• Title/Summary/Keyword: Hierarchical Class

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Forward/Reverse Engineering Approaches of Java Source Code using JML (JML을 이용한 Java 원시 코드의 역공학/순공학적 접근)

  • 장근실;유철중;장옥배
    • Journal of KIISE:Software and Applications
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    • v.30 no.1_2
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    • pp.19-30
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    • 2003
  • Based upon XML, a standard document format on the web, there have been many active studies on e-Commerce, wireless communication, multimedia technology and so forth. JML is an XML application suitable for understanding and reusing the source code written using JAVA for various purposes. And it is a DTD which can effectively express various information related to hierarchical class structures, class/method relationships and so on. This paper describes a tool which generates JML document by extracting a comment information from Java source code and information helpful for reusing and understanding by JML in terms of the reverse engineering and a tool which generates a skeleton code of Java application program from the document information included in the automatically or manually generated JML document in terms of the forward engineering. By using the result of this study, the information useful and necessary for understanding, analyzing or maintaining the source code can be easily acquired and the document of XML format makes it easy for developers and team members to share and to modify the information among them. And also, the Java skeleton coed generated form JML documents is a reliable robust code, which helps for developing a complete source code and reduces the cost and time of a project.

Abnormal Crowd Behavior Detection via H.264 Compression and SVDD in Video Surveillance System (H.264 압축과 SVDD를 이용한 영상 감시 시스템에서의 비정상 집단행동 탐지)

  • Oh, Seung-Geun;Lee, Jong-Uk;Chung, Yongw-Ha;Park, Dai-Hee
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.21 no.6
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    • pp.183-190
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    • 2011
  • In this paper, we propose a prototype system for abnormal sound detection and identification which detects and recognizes the abnormal situations by means of analyzing audio information coming in real time from CCTV cameras under surveillance environment. The proposed system is composed of two layers: The first layer is an one-class support vector machine, i.e., support vector data description (SVDD) that performs rapid detection of abnormal situations and alerts to the manager. The second layer classifies the detected abnormal sound into predefined class such as 'gun', 'scream', 'siren', 'crash', 'bomb' via a sparse representation classifier (SRC) to cope with emergency situations. The proposed system is designed in a hierarchical manner via a mixture of SVDD and SRC, which has desired characteristics as follows: 1) By fast detecting abnormal sound using SVDD trained with only normal sound, it does not perform the unnecessary classification for normal sound. 2) It ensures a reliable system performance via a SRC that has been successfully applied in the field of face recognition. 3) With the intrinsic incremental learning capability of SRC, it can actively adapt itself to the change of a sound database. The experimental results with the qualitative analysis illustrate the efficiency of the proposed method.

Distracted Driver Detection and Characteristic Area Localization by Combining CAM-Based Hierarchical and Horizontal Classification Models (CAM 기반의 계층적 및 수평적 분류 모델을 결합한 운전자 부주의 검출 및 특징 영역 지역화)

  • Go, Sooyeon;Choi, Yeongwoo
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.11
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    • pp.439-448
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    • 2021
  • Driver negligence accounts for the largest proportion of the causes of traffic accidents, and research to detect them is continuously being conducted. This paper proposes a method to accurately detect a distracted driver and localize the most characteristic parts of the driver. The proposed method hierarchically constructs a CNN basic model that classifies 10 classes based on CAM in order to detect driver distration and 4 subclass models for detailed classification of classes having a confusing or common feature area in this model. The classification result output from each model can be considered as a new feature indicating the degree of matching with the CNN feature maps, and the accuracy of classification is improved by horizontally combining and learning them. In addition, by combining the heat map results reflecting the classification results of the basic and detailed classification models, the characteristic areas of attention in the image are found. The proposed method obtained an accuracy of 95.14% in an experiment using the State Farm data set, which is 2.94% higher than the 92.2%, which is the highest accuracy among the results using this data set. Also, it was confirmed by the experiment that more meaningful and accurate attention areas were found than the results of the attention area found when only the basic model was used.

A Research on The Real Time Video Traffic Transmission Mechanism in IP Based Mobile Networks (IP기반 이동네트워크에서 실시간 비디오 트래픽 전송 메카니즘에 관한 연구)

  • 강문식;이준호
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.8A
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    • pp.879-888
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    • 2004
  • In this paper, we propose a real time QoS(Quality of Service) guaranteed transmission mechanism for MPEG video traffic at the congested node in IP based networks. Recent spread of the Internet has increased the demands of a real time multimedia service of the quality, Because the type of Internet services can, however, offer the best effort delivery strategies, it is difficult to treat all the types of traffic with differential COS (Class of Service). Most of all, the hierarchical coding method of MPEG data utilizes the reference frame for the motion prediction. The loss of the reference frames makes QoS of the video traffic degraded because the reference frame bit error causes the consecutive packet loss. Therefore we have studied the real time QoS guaranteed mechanism for video traffic by analyzing the previous methods. Computer simulation results show that the proposed scheme has better performance than the previous one.

