• 제목/요약/키워드: Knowledge-based Design

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한국형 CMMS 개발 및 관리시스템의 VV&A 프로세스 설계 (The VV&A Process Design for CMMS in consideration of Korean mission space characteristics)

  • 김교섭;이정만;배영민;이영훈;변재정
    • 한국시뮬레이션학회논문지
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    • 제19권4호
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    • pp.189-198
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    • 2010
  • 임무공간개념모델(CMMS, Conceptual Model of the Mission Spaces)은 실 군사 세계의 임무 수행과 관련한 전투요소 객체와 행위, 객체간의 상호 작용을 개념적 차원에서 나타낸 지식(임무영역) 참조모델로, 국방 M&S 시스템의 개발 및 상호 운용성, 재사용성을 제고시키는데 있어 기본이 되는 모델이다. CMMS의 완전성은 이에 기반을 둔 모든 M&S 체계의 품질을 보장함에 있어 중요한 요소인데, 이의 완성도를 높이기 위한 검증, 확인 및 인정(VV&A, Verification, Validation and Accreditation)과정은 매우 중요하다. 본 연구에서는 현재 국내에서 연구 진행 중인 한국형 CMMS에 대하여 소개하고 CMMS의 개발 및 관리시스템의 신뢰성을 보장할 수 있는 CMMS VV&A 적용 방법을 제안하고자 한다.

영역-독립적인 인공지능 계획기를 이용한 시간 추론 서비스의 구현 (Implementation of temporal reasoning services using a domain-independent AI planner)

  • 김현식;박찬영;김인철
    • 한국산업정보학회논문지
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    • 제14권4호
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    • pp.37-48
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    • 2009
  • 가정용 서비스 로봇들은 사용자들에게 다양한 시간 추론 서비스들을 제공할 수 있어야 한다. 본 논문에서는 영역-독립적인 인공지능 계획기를 이용하여 이러한 시간 추론 서비스를 효과적으로 구현하는 방법을 제안한다. 영역-독립적인 인공지능 계획기를 이용하여 시간 추론 서비스를 개발하기 위해서는 다양한 실세계 시간 제약들을 어떻게 하나의 계획 영역 정의 언어로 표현하느냐 하는 지식 공학적 문제뿐만 아니라, 인공지능 계획기와 서비스 소비자 사이의 인터페이스를 어떻게 구현하여야 하느냐 하는 시스템 설계 문제를 함께 해결하여야 한다. 본 논문에서는 가정용 서비스 로봇이 고려해야 하는 하나의 예제 시나리오와 전형적인 시간 제약들을 제시하고, 이들을 표준 계획 영역 정의 언어로 표현하는 방법을 제시한다. 또한 본 논문에서는 새로운 시간 추론 서비스를 효율적으로 생성하고 제공하기 위해, 인공지능 계획기를 기초로 하나의 서비스 에이전트를 구현하는 방법에 대해서도 설명한다.

Physics informed neural networks for surrogate modeling of accidental scenarios in nuclear power plants

  • Federico Antonello;Jacopo Buongiorno;Enrico Zio
    • Nuclear Engineering and Technology
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    • 제55권9호
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    • pp.3409-3416
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    • 2023
  • Licensing the next-generation of nuclear reactor designs requires extensive use of Modeling and Simulation (M&S) to investigate system response to many operational conditions, identify possible accidental scenarios and predict their evolution to undesirable consequences that are to be prevented or mitigated via the deployment of adequate safety barriers. Deep Learning (DL) and Artificial Intelligence (AI) can support M&S computationally by providing surrogates of the complex multi-physics high-fidelity models used for design. However, DL and AI are, generally, low-fidelity 'black-box' models that do not assure any structure based on physical laws and constraints, and may, thus, lack interpretability and accuracy of the results. This poses limitations on their credibility and doubts about their adoption for the safety assessment and licensing of novel reactor designs. In this regard, Physics Informed Neural Networks (PINNs) are receiving growing attention for their ability to integrate fundamental physics laws and domain knowledge in the neural networks, thus assuring credible generalization capabilities and credible predictions. This paper presents the use of PINNs as surrogate models for accidental scenarios simulation in Nuclear Power Plants (NPPs). A case study of a Loss of Heat Sink (LOHS) accidental scenario in a Nuclear Battery (NB), a unique class of transportable, plug-and-play microreactors, is considered. A PINN is developed and compared with a Deep Neural Network (DNN). The results show the advantages of PINNs in providing accurate solutions, avoiding overfitting, underfitting and intrinsically ensuring physics-consistent results.

