• 제목/요약/키워드: network theory

검색결과 1,834건 처리시간 0.026초

Application of artificial neural networks in the analysis of the continuous contact problem

  • Yaylaci, Ecren Uzun;Oner, Erdal;Yaylaci, Murat;Ozdemir, Mehmet Emin;Abushattal, Ahmad;Birinci, Ahmet
    • Structural Engineering and Mechanics
    • /
    • 제84권1호
    • /
    • pp.35-48
    • /
    • 2022
  • This paper investigates the artificial neural network (ANN) to predict the dimensionless parameters for contact pressures and contact lengths under the rigid punch, the initial separation loads, and the initial separation distances of a contact problem. The problem consisted of two elastic infinitely layers (EL) loaded by means of a rigid cylindrical punch and resting on a half-infinite plane (HP). Firstly, the problem was formulated and solved theoretically using the Theory of Elasticity (ET). Secondly, the contact problem was extended based on the ANN. External load, the radius of punch, layer heights, and material properties were created by giving examples of different values used at the training and test stages of ANN. Finally, the accuracy of the trained neural networks for the case was tested using 134 new data, generated via ET solutions to determine the best network model. ANN results were compared with ET results, and well agreements were achieved.

Credit Enhancement and its Risk Factors for IPP Projects in Asia: An Analysis by Network

  • Chowdhury, Abu Naser;Chen, Po-Han
    • 국제학술발표논문집
    • /
    • The 6th International Conference on Construction Engineering and Project Management
    • /
    • pp.122-126
    • /
    • 2015
  • Credit enhancement is absolutely essential for financing Independent Power Producer (IPP) projects in Asia particularly for countries whose sovereign credit rating is on non-investment grade and foreign investment is difficult to achieve. Due to nexus of agreements among varies parties in IPP project, it is hard to clearly visualize the roles of these agreements. Examples are: What credit enhancement factors are most influential to minimize the associated risks of IPP projects? Why are they powerful? What are their roles? Who are less powerful and what are the obstacles that causes them less powerful? A research is conducted to identify the credit enhancement factors for IPP projects in Asia. IPP professionals validated 27 out of 28 identified credit enhancement factors, and five factor groupings were made through factor analysis. Afterwards, network theory is applied to find the unanswered questions, which by graphical and mathematical representations show that the host government's credit enhancement, MDBs, ECAs and other parties' credit enhancement are prominent and of great importance to handle the associated risks of IPP projects in Asia

  • PDF

도시 보행네트워크의 보행성 평가를 위한 공간구문론과 Logit 모형의 통합방안 (Integration of Space Syntax Theory and Logit Model for Walkability Evaluation in Urban Pedestrian Networks)

  • 김종형;이미영
    • 한국ITS학회 논문지
    • /
    • 제15권5호
    • /
    • pp.62-70
    • /
    • 2016
  • 보행과 차량이 공존하는 교통망에서 보행성 확보가 중요한 과제로 부각되고 있다. 차량과 보행의 상대적인 관계에서 보행성을 판단하는 것은 어려운 문제이다. 우선 보행네트워크의 보행성 평가 기준을 정립하는 체계가 구축되어야한다. 보행성은 보행네트워크에서 경험하는 접근성, 이동성, 편리성과 같은 정량지표로 산출된다. 본 연구는 보행성 평가를 위해 공간구문론과 Logit 경로선택모형을 통합을 제안한다. 공간구문론은 링크 통합도를 산정하여 보행가로 설계의 적정성을 판단한다. Logit 모형은 보행수요의 안전성, 이동성, 접근성을 확률적으로 계산한다. 통합모형은 통행자가 경험하는 통합도, 이동편리성, 접근가능성, 안전성과 같은 평가요소를 확률적으로 정량화하여 현실을 적절하게 반영하는 장점을 제공한다. 본 연구는 Logit 모형의 해법으로 Dial 알고리즘을 활용하였다. 이를 위해 보행네트워크의 물리거리와 공간구문론의 시각거리를 일치시키기 위해 네트워크 확장을 통하여 대기시간을 반영하는 방안을 강구하였다. 이에 따라 통합모형에서 도출되는 보행성 평가지표를 검토하고, 모의 네트워크로 모형의 활용성을 측정한다.

