정보통계집에서 논 물마름 시기와 밭 시듦 시기 자료를 활용하였다. 가뭄 피해 발생시기와 관련 기사 발행 시기 비교, 농업용수 대상 비상용수 지원 자료를 활용하여 실제 농업 가뭄확산 감지 여부를 분석하여 농업 가뭄 관련 뉴스데이터 간의 상관성을 분석하였다.

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Proposal of SMPC Biometric Authentication System Based on Public Blockchain (퍼블릭 블록체인 기반 SMPC 생체인증 시스템 제안)

  • Ji-Su Doo;Hyeok Kang;Keun-Ho Lee
    • Journal of Internet of Things and Convergence
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    • v.9 no.2
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    • pp.77-82
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    • 2023
  • As the method of collecting and utilizing structured and unstructured data develops due to the influence of the Fourth Industrial Revolution, unwanted personal information data is also being collected and utilized, and hackers are attempting various attacks to steal information. As a result, the importance of information protection has increased, and various protection techniques have emerged, among which many studies have been conducted using decentralized techniques of blockchain and various algorithms to strengthen the security of biometric authentication techniques. This paper proposed a public blockchain biometric authentication system that allows users to protect their data in a safer biometric authentication method in the public blockchain and use it in the blockchain through signature with authenticated information.

Application of Laser Scanner for Mine Management and Mining Plan (광산관리와 채굴계획 수립을 위한 레이저스캐너의 활용)

  • Park, Joon Kyu;Jung, Kap Yong
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.7 no.6
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    • pp.693-700
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    • 2017
  • The mines in our country are complex in geography and shape and because of its small scale, accurate surveying performance and 3D modeling are necessary for mine development and management and mining plans. However, due to the data acquisition and processing technology and economy, the existing methods are currently used. The structure, mining, and mining area of the mine are recorded and managed based on the 2D drawings. As a result, it is true that there is risk of accidents caused by problems of accuracy as well as waste of personnel and time. In recent years, research data on geology and geospatial information on mines have been integrated into a database in foreign countries, and they are used for mine management and mining planning. In this study, we tried to construct spatial information for mining management and mining plan using laser scanner. Through research, spatial information about the mine was effectively obtained and produced data modeled through data processing. The 3D model for mining mines is expected to be a valuable tool for establishing and operating a safe mining plan for mines.

Building-up and Feasibility Study of Image Dataset of Field Construction Equipments for AI Training (인공지능 학습용 토공 건설장비 영상 데이터셋 구축 및 타당성 검토)

  • Na, Jong Ho;Shin, Hyu Soun;Lee, Jae Kang;Yun, Il Dong
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.43 no.1
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    • pp.99-107
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    • 2023
  • Recently, the rate of death and safety accidents at construction sites is the highest among all kinds of industries. In order to apply artificial intelligence technology to construction sites, it is essential to secure a dataset which can be used as a basic training data. In this paper, a number of image data were collected through actual construction site, for which major construction equipment objects mainly operated in civil engineering sites were defined. The optimal training dataset construction was completed by annotation process of about 90,000 image dataset. Reliability of the dataset was verified with the mAP of over 90 % in use of YOLO, a representative model in the field of object detection. The construction equipment training dataset built in this study has been released which is currently available on the public data portal of the Ministry of Public Administration and Security. This dataset is expected to be freely used for any application of object detection technology on construction sites especially in the field of construction safety in the future.

A Study on the Establishment of Urban Life Safety Abnormalities Detection Service Using Multi-Type Complex Sensor Information (다종 복합센서 정보를 활용한 도심 생활안전 이상감지 서비스 구축방안 연구)

  • Woochul Choi;Bong-Joo Jang
    • Journal of the Society of Disaster Information
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    • v.20 no.2
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    • pp.315-328
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    • 2024
  • Purpose: The purpose of this paper is to present a service construction plan using multiple complex sensor information to detect abnormal situations in urban life safety that are difficult to identify on CCTV. Method: This study selected service scenarios based on actual testbed data and analyzed service importance for local government control center operators, which are main users. Result: Service scenarios were selected as detection of day and night dynamic object, Detection of sudden temperature changes, and Detection of time-series temperature changes. As a result of AHP analysis, walking and mobility collision risk situation services and fire foreshadowing detection services leading to immediate major disasters were highly evaluated. Conclusion: This study is significant in proposing a plan to build an anomaly detection service that can be used in local governments based on real data. This study is significant in proposing a plan to build an anomaly detection service that can be used by local governments based on testbed data.

