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Machine Learning-based hydrogen charging station energy demand prediction model (머신러닝 기반 수소 충전소 에너지 수요 예측 모델)

  • MinWoo Hwang;Yerim Ha;Sanguk Park
    • Journal of Internet Computing and Services
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    • v.24 no.2
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    • pp.47-56
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    • 2023
  • Hydrogen energy is an eco-friendly energy that produces heat and electricity with high energy efficiency and does not emit harmful substances such as greenhouse gases and fine dust. In particular, smart hydrogen energy is an economical, sustainable, and safe future smart hydrogen energy service, which means a service that stably operates based on 'data' by digitally integrating hydrogen energy infrastructure. In this paper, in order to implement a data-based hydrogen charging station demand forecasting model, three hydrogen charging stations (Chuncheon, Sokcho, Pyeongchang) installed in Gangwon-do were selected, supply and demand data of hydrogen charging stations were secured, and 7 machine learning and deep learning algorithms were used. was selected to learn a model with a total of 27 types of input data (weather data + demand for hydrogen charging stations), and the model was evaluated with root mean square error (RMSE). Through this, this paper proposes a machine learning-based hydrogen charging station energy demand prediction model for optimal hydrogen energy supply and demand.

A Study on Mediterranean Tourism Impact Analysis by Specific Events using Photo Sharing Website (특정 사건에 따른 지중해 관광 영향 분석에 관한 연구 - 사진 공유 웹사이트를 기반으로)

  • Lee, Dong-Yul;Kang, Ji-Hoon;Moon, Sang-Ho
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.5 no.5
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    • pp.167-176
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    • 2015
  • Due to the variety of tourist attractions, many people of the world are visiting annually in Mediterranean area. In this paper, we analyze Mediterranean tourism impact by specific events such as the Arab Spring. In details, we make several density maps based on the position and time information of the geo-tagged photos extracted from Panoramio which is a representative photo sharing website. These density maps should be used to analyze how can specific events affect on Mediterranean tourism. To do this, first, a spatial database is constructed using geo-tag and time information of photo data extracted from Panoramio. Using GIS tool, then, several density maps are produced after performing density process based on spatial databases. Based on these density maps, finally, we analyze visually on Mediterranean tourism impact according to before, progress, and after of the Arab Spring.

Public Practice and Christian Education for Covid-Generation: Uncanny and Incarnational Solidarity (코로나세대 공적 기독교교육의 방향성 연구 : 언캐니(Uncanny)와 성육신적 연대)

  • Yunsoo Joo
    • Journal of Christian Education in Korea
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    • v.74
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    • pp.33-55
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    • 2023
  • This study aims to explore the direction of Christian public practice in the post-COVID era, seeking to overcome the uncanny feeling caused by increased division and exclusion during the pandemic period. Firstly, we will investigate the unequal impact of COVID-19 on the labor market and examine ways to achieve economic justice in the post-COVID era. Subsequently, we will deliberate the role of Christianity in establishing publicness in the digital world and virtual spaces. Finally, viewing COVID-19 as a catastrophe caused by an anthropocentric worldview and exploitation driven by greed, we will explore the tasks of Christianity to overcome the crisis of the Anthropocene. Christian public practice should fulfill its mission of care and stewardship not only in social context but also in an ecological dimension. The author proposes "planetary citizenship education" for a harmonious relationship between human species and the Earth they inhabit.

A Study on the Introduction of Smart Factory Core Technology for Smart Logistics (스마트물류 구축을 위한 스마트 Factory 핵심기술 도입방안에 관한 연구)

  • Hwang, Sun-Hwan;Kim, Hwan-Seong
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2020.11a
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    • pp.165-166
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    • 2020
  • Internationally, manufacturers attempted respectable portion of in-house logistics to satisfy end users and decrease manpower to compete for manufacturing price and quality optimization. Mostly, manufacturers operate variety of facilities such as collaborative robots, conveyor, etc. based on PLC. To achieve it, manufactures shall operate the optimized number of manufacturing processes with logic controlled by computer to reduce human errors. In prior to it, manufacturing industry still own plenty of fields which have not yet been adjusted with automation. For example, we shall put in-house logistics on the issue. This study focuses on manufacturing industry, evaluate efficiency, costs, etc. in all aspects and suggest alternatives by analysis SWAT and OEE, let alone reason of weakness.