텍스트 마이닝과 네트워크 이론을 활용한 권역별 국가하천 점용허가 키워드 분석 (Analysis of Keywords in national river occupancy permits by region using text mining and network theory)

  • 정성윤
    • 스마트미디어저널
    • /
    • 제12권11호
    • /
    • pp.185-197
    • /
    • 2023
  • 점용허가 정보를 기록하는 단순 용도로만 사용되고 있는 허가 대장에서 허가 내용에 내재한 점용 신청과 허가업무 수행에 유용한 정보를 추출하기 위해 텍스트 마이닝과 네트워크 이론을 활용하여 본 연구를 진행하였다. 텍스트 마이닝 기반으로 불용어 제거와 형태소 분석 등 정규화 과정을 비롯하여 서울·경기, 경상, 전라, 충청, 강원 등 5개 권역별로 어휘 출현 빈도와 토픽 모델링을 분석, 비교하였다. 네트워크 이론에 가정 많이 사용되는 단계, 근접, 매개 및 고유벡터 등 4종의 중심성 알고리즘을 적용하여 네트워크에서 중심적인 위치에 있거나 중간 매개체 역할을 하는 키워드를 살펴보았다. 이러한 어휘 출현 빈도, 토픽 모델링 및 네트워크 중심성을 종합적으로 분석하여 모든 권역에서 '설치' 키워드가 가장 영향력이 큰 것을 알 수 있었다. 이는 환경부의 허가관리청에서는 시설물을 건설하거나 공작물을 설치하는 허가가 많아서 나타난 결과라고 판단된다. 또한, 도로 시설, 치수 시설, 지하 매설 시설, 전력·통신 시설, 체육·공원 시설 등과 연관된 키워드가 토픽 모델링과 네트워크에서 중심적 위치에 있거나 중간 매개체의 역할을 하는 것을 알 수 있었다. 키워드 대부분은 출현 빈도와 분포 비율이 낮은 짚프의 원칙(Zipf' Law)의 통계분포 형태를 보이는 것으로 보였다.

"비급천금요방(備急千金要方)" 침구편(鍼灸篇)으로 구성한 경혈(經穴) 네트워크에 공간적 위치 변수가 미치는 영향 (Spatial Influence on Acupoints Network Derived from the Chapter on Acupuncture & Moxibustion in "Beijiqianjinyaofang")

  • 김민욱;양승범;안성훈;손인철;김재효
    • Korean Journal of Acupuncture
    • /
    • 제29권3호
    • /
    • pp.431-440
    • /
    • 2012
  • Objectives : Recently, network science is very popular topic in various scientific fields and many studies have reported that it gives meaningful results on studying characteristics of a complex system. In this study, based on network theory, we made acupoints network using data of combined acupoints which appeared at "Beijiqianjinyaofang". We focused to find out the distinctive roles of remote and local combinations on the network. Furthermore, we aimed to identify the possibility of numerical and quantitative application to acupuncture researches. Methods : Based on examples of combined acupoints in "Beijiqianjinyaofang", the network consisted of 291 nodes and 2,431 links. The spatial distances between combined acupoints were calculated by the human dummy model. We removed the links step by step for the three cases - remote, local, and random cases, and observed the characteristic changes by calculating path lengths, similarity indices, and clustering coefficients. Also cluster analysis was carried out. Results : The network had a small number of remote links, and a large number of local links. These two links had the distinct characteristics. Whereas the local links formed a cluster of nearby nodes, remote links played a role to increase the correlation between the clusters. Conclusions : These results suggest that acupoints network increases the connectivity between the distal part and the trunk of human body, and enables various combinations of the acupoints. This finding conclusively showed that mechanism of combined acupoints could be interpreted meaningfully by applying network theory in acupuncture researches.

Video UGC 제작 동기와 행위 과정에 관한 이해: 구현의도이론 (Theory of Implementation Intentions)의 적용을 중심으로 (Understanding User Motivations and Behavioral Process in Creating Video UGC: Focus on Theory of Implementation Intentions)