항공물류 시스템 프로세스의 개선에 관한 연구 (A Study of Air Cargo Logistic System Process)

  • 이휘영;이재진
    • 한국컴퓨터정보학회논문지
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    • 제14권9호
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    • pp.179-187
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    • 2009
  • 세계시장은 글로벌(Global)기업의 등장과 함께 국가 간 경계를 약화시켰으며, 제품의 설계, 마케팅 활동은 현지시장 위주, R&D 활동은 지식활동이 활발한 지역 단순 제품의 조립 제조는 저임금 지역으로 분산되고 있다. 이는 생산거점과 판매거점을 연결하는 네트워크(Network) 구성의 중요성이 대두되고 있다는 반증이다. 90년대 초부터는 다품종 소량생산, 고급화 및 소비자의 생산 프로세스 참여를 통한 수요창출 등 소비자 중심의 시장으로 다변화하고 있다. 이는 물류 체계에 있어 기술적 변화 요구에 적절히 대응하는 현상으로, 이를 증명하는 것이 e-비즈니스 등장과 이를 지원하는 부가가치 통신망(VAN: Value added Network) 전자문서교환(EDI : Electronic Data Interchange) 등이다. 본 연구에서는 국내외 육상, 해상 항공물류 시스템에 관한 문헌 연구를 통하여 각 시스템에 대한 실용분석을 시도하였으며, 한편으로 국내 항공사의 모델을 기초하여 항공사 물류시스템의 향후 개선 및 발전 방향을 제시하였다.

Prevalence and Factors Affecting Discrimination Towards People Living With HIV/AIDS in Indonesia

  • Sadarang, Rimawati Aulia Insani
    • Journal of Preventive Medicine and Public Health
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    • 제55권2호
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    • pp.205-212
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    • 2022
  • Objectives: This study aimed to identify the behaviors associated with discrimination towards people living with HIV/AIDS (PLHA) in Indonesia and to determine the factors affecting discrimination. Methods: Secondary data from the 2017 Indonesia Demographic and Health Survey were analyzed using a cross-sectional design. Discrimination was assessed based on the questions (1) "Should children infected with HIV/AIDS be allowed to attend school with non-infected children?" and (2) "Would you buy fresh vegetables from a farmer or shopkeeper known to be infected with HIV/AIDS?" Multivariable logistic regression was used to determine the factors affecting discrimination, with adjusted odds ratio (aOR) and 95% confidence interval (CIs) used to show the strength, direction, and significance of the associations among factors. Results: In total, 68.9% of 21 838 individuals showed discrimination towards PLHA. The odds of discrimination were lower among women (aOR, 0.63; 95% CI, 0.55 to 0.71), rural dwellers (aOR, 0.81; 95% CI, 0.75 to 0.89), those who understood how HIV is transmitted from mother to child (aOR, 0.81; 95% CI, 0.73 to 0.89), and those who felt ashamed of their own family's HIV status (aOR, 0.56; 95% CI, 0.52 to 0.61). The odds were higher among individuals who knew how to reduce the risk of getting HIV/AIDS (aOR, 1.27; 95% CI, 1.15 to 1.39), how HIV/AIDS is transmitted (aOR, 3.49; 95% CI, 3.09 to 3.95), and were willing to care for an infected relative (aOR, 2.78; 95% CI, 2.47 to 3.13). A model consisting of those variables explained 69% of the variance in discrimination. Conclusions: Gender, residence, knowledge, and attitudes related to HIV/AIDS were explanatory factors for discrimination against PLHA. Improvements in HIV/AIDS education programs are needed to prevent discrimination.