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The Strategy of Korea's Environmental Official Development Assistance Project (한국 공적개발원조 사업의 방향과 전략 : 환경 분야를 중심으로)

  • Lee, Yookyung;Lee, Hojun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.69-69
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    • 2022
  • 2010년부터 2019년까지 지난 10년간 한국의 ODA 현황을 규모와 유형 측면에서 살펴보면, 양자 간 원조 중 유·무상원조 비중은 큰 변동 없이 OECD DAC 회원국의 평균을 밑돌고, 다자 간원조는 21~31% 수준을 유지하고 있다. 프로젝트 원조가 꾸준히 가장 큰 비중을 차지하며 사회 인프라 및 서비스 분야에서 가장 많은 사업이 추진되고 있다. 특히, 수자원과 위생 부문은 사회 인프라 및 서비스 분야에서 보건(33%)과 교육(25%)에 이어 가장 높은 비중(19%)을 차지하고 있다(10년 누계, 약정 기준). 2020년 7월, 현 정부는 '개발 협력을 통한 코로나19 회복력 강화 프로그램(Agenda for Building resilience against COVID-19 through development cooperation, 일명 ABC 프로그램)'을 발표하고, 개도국의 경제·사회 회복력 강화를 위하여 기존 ODA 사업에 ICT와 친환경 사업 요소를 접목한 디지털 및 그린뉴딜 ODA 사업을 적극 발굴, 추진하겠다고 밝혔다. 지난 10년간, 한국과 가장 많은 다자 간 원조를 추진한 지역개발은행(36%)과 세계은행그룹(35%)에서도 코로나19와 같은 위기극복하기 위한 뉴노멀로서 환경 사업의 비중을 높이고 있다. 예컨대, 아시아개발은행은 코로나19에 대응하기 위한 도시 차원의 단·중기 행동 계획으로 도시 상하수도 시설의 지속적인 원활한 운영과 필수적인 물, 위생, 보건(WaSH) 서비스 제공을 최우선적인 조치로 발표하였다. 이러한 배경에서 본 연구는 한국의 ODA 정책 방향을 검토하고 국제사회의 추진 동향을 분석하여 향후 한국이 특화하고 경쟁력을 가질 수 있는 환경 분야의 ODA 전략을 제시하고자 한다. 본 연구 결과는 ODA를 통해 해외 진출을 도모하는 민간기업과 국력 향상의 수단으로써 ODA를 적극적으로 활용하겠다는 기조를 지닌 새 정부의 ODA 전략 수립에 기여할 수 있을 것이다.

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Analysis of NIST PQC Standardization Process and Round 4 Selected/Non-selected Algorithms (NIST PQC 표준화 과정 및 Round 4 선정/비선정 알고리즘 분석)

  • Choi Yu Ran;Choi Youn Sung;Lee Hak Jun
    • Convergence Security Journal
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    • v.24 no.2
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    • pp.71-78
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    • 2024
  • As the rapid development of quantum computing compromises current public key encryption methods, the National Institute of Standards and Technology (NIST) in the United States has initiated the Post-Quantum Cryptography(PQC) project to develop new encryption standards that can withstand quantum computer attacks. This project involves reviewing and evaluating various cryptographic algorithms proposed by researchers worldwide. The initially selected quantum-resistant cryptographic algorithms were developed based on lattices and hash functions. Currently, algorithms offering diverse technical approaches, such as BIKE, Classic McEliece, and HQC, are under review in the fourth round. CRYSTALS-KYBER, CRYSTALS-Dilithium, FALCON, and SPHINCS+ were selected for standardization in the third round. In 2024, a final decision will be made regarding the algorithms selected in the fourth round and those currently under evaluation. Strengthening the security of public key cryptosystems in preparation for the quantum computing era is a crucial step expected to have a significant impact on protecting future digital communication systems from threats. This paper analyzes the security and efficiency of quantum-resistant cryptographic algorithms, presenting trends in this field.