  • 김형진;송세민;이호근
    • Asia pacific journal of information systems
    • /
    • 제19권4호
    • /
    • pp.125-148
    • /
    • 2009
  • UGC(User Generated Contents) is emerging as the center of e-business in the web 2.0 era. The trend reflects changing roles of users in production and consumption of contents on websites and helps us to understand new strategies of websites such as web portals and social network websites. Nowadays, we consume contents created by other non-professional users for both utilitarian (e.g., knowledge) and hedonic values (e.g., fun). Also, contents produced by ourselves (e.g., photo, video) are posted on websites so that our friends, family, and even the public can consume those contents. This means that non-professionals, who used to be passive audience in the past, are now creating contents and share their UGCs with others in the Web. Accessible media, tools, and applications have also reduced difficulty and complexity in the process of creating contents. Realizing that users create plenty of materials which are very interesting to other people, media companies (i.e., web portals and social networking websites) are adjusting their strategies and business models accordingly. Increased demand of UGC may lead to website visits which are the source of benefits from advertising. Therefore, they put more efforts into making their websites open platforms where UGCs can be created and shared among users without technical and methodological difficulties. Many websites have increasingly adopted new technologies such as RSS and openAPI. Some have even changed the structure of web pages so that UGC can be seen several times to more visitors. This mainstream of UGCs on websites indicates that acquiring more UGCs and supporting participating users have become important things to media companies. Although those companies need to understand why general users have shown increasing interest in creating and posting contents and what is important to them in the process of productions, few research results exist in this area to address these issues. Also, behavioral process in creating video UGCs has not been explored enough for the public to fully understand it. With a solid theoretical background (i.e., theory of implementation intentions), parts of our proposed research model mirror the process of user behaviors in creating video contents, which consist of intention to upload, intention to edit, edit, and upload. In addition, in order to explain how those behavioral intentions are developed, we investigated influences of antecedents from three motivational perspectives (i.e., intrinsic, editing software-oriented, and website's network effect-oriented). First, from the intrinsic motivation perspective, we studied the roles of self-expression, enjoyment, and social attention in forming intention to edit with preferred editing software or in forming intention to upload video contents to preferred websites. Second, we explored the roles of editing software for non-professionals to edit video contents, in terms of how it makes production process easier and how it is useful in the process. Finally, from the website characteristic-oriented perspective, we investigated the role of a website's network externality as an antecedent of users' intention to upload to preferred websites. The rationale is that posting UGCs on websites are basically social-oriented behaviors; thus, users prefer a website with the high level of network externality for contents uploading. This study adopted a longitudinal research design; we emailed recipients twice with different questionnaires. Guided by invitation email including a link to web survey page, respondents answered most of questions except edit and upload at the first survey. They were asked to provide information about UGC editing software they mainly used and preferred website to upload edited contents, and then asked to answer related questions. For example, before answering questions regarding network externality, they individually had to declare the name of the website to which they would be willing to upload. At the end of the first survey, we asked if they agreed to participate in the corresponding survey in a month. During twenty days, 333 complete responses were gathered in the first survey. One month later, we emailed those recipients to ask for participation in the second survey. 185 of the 333 recipients (about 56 percentages) answered in the second survey. Personalized questionnaires were provided for them to remind the names of editing software and website that they reported in the first survey. They answered the degree of editing with the software and the degree of uploading video contents to the website for the past one month. To all recipients of the two surveys, exchange tickets for books (about 5,000~10,000 Korean Won) were provided according to the frequency of participations. PLS analysis shows that user behaviors in creating video contents are well explained by the theory of implementation intentions. In fact, intention to upload significantly influences intention to edit in the process of accomplishing the goal behavior, upload. These relationships show the behavioral process that has been unclear in users' creating video contents for uploading and also highlight important roles of editing in the process. Regarding the intrinsic motivations, the results illustrated that users are likely to edit their own video contents in order to express their own intrinsic traits such as thoughts and feelings. Also, their intention to upload contents in preferred website is formed because they want to attract much attention from others through contents reflecting themselves. This result well corresponds to the roles of the website characteristic, namely, network externality. Based on the PLS results, the network effect of a website has significant influence on users' intention to upload to the preferred website. This indicates that users with social attention motivations are likely to upload their video UGCs to a website whose network size is big enough to realize their motivations easily. Finally, regarding editing software characteristic-oriented motivations, making exclusively-provided editing software more user-friendly (i.e., easy of use, usefulness) plays an important role in leading to users' intention to edit. Our research contributes to both academic scholars and professionals. For researchers, our results show that the theory of implementation intentions is well applied to the video UGC context and very useful to explain the relationship between implementation intentions and goal behaviors. With the theory, this study theoretically and empirically confirmed that editing is a different and important behavior from uploading behavior, and we tested the behavioral process of ordinary users in creating video UGCs, focusing on significant motivational factors in each step. In addition, parts of our research model are also rooted in the solid theoretical background such as the technology acceptance model and the theory of network externality to explain the effects of UGC-related motivations. For practitioners, our results suggest that media companies need to restructure their websites so that users' needs for social interaction through UGC (e.g., self-expression, social attention) are well met. Also, we emphasize strategic importance of the network size of websites in leading non-professionals to upload video contents to the websites. Those websites need to find a way to utilize the network effects for acquiring more UGCs. Finally, we suggest that some ways to improve editing software be considered as a way to increase edit behavior which is a very important process leading to UGC uploading.

