• Journal of KIISE:Software and Applications
• /
• v.26 no.11
• /
• pp.1314-1323
• /
• 1999

컴퓨터의 사용이 일반화됨에 따라 데이타를 생성하고 수집하는 것이 용이해졌다. 이에 따라 데이타로부터 자동적으로 유용한 지식을 얻는 기술이 필요하게 되었다. 데이타 마이닝에서 얻어진 지식은 정확성과 이해성을 충족해야 한다. 본 논문에서는 데이타 마이닝을 위하여 퍼지 결정트리에 기반한 효율적인 퍼지 규칙을 생성하는 알고리즘을 제안한다. 퍼지 결정트리는 ID3와 C4.5의 이해성과 퍼지이론의 추론과 표현력을 결합한 방법이다. 특히, 퍼지 규칙은 속성 축에 평행하게 판단 경계선을 결정하는 방법으로는 어려운 속성 축에 평행하지 않는 경계선을 갖는 패턴을 효율적으로 분류한다. 제안된 알고리즘은 첫째, 각 속성 데이타의 히스토그램 분석을 통해 적절한 소속함수를 생성한다. 둘째, 주어진 소속함수를 바탕으로 ID3와 C4.5와 유사한 방법으로 퍼지 결정트리를 생성한다. 또한, 유전자 알고리즘을 이용하여 소속함수를 조율한다. IRIS 데이타, Wisconsin breast cancer 데이타, credit screening 데이타 등 벤치마크 데이타들에 대한 실험 결과 제안된 방법이 C4.5 방법을 포함한 다른 방법보다 성능과 규칙의 이해성에서 보다 효율적임을 보인다.Abstract With an extended use of computers, we can easily generate and collect data. There is a need to acquire useful knowledge from data automatically. In data mining the acquired knowledge needs to be both accurate and comprehensible. In this paper, we propose an efficient fuzzy rule generation algorithm based on fuzzy decision tree for data mining. We combine the comprehensibility of rules generated based on decision tree such as ID3 and C4.5 and the expressive power of fuzzy sets. Particularly, fuzzy rules allow us to effectively classify patterns of non-axis-parallel decision boundaries, which are difficult to do using attribute-based classification methods.In our algorithm we first determine an appropriate set of membership functions for each attribute of data using histogram analysis. Given a set of membership functions then we construct a fuzzy decision tree in a similar way to that of ID3 and C4.5. We also apply genetic algorithm to tune the initial set of membership functions. We have experimented our algorithm with several benchmark data sets including the IRIS data, the Wisconsin breast cancer data, and the credit screening data. The experiment results show that our method is more efficient in performance and comprehensibility of rules compared with other methods including C4.5.

• Journal of KIISE:Software and Applications
• /
• v.30 no.11
• /
• pp.1080-1091
• /
• 2003

Recently, the distance education has been rapidly proliferated with the rapid growth of the Internet and high speed networks. There has been relatively much research with regard to online lecture (teaching and studying) tools for the distance education, compared to the virtual laboratory tools (for self-study and experiments). In this paper, we design and implement a web-based simulation tool, named as SimDraw, for the virtual laboratory in the distance education. To apply the web-based simulation technology into the distance education, some requirements should be met; firstly, the user interface of the simulation should be very easy for students. Secondly, the simulation should be very portable to be run on various computer systems of remote students. Finally, the simulation program on remote computers should be very thin so that students can easily install the program onto their computers. To meet these requirements, SimDraw adopts the client/server architecture; the client program contains only model development and animation functions so that no installation of a client program onto student's system is required, and it can be implemented by a Java applet in Web browsers. The server program supports client programs by offering the functions such as remote compiling, model storing, library management, and user management. For the evaluation of SimDraw, we show the simulation process using the example experimentation of the RIP(Routing Information Protocol) Internet routing protocol.

• KIPS Transactions on Computer and Communication Systems
• /
• v.3 no.11
• /
• pp.393-402
• /
• 2014

We have experienced an explosive increase of the IoT(Internet of Things) technology based devices including smart phones and the wireless communications. Also the growing power consumption in IEEE 802.11 WLANs(Wireless LANs) driven by these dramatic increases in not only mobile users and but also wireless APs(Access Points). To reduce the power consumption, this paper proposes a wireless AP power saving algorithm, which minimizes the transmission power without decrease the transmission and carrier sense ranges. A wireless AP which is use in our algorithm checks its own original coverage periodically for whether there is a new STA(Station) or not when its transmission power is decreased. Moreover, if there are no signaling message to connect the wireless AP, it changes its operation mode Wake-up to sleep. A Result shows that the proposed AP algorithm can reduce the total power consumption of the wireless AP approximated 18% and 35% compared to the conventional wireless AP with and without the existing power saving algorithm, respectively.