ADS-B Joint Development for Advanced Air Mobility and General Aviation (미래항공모빌리티(AAM) 와 General Aviation 공동 ADS-B 활용)

  • Hi-Seok Yoon
    • Journal of Advanced Navigation Technology
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    • v.28 no.5
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    • pp.657-663
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    • 2024
  • Among the components of the international standard navigation system (CNS/ATM), the role and importance of aviation surveillance are increasingly critical for enhancing the efficiency and safety of air traffic operations. Among these, the automatic dependent surveillance-broadcast (ADS-B) system has expanded its usage due to advancements in satellite navigation systems and digital data communication technologies, providing both safety and economic benefits. However, its use domestically remains limited due to infrastructure deficiencies and difficulties in system integration. This paper will examine the usage and advantages of ADS-B in advanced aviation nations, assess the necessity for effective ADS-B system implementation domestically, explore the potential joint use of ADS-B with AAM and General Aviation, and analyze expert opinions to propose a priority list for building the required national ADS-B infrastructure and operational systems.

Analysis of Traffic Safety Effectiveness of Vehicle Seat-belt Wearing Detection System (주행차량 안전벨트 착용 검지시스템 교통안전 효과 분석)

  • Ji won Park;Su bin Park;Sang cheol Kang;Cheol Oh
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.22 no.5
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    • pp.53-73
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    • 2023
  • Although it is mandatory to wear a seat belt that can minimize human injury when traffic accident occurs, the number of traffic accident casualties not wearing seat belts still accounts for a significant proportion.The seat belt wearing detection system for all seats is a system that identifies whether all seat passengers wear a seat belt and encourages their usage, also it can be a useful technical countermeasure. Firstly, this study established the viability of system implementation by assessing the factors influencing the severity of injuries in traffic accidents through the development of an ordered probit model. Analysis results showed that the use of seat belts has statistically significant effects on the severity of traffic accidents, reducing the probability of death or serious injury by 0.054 times in the event of a traffic accident. Secondly, a meta-analysis was conducted based on prior research related to seat belts and injuries in traffic accidents to estimate the expected reduction in accident severity upon the implementation of the system.The analysis of the effect of accident severity reduction revealed that wearing seat belts would lead to a 63.3% decrease in fatal accidents, with the front seats showing a reduction of 75.7% and the rear seats showing a reduction of 58.1% in fatal accidents. Lastly, Using the results of the meta-analysis and traffic accident statistics, the expected decrease in the number of traffic accident casualties with the implementation of the system was derived to analyze the traffic safety effects of the proposed detection system. The analysis demonstrated that with an increase in the adoption rate of the system, the number of casualties in accidents where seat belts were not worn decreased. Specifically, at a system adoption rate of 60%, it is anticipated that the number of fatalities would decrease by more than three times compared to the current scenario. Based on the analysis results, operational strategies for the system were proposed to increase seat belt usage rates and reduce accident severity.

A Study on The Safety Awareness of Technical High School Student in Chemistry Major (화학전공 특성화 고등학생의 안전의식에 관한 연구)

  • Hong, Young-Ho
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.9
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    • pp.617-625
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    • 2020
  • The purpose of this study was to elucidate the safety consciousness of high school students in chemistry-related departments in terms of disaster safety education, degree of safety education knowledge, and the relationship between safety consciousness and safety education knowledge. The subjects were 469 students attending technical high schools in Gyeonggi and Chungcheongnam-do. For the results, students responded that their level of safety consciousness (3.44) was better than that of others (2.85). In addition, safety regulations were considered in relation to others. Safety education at school was cited as necessary, but respondents were not interested in the education contents. Students had been receiving safety education at school, but they cited that the use of protective equipment in class was not performed well. Disaster awareness was positively (+) correlated, and safety and fire safety awareness were found to be significant. The results of this study can be used as basic data for safety education to improve disaster safety education. It is necessary to develop an education program to raise safety awareness and to develop an education manual. Based on this study, future studies should be conducted.

A Study on the Estimation of Occupational Safety and Health Expense Rate by Safety Environment Change in Construction Industry (건설산업의 안전 환경 변화에 따른 산업안전보건 관리비 적정요율 산정에 관한 연구)

  • Oh, Se-Wook;Kim, Young-Suk;Choi, Seung-Ho;Choi, Jin-Woo
    • Korean Journal of Construction Engineering and Management
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    • v.14 no.4
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    • pp.97-107
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    • 2013
  • Occupational safety and health management expense in construction industry means the monetary amount that the purchaser appropriates to prevent various disaster from happening during the construction period by setting aside a certain amount from subcontract based on the construction type and scale. The current appropriation standard of the Ministry of Employment and Labor has been enforced since its stipulation in 1988 although various policy changes for the safety in construction industry, e.g. the development of occupational safety management techniques in construction industry, changes in construction field site environment, cost depreciation, etc., are happening in Korea and overseas. Therefore, it is required at this point to examine whether the current occupational safety and health management expense appropriation is proper or not on the basis of time trend and the changes in the construction industry environment. Accordingly, this study aims at investigating the appropriation of occupational safety and health management expense for construction industry by the construction type and target expense in response to current construction industry environment and proposing the proper appropriation. The above research result proposes the calibration of the appropriation as specified and stipulated by the Ministry of Employment and Labor by the construction type and target expense, which is necessary to reflect the actual condition of the current construction industry environment.