조직 기업가 정신이 구성원의 조직몰입과 성과에 미치는 영향: 한국 외식 프랜차이즈 산업 (The Impact of Corporate Entrepreneurship on Employee Commitment and Performance: Evidence from the Korean Food Franchising Sector)

  • 박희현;류용규
    • 한국프랜차이즈경영연구
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    • 제7권2호
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    • pp.5-14
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    • 2016
  • Purpose - Competitive industry structure and recent economic depression challenge a survival of Korean small- and medium-sized food franchising companies (SMFCs), albeit the explosive growth of the Korean food service industry for last few decades. Against this backdrop, it examines how these SMFCs overcome liabilities of smallness and resource scarcity to strengthen competitive advantage in the market. To tackle this, in this article we focus on corporate entrepreneurship and human resources as a knowledge-based asset for these SMFCs. Furthermore, the ratio of employee turnover is high in SMFCs. We view that such brain-drain may result in poor performance of the Korean SMFCs. As such, we pay attention to the role of organizational commitment to an organization as a solution for enhancing individual-level employees' loyalty toward their organization. Research design, data, and methodology - Our research question is to what extent corporate entrepreneurship (i.e., innovative organizational culture, organizational autonomy, and administrative innovation) affects an individual-level attitude toward the organization and, in turn, employee creativity and satisfaction in the Korean SMFCs context. We collected data from employees in SMFCs for three months. A total of 126 valid questionnaires were collected, and analyzed the data using partial least squares path modeling. Results - The reliable and valid measurement model feed into testing the structural model. Our findings suggest that innovative organizational culture and organizational autonomy positively affect employee commitment. Particularly, organizational autonomy has a greater effect than innovative culture on employee commitment. However, the relationship between administrative innovation and employee commitment is not significant. We also find that employee commitment positively affects both employee creativity and satisfaction. Conclusions - Our contribution to the existing franchising business and management literature is twofold. First, the conceptual model includes three antecedents in the organizational entrepreneurship dimension to organizational commitment. Second, we conceptualize organizational commitment as employee commitment, and validate its impact on employee creativity and job satisfaction at an individual performance level. Overall, this article suggests that it is critically important for the Korean SMFCs to develop corporate entrepreneurship in order to facilitate employees' positive attitudes toward their organizations.

CONNECTING TECHNOLOGY, INDUSTRY AND RESEARCH: A VERTICAL INTEGRAL PROJECT COURSE FOR BIM EDUCATION OPPORTUNITIES

  • F. H. (Bud) Griffis;Mei Liu;Andrew Bates
    • 국제학술발표논문집
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    • The 5th International Conference on Construction Engineering and Project Management
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    • pp.252-259
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    • 2013
  • Building Information Modeling (BIM) is utilizing CAD technology in a way that ultimately ties all the components of a building together as objects imbedded with information, and has been changing the way we design and build over the last 20-30 years. In Polytechnic Institute of NYU, there are four BIM courses offered which provide students with different levels of knowledge regarding BIM Technique, BIM Standards, BIM Guideline and Roadmap for Private and Public Implementation, BIM Application in Real Projects, the Cooperation of BIM and IPD for Public Works in New York City. With advanced BIM technology, BIM's integration into the construction process and its incorporation into project delivery systems, especially Integrated Project Delivery (IPD) are the bridges between technology, industry and research. This paper presents an integrated BIM curriculum with three modules: 1) BIM functions and Bid Preparation; 2) Time-Cost Trade-off Analysis; and 3) Problems Solving in BIM/IPD Environment. In this project-based curriculum developed by the common efforts of academia, public agency and industry, the objectives are: (1) to provide the information and skills needed to successfully implement BIM into the construction phase; (2) to identify BIM's role in construction and the project delivery system; (3) to develop a module in conjunction with leading BIM into project delivery system, particularly coordination between BIM and IPD; (4) to connect technology and research into industry. The course assessment was conducted and the results indicate that it is a successful reform in construction management education.

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Green synthesis of silver nanoparticles to the microbiological corrosion deterrence of oil and gas pipelines buried in the soil