Grey System Theory를 이용한 차량 및 보행환경 통합평가 (Evaluation of Vehicle and Pedestrian Environments using Grey System Theory)

  • 이진각;손영태;한상진;박진영;이상화
    • 대한교통학회지
    • /
    • 제28권4호
    • /
    • pp.141-156
    • /
    • 2010
  • 본 연구에서는 기존의 차량 및 보행환경의 평가에 있어서 종합적이고 통합적인 접근방식에 한계가 있다고 진단하고, 이를 고려하는 평가 방법 개발에 중점을 두었다. 여기에서의 통합적인 평가라 함은 차량환경과 보행환경에서 쓰이고 있는 수단별 평가 지표에 대한 통합과 더불어, 공간적 개념에서 선/축의 평가방식을 포함한 면적인 차원의 평가라 할 수 있겠다. 본 연구에서는 통합 평가를 위한 이론적 배경으로 Grey System Theory(GST)를 적용하였으며, 대상지역은 보행우선구역 시범사업지로 하여 차량 및 보행환경에 대한 평가를 수행하였다. GST에 의한 종합평가 및 분석결과, 같은 서비스수준 또는 상대적으로 차량 및 보행환경의 운영지표상(도로용량편람)에서는 보다 양호한 상태라 할지라도 관측된 데이터가 Grey Category 범위에 따라 통합 평가시에는 평가지표 간 가중치 등이 고려되어 산정되었기에 Category 상에서의 종합점수는 달라지는 것을 알 수 있었다. 이러한 점을 종합적으로 고려해 볼 때, 도로운영상의 지표들이 상대적으로 좋다고 하더라도 안전상의 지표들이 나쁠 경우에는 그에 따라Grey Category상의 점수들도 변화하는 것을 알 수 있었으며, 본 평가방법을 통해 향후 도시가로 형태별로 현재 상태를 진단할 뿐 아니라 노선별(축별), 면적인 개념에서의 평가와 더불어 평가지표간 통합평가가 이루어 질 것으로 기대하고 있다.

F-투영법을 이용한 웨이블렛 신경망의 성장 알고리즘 (Growing Algorithm of Wavelet Neural Network using F-projection)

  • 서재용;김용택;조현찬;김용민;전홍태
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 2001년도 하계종합학술대회 논문집(3)
    • /
    • pp.15-168
    • /
    • 2001
  • In this paper, we propose growing algorithm of wavelet neural network. It is growing algorithm that adds hidden nodes using wavelet frame which approximately supports orthogonality in wavelet neural network based on wavelet theory. The result of this processing can be reduced global error and progresses performance efficiency of wavelet neural network. We apply the proposed algorithm to approximation problem and evaluate effectiveness of proposed algorithm.

  • PDF

유전 알고리즘을 이용한 웨이브릿 모듈라 신경망의 최적 구조 설계 (Optimal Structure of Wavelet Modular Wavelet Network Systems Using Genetic Algorithm)

  • 최영준;서재용;연정흠;전홍태
    • 한국지능시스템학회:학술대회논문집
    • /
    • 한국퍼지및지능시스템학회 2000년도 추계학술대회 학술발표 논문집
    • /
    • pp.115-118
    • /
    • 2000
  • In order to approximate a nonlinear function, modular wavelet networks combining wavelet theory and modular concept based on single layer neural network have been proposed as an alternative to conventional wavelet neural networks and kind of modular network. Modular wavelet networks provide better approximating performance than conventional one. In this paper, we propose an effective method to construct an optimal modualr wavelet network using genetic algorithm. This is verified through experimental results.

  • PDF

The Application of Network Theory to Subway Transportation in Seoul, Korea

  • 김채복;김학수;김성인
    • 한국경영과학회지
    • /
    • 제14권2호
    • /
    • pp.81-81
    • /
    • 1989
  • Network approach is used to find the shortest paths and transportation time between the subway stations in Seoul, Korea. Because of transfer stations, we reconstruct the subway network to compute the shortest routes and corresponding transportation times. The reconstructed network is useful to obtain desired information because it can handle the transfer time between tracks. Time and route information about the subway system is obtained and it will be displayed in the subway guide board at each station. Then, all passengers can have the information of shortest route to a destination and corresponding transportation time.