• The Korean Journal of Emergency Medical Services
• /
• v.13 no.3
• /
• pp.71-76
• /
• 2009

서론(Introduction) : 의학 시뮬레이션(medical simulation)은 교육생 학습과정에서 내재된 위험이 환자에게 가해짐 없이 교육생이 실제적인 환자 상황을 경험할 수 있게 하고 여러 다양한 임상내용이 포함한 상황에 적용될 수 있다. 시뮬레이션 기술의 사용은 의학교육(medical education), 인증서(certification), 면허교부(Licensure)와 의료의 질 형성에 큰 잠재력을 가지고 있다. 복강경 수술, 내시경검사, 전문심장구조술, 응급기도관리와 외상소생을 포함한 다양한 임상시술의 수행에서 시뮬레이션이 교육생의 술기를 달성하고, 측정하고, 유지하는 유효성을 증명하였다 컴퓨터로 조절되는 시뮬레이터는 맥박, 혈압, 호흡, 대화가 가능하고, 중증질환 또는 외상환자의 치료에 필요한 같은 인명구조 시술을 수행할 수 있다. 의학 시뮬레이션은 의사, 간호사, 응급구조사와 응급 진료를 필요로 하는 환자를 치료하는 사람에게 필요하다. 최신 전문심장구조술 과정수업은 전통적인 강의와 제한된 팀 상호작용이 포함된 이틀 과정이다. 우리는 비 영어권 국제 응급구조학생의 전문심장구조술 술기능력을 알아보고, 그것을 미국 응급구조학생과 비교하고자 한다. 목적(Objective) : 이 연구의 목적은 다양한 전문심장구조술 증례 시나리오를 가진 의학 시뮬레이터를 이용하여 미국과 한국의 응급구조 학생의 능력을 비교하는 것이다. 시행 장소(Site Location) : 이 연구는 한국 제주도에 위치한 제주한라대학 스토니브룩 응급의료교육원에서 진행되었다. 학생들의 평가는 스토니브룩에 위치한 스토니브룩 대학 의료원의 한 명의 평가자(Dr. lee)에 의해 수행되었다. 방법(Methods) : 15명의 한국 응급구조학생들은 세 팀으로 무작위로 선정하였다. 5명이 한 팀이 되어 같은 증례의 시나리오를 받았다. 세 가지 시나리오는 : 첫째, 천식지속상태(Status asthmaticus), 둘째, 긴장기흉을 동반한 만성폐쇄성폐질환(COPD with tension penumothorax) 그리고 마지막으로 메가코드(megacode)를 가진 심정지 이다. 세 팀을 각각 그리고 기본인명구조술(BLS)과 전문심장구조술(ACLS)과정을 마친 미국 응급구조학생들과 비교하였다. 15명의 미국 응급구조학생들 또한 세 팀으로 무작위로 선정하였다. 이 응급구조 학생들은 플러싱병원 의료원 소속으로 그곳에서 이 연구에 참여할 뿐만 아니라 지속적인 의학교육(CME)이수를 받았다. 이들에게도 같은 세 가지 증례의 시나리오가 주어졌고 Dr lee는 총 여섯 팀을 평가하였다(한국 세 팀과 미국 세팀). 결과(Results) : 양 국가의 모든 15명의 학생이 의학시뮬레이터를 사용하여 전문심장구조술 메가코드시험을 포함한 시험에 모두 통과하였다. 비록 학생들을 무작위로 세 팀으로 나누었지만 한 팀이 이 모든 세 증례에서 다른 팀보다 뛰어났다. 제주한라대학 2번 팀은 더 나은 기도관리, 리듬인식과 임상술기를 가진 모든 중요한 활동을 얻기에서 우수했다. 그들은 핵심요구사항을 90% 이상 충족시겼다. 한국의 2번팀(G2K)은 메가코드에서 기도개방, 호흡평가, 순환징후 그리고 흉부압박수와 같은 신체검진 술기에서도 탁월했다. 게다가 다른 팀과 비교 시 리듬인식, 약물지식과 임상술기에서도 높은 점수를 받았으며 2번팀(G2K)이 6팀 중에 가장 뛰어나게 역활수행을 하였다. 결론(Conclusion) : 이 비교 연구에서 한국학생과 미국학생간에 전문심장구조술 메가코드 시험의 통과율에는 차이가 없었다. 그러나 미국학생은 세 팀 사이에 더 적은 변이로 더 일괄된 점수를 받았다. 한국학생들도 모든 세 가지 증례를 통과하였지만 이 세 팀은 미국학생 팀보다 점수에서 더 큰 변이를 보였다.

• Journal of the Korea Institute of Information and Communication Engineering
• /
• v.11 no.7
• /
• pp.1407-1413
• /
• 2007

University environment on campus has been changed faster than before in today. Especially, they have devised middle & long-term development plans such as improving the image of campus and increasing campus competitive power to overcome difficulties in campus management. Therefore, many of those have made every effort to provide convenient university services for campus students and to improve the image of campus through building a Ubiquitous-Campus. But existing systems of a Ubiquitous-Campus have not understood actual conditions of IT (Information Technology) for campus students or not provided basic environment to analyze actual conditions of efficient using the system, expectations of the following people about a Ubiquitous-Campus is getting higher md higher though. Must become technology base ubiquitous campus construction, and is real erudition that ubiquitous campus model who can utilize substantially through service construction that is required newly with student's IT infra practical use analysis hereupon such as is required to solve these problems, But there is a limitation on designing the model in rapidly changed university environment on campus. In this paper, we studied about a Students Centralized Ubiquitous Campus model through U-Learning, U-Recruit, U-Printer, and personal information history service which are based on data warehouse for students analysis which is a key point element of building a Ubiquitous Campus.