  • Zhi Zhang;Jingguo Du;Tayebeh Mahmoudi
    • Advances in nano research
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    • 제15권4호
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    • pp.355-366
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    • 2023
  • Biological corrosion, a crucial aspect of metal degradation, has received limited attention despite its significance. It involves the deterioration of metals due to corrosion processes influenced by living organisms, including bacteria. Soil represents a substantial threat to pipeline corrosion as it contains chemical and microbial factors that cause severe damage to water, oil, and gas transmission projects. To combat fouling and corrosion, corrosion inhibitors are commonly used; however, their production often involves expensive and hazardous chemicals. Consequently, researchers are exploring natural and eco-friendly alternatives, specifically nano-sized products, as potent corrosion inhibitors. This study aims to environmentally synthesize silver nanoparticles using an extract from Lagoecia cuminoides L and evaluate their effectiveness in preventing biological corrosion of buried pipes in soil. The optimal experimental conditions were determined as follows: a volume of 4 ml for the extract, a volume of 4 ml for silver nitrate (AgNO3), pH 9, a duration of 60 minutes, and a temperature of 60 degrees Celsius. Analysis using transmission electron microscopy confirmed the formation of nanoparticles with an average size of approximately 28 nm, while X-ray diffraction patterns exhibited suitable peak intensities. By employing the Scherer equation, the average particle size was estimated to be around 30 nm. Furthermore, antibacterial studies revealed the potent antibacterial activity of the synthesized silver nanoparticles against both aerobic and anaerobic bacteria. This property effectively mitigates the biological corrosion caused by bacteria in steel pipes buried in soil.

3D/4D 프린트된 전자기기 및 바이오메디컬 응용기술의 최근 발전 (Recent Advances in 3D/4D Printed Electronics and Biomedical Applications)

  • 이효준;한대훈
    • 마이크로전자및패키징학회지
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    • 제30권4호
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    • pp.1-7
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    • 2023
  • 임의의 3D 구조물을 제작할 수 있는 3D/4D 프린팅 기술의 능력은 프린트된 구조물 디자인에 높은 자유도를 제공합니다. 이와 같은 능력은 전자기기 및 바이오 의료 응용분야에 장치 소형화, 맞춤화, 그리고 개인화 추세에 영향을 주고 있습니다. 본 Review 논문에서는, 3D/4D 프린팅 기술을 통해 만들어진, 독특하고 특이한 특성을 가진 3D 프린트된 전자기기 및 바이오 의료 응용 분야의 최신 정보를 살펴봅니다. 구체적으로, 재활용 및 분해 가능한 전자기기, 메타물질 기반 압력 센서, fully 프린트된 휴대용 광검출기, 생체 적합 및 고강도를 가진 치아, 자연모사 마이크로니들, 그리고 3D 세포 배양 및 히스톨로지를 위한 형태 변형 가능한 튜브 어레이와 같은 신흥 영역들을 소개합니다.

The Effects of Content and Distribution of Recommended Items on User Satisfaction: Focus on YouTube

  • Janghun Jeong;Kwonsang Sohn;Ohbyung Kwon
    • Asia pacific journal of information systems
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    • 제29권4호
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    • pp.856-874
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    • 2019
  • The performance of recommender systems (RS) has been measured mainly in terms of accuracy. However, there are other aspects of performance that are difficult to understand in terms of accuracy, such as coverage, serendipity, and satisfaction with recommended results. Moreover, particularly with RSs that suggest multiple items at a time, such as YouTube, user satisfaction with recommended results may vary not only depending on their accuracy, but also on their configuration, content, and design displayed to the user. This is true when classifying an RS as a single RS with one recommended result and as a multiple RS with diverse results. No empirical analysis has been conducted on the influence of the content and distribution of recommendation items on user satisfaction. In this study, we propose a research model representing the content and distribution of recommended items and how they affect user satisfaction with the RS. We focus on RSs that recommend multiple items. We performed an empirical analysis involving 149 YouTube users. The results suggest that user satisfaction with recommended results is significantly affected according to the HHI (Herfindahl-Hirschman Index). In addition, satisfaction significantly increased when the recommended item on the top of the list was the same category in terms of content that users were currently watching. Particularly when the purpose of using RS is hedonic, not utilitarian, the results showed greater satisfaction when the number of views of the recommended items was evenly distributed. However, other characteristics of selected content, such as view count and playback time, had relatively less impact on satisfaction with recommended items. To the best of our knowledge, this study is the first to show that the category concentration of items impacts user satisfaction on websites recommending diverse items in different categories using a content-based filtering system, such as YouTube. In addition, our use of the HHI index, which has been extensively used in economics research, to show the distributional characteristics of recommended items, is also unique. The HHI for categories of recommended items was useful in explaining user satisfaction.