Methodology to Verify the Unpredictability of True Random Number Generators (실난수 발생기 통계적 예측 불가능성 확인 방법)

  • Moon-Seok Kim;Seung-Bae Jeon
    • Convergence Security Journal
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    • v.24 no.2
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    • pp.123-132
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    • 2024
  • In the era of the Internet of Things, 7 billion diverse devices have been interconnected worldwide. Ensuring information security across these varied devices is crucial in this hyper-connected age. To achieve essential security functions such as confidentiality, integrity, and authentication, it is imperative to implement true random number generators (TRNGs). Therefore, this study proposes a method to rapidly characterize the randomness of TRNGs. While there are international standards for formally characterizing the randomness of TRNGs, adhering to these standards often requires significant time and resources. This study aims to help TRNG developers enhance efficiency in both time and cost by characterizing rough randomness and unpredictability. Firstly, we propose applying auto-correlation and cross-correlation metrics for analog signals. Secondly, we suggest adopting joint entropy and mutual information metrics for digital signals.

An Exploratory Study of Influencer's Impacts for Cryptocurrency Markets: Focused on the Elon Musk's Twitter Activity (가상화폐 시장의 인물 영향력에 대한 탐색적 연구: 일론 머스크의 발언을 중심으로)

  • Ga-Yeon Hong;Sang-Gun Lee;Chang-Gyu Yang
    • Information Systems Review
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    • v.25 no.3
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    • pp.83-97
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    • 2023
  • The primary purpose of this study is to examine the influencer's impacts of cryptocurrency markets. By using Elon Musk's twitter activity to compute effects of influencer's impacts in cryptocurrency markets, this study aims to analyze influencer's impacts and to offer implications for cryptocurrency markets. This study used the tweets that Elon Musk posted for the period between the April 1, 2019 to July 31, 2021 to conduct event study to evaluate influencer's impacts in cryptocurrency market. The results revealed that (1) influencer's impacts was disappearing, and (2) speculative investments was still made in the cryptocurrency market, (3) duration of the influencer's impacts was becoming short. The results indicate that objective evaluation system for cryptocurrency and sanction of bad cryptocurrencies should be needed, in order to ensure right cryptocurrency investment environment. On the other hand, the government should make policies to create the right cryptocurrency investment environment and flatform.

The Effects of Medical Students' Digital Ethics-literacy, Multicultural Acceptance, and Global Citizenship on Cultural Competency (의과대학생의 디지털윤리-리터러시, 다문화수용성, 세계시민의식이 문화적역량에 미치는 영향)

  • Nam-Joo Je;Mee-Ra Park;Ji-Won Yoon
    • Journal of the Korean Society of Industry Convergence
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    • v.27 no.1
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    • pp.195-205
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    • 2024
  • This study is descriptive research study to understand the impact of digital ethics-literacy, multicultural acceptance, and global citizenship of medical students' on cultural competency. The subjects for this study were the medical students of J city of Province of G, collecting data from first of October to 15th of October 2023. The tools used for this study consist of 178 questions which were 9 questions of general properties, 70 questions of digital ethics-literacy, 35 questions of multicultural acceptance, 3qustions of global citizenship and 33 questions of cultural competency. As a result of this study, the score of digital ethics-literacy was 2.67±0.85(out of 5), the score of multicultural acceptance was 3.62±1.08(out of 6), the score of global citizenship was 3.72±0.75(out of 5), and the score of cultural competency was 3.49±0.71(out of 5). There is a positive correlation between multicultural acceptance and global citizenship. The global citizenship was the factor affecting significantly on cultural competency. The power of explication was 20.8%. The education for accepting and understanding cultural diversity and offering opportunity of domestic and overseas volunteering programs so that global citizenship could be improved. There is also a need of development of integrative education programs in terms of multicultural education including direct and indirect digital media education which can perform medical service for various multicultural recipient on the medical site not an one-shot instiiled displine.

Impact of consumer-oriented OTT service value on OTT platform selection through consumer perception (소비자 중심의 OTT 서비스 가치가 소비자 인식을 통해 OTT 플랫폼 선택에 미치는 영향)

  • Lee, Sin-Bok;Noh, Hyeyoung
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.3
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    • pp.851-860
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    • 2024
  • This study analyzes the impact of online streaming services, particularly Over The Top (OTT) services, on consumer media consumption patterns in the digital age. It examines how consumer-centric service values affect OTT platform choice, consumer satisfaction, and brand loyalty, focusing on various factors such as content diversity, ease of use, affordability, brand awareness, and personalized services. The findings reveal that content diversity, ease of use, and affordability are significant factors positively influencing consumer satisfaction and brand loyalty, thereby motivating OTT platform selection. Contrary to expectations, personalized services did not have a significant impact. This research provides critical insights for OTT service providers to enhance consumer-centric values and develop competitive service strategies.