• Journal of the Korea Institute of Information and Communication Engineering
• /
• v.12 no.10
• /
• pp.1723-1730
• /
• 2008

The national IT outsourcing is actively achieved centering around the manufacturing enterprise and financial institution. The If outsourcing of the public institution is generalized. The IT development and operation management task are the field in which first an outsourcing is introduced due to a factor including the technological change, the efper increase in demand, and etc. Particularly, the core business of the public institution is the public service. Therefore, the core business of the public institution can concentrate on the core business and by drastically outsourcing the etc task ran improve an efficiency. Therefore, as to the IT outsourcing, the innovative method that can enhance the quality of the public service can become. In this paper, We analyze how the Supply Administration introducing the service level agreement (SLA: Service Level Agreement) and the problem that the Samsung SDS is faced with were solved. And the practical affairs guide-line for managing elements which can minimize trial and error and successfully implement the IT outsourcing is presented.

• KIPS Transactions on Computer and Communication Systems
• /
• v.8 no.11
• /
• pp.263-270
• /
• 2019

Vehicular cloud computing is a new emerging technology that can provide drivers with cloud services to enable various vehicular applications. A vehicular cloud is defined as a set of vehicles that share their own resources. Vehicles should collaborate with each other to construct vehicular clouds through vehicle-to-vehicle communications. Since collaborating vehicles to construct the vehicular cloud have different speeds, directions and locations respectively, the vehicular cloud is constructed in multi-hop communication range. Due to intermittent wireless connectivity and low density of vehicles with the limited resources, the construction of vehicular cloud with multi-hop communications has become challenging in vehicular environments in terms of the service success ratio, the service delay, and the transmitted packet number. Thus, we propose a multi-hop vehicular cloud construction protocol that increases the service success ratio and decreases the service delay and the transmitted packet number. The proposed protocol uses a connection time-based intermediate vehicle selection scheme to reduce the cloud failure probability of multi-hop vehicular cloud. Simulation results conducted in various environments verify that the proposed protocol achieves better performance than the existing protocol.

• Korean Journal of Remote Sensing
• /
• v.37 no.5_1
• /
• pp.1149-1161
• /
• 2021

With a trend of the utilization of computer vision for satellite images, cloud detection using deep learning also attracts attention recently. In this study, we conducted a U-Net cloud detection modeling using SPARCS (Spatial Procedures for Automated Removal of Cloud and Shadow) Cloud Dataset with the image data augmentation and carried out 10-fold cross-validation for an objective assessment of the model. Asthe result of the blind test for 1800 datasets with 512 by 512 pixels, relatively high performance with the accuracy of 0.821, the precision of 0.847, the recall of 0.821, the F1-score of 0.831, and the IoU (Intersection over Union) of 0.723. Although 14.5% of actual cloud shadows were misclassified as land, and 19.7% of actual clouds were misidentified as land, this can be overcome by increasing the quality and quantity of label datasets. Moreover, a state-of-the-art DeepLab V3+ model and the NAS (Neural Architecture Search) optimization technique can help the cloud detection for CAS500 (Compact Advanced Satellite 500) in South Korea.

• Journal of Convergence for Information Technology
• /
• v.11 no.11
• /
• pp.172-177
• /
• 2021

As part of the digital era, a digital twin that simulates the weak part of a product by performing a stress test that reduces the lifespan of some expensive equipment that cannot be done in reality by accurately moving the real world to virtual reality is being actively used in the manufacturing industry. Due to the development of IoT, the digital twin, which accurately collects data collected from the real world and makes it the same in the virtual space, is mutually beneficial through accurate prediction of urban life problems such as traffic, disaster, housing, quarantine, energy, environment, and aging. Based on its action, it is positioned as a necessary tool for smart city construction. Although digital twin is widely applied to the manufacturing field, this study proposes a smart city model suitable for the 4th industrial revolution era by using it to smart cities and increasing citizens' safety, welfare, and convenience through the proposed model. In addition, when a digital twin is applied to a smart city, it is expected that more accurate prediction and analysis will be possible by real-time synchronization between the real and virtual by maintaining realism and immediacy through real-time interaction.

• Journal of Digital Convergence
• /
• v.19 no.12
• /
• pp.281-289
• /
• 2021

This study aims to investigate the influence of the components of the startup ecosystem on the business performance of startups, focusing on the mediating effect of the location environment. By presenting the insight that the popularization of start-ups can be an alternative for job creation thanks to the government's start-up support policy considering the location environment, it is possible to construct an optimal configuration scenario between the components of the start-up ecosystem and the location environment. Furthermore, it is expected to contribute to the improvement of corporate management performance. To achieve this goal, we performed a survey and the subjects were domestic start-up company employees with less than 7 years of experience. The results show that the components of the start-up ecosystem had a significant effect on the business performance of start-up companies and the location environment and on the management performance of start-up companies according to the mediation of the location environment.