Effects of Personal Backgrounds and Institutional Characteristics of Teachers on the Quality of Early Childhood Education and Care: The Conditions for Improving the Quality Classroom (유아교사의 개인특성과 유아교육기관 특성이 유아교육기관의 질에 미치는 영향: 유아교실의 질을 향상시키기 위한 조건)

  • Park, Chang Hyun
    • Korean Journal of Childcare and Education
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    • v.11 no.2
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    • pp.201-220
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    • 2015
  • The purpose of this study is to analyse the effects of teachers'personal background (academic, education career) and institutional characteristic factors(founded facility type, class size, and curriculum organization type) on the quality of the classroom in early childhood education and care(ECEC) fields. This study is to explore the conditions for improving the quality of ECEC, looking back on a traditional paradigm focused on teacher education and qualifications. The hierarchical regression analysis was conducted through a survey as a research method. The results indicated that the effects of institutional characteristics were more influential than teachers' education on classroom quality. Public kindergartens and child care centers were reported to have higher effects than the private ones on classroom quality. Based on these results, policy implications and future research plans were suggested in perspective of improving the publicness of ECEC services.

Direct Adaptive Fuzzy Sliding Mode Control for Under-actuated Uncertain Systems

  • Su, Shun-Feng;Hsueh, Yao-Chu;Tseng, Cio-Ping;Chen, Song-Shyong;Lin, Yu-San
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.15 no.4
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    • pp.240-250
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    • 2015
  • The development of the control algorithms for under-actuated systems is important. Decoupled sliding mode control has been successfully employed to control under-actuated systems in a decoupling manner with the use of sliding mode control. However, in such a control scheme, the system functions must be known. If there are uncertainties in those functions, the control performance may not be satisfactory.In this paper, the direct adaptive fuzzy sliding mode control is employed to control a class of under-actuated uncertain systems which can be regarded as a combination of several subsystems with one same control input. By using the hierarchical sliding control approach, a sliding control law is derived so as to make every subsystem stabilized at the same time. But, since the system considered is assumed to be uncertain, the sliding control law cannot be readily facilitated. Therefore, in the study, based on Lyapunov stable theory a fuzzy compensator is proposed to approximate the uncertain part of the sliding control law. From those simulations, it can be concluded that the proposed compensator can indeed cope with system uncertainties. Besides, it can be found that the proposed compensator also provide good robustness properties.

A Comparative Study on the Architectural Characteristics of Gunjajeong and Gyejeong (군자정(君子亭)과 계정(溪亭)의 건축특성 비교 연구)

  • Jang, Sun-Joo
    • Journal of the Korean housing association
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    • v.25 no.6
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    • pp.57-66
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    • 2014
  • With regard to the pavilion buildings of Imcheonggak Gunjajeong and Donglakdang Gyejeong that are located within residential areas, this study focused on the construction background, the building owner's circumstances and the location environment of these buildings, and attempted to derive the architectural characteristics presented by these two pavilion buildings and, through this, to grasp the architect's intention of plan. The results of this study are as follows. With regard to Gunjajeong, it could be confirmed that, first, it is located in a propitious site and took the composition that follows the family ritual standards for the family rituals of the scholar-gentry class and opens to visitor access, and second, the floor height of the site and interior space was designed so that Munpilbong on the south and the Sarangchae on the west, and the Sadang on the east can be connected visually, and third, the authority and dignity of the head family were built through the symmetric 丁-shaped plane figure, the wide partition module, the form-centered building, and the hierarchical composition of the roof. On the other hand, with regard to Gyejeong, it could be confirmed that, first, it is located along the stream of Jagye valley that has no mountains in the front and in the back and took the composition that put the name symbolizing Taoist thoughts on the surrounding natural environment and was closed to visitor access but opens to nature, and second, with Jagye and Jagye surroundings as the main landscape, it built the concept of intended landscape that symbolizes the Taoist thoughts by giving names not only simply to the visible objects but also to surrounding rocks, and third, the asymmetric ㄱ-shaped plane composed a yard-centered space rather than emphasizing the shape, and connected the part of the plane with Jagye so as to be embodied as a personal inner self-perfecting place that closely communicates only with nature away from the mundane world.

A Study on the Modes of Human Communication Reflected in the New-style Novels of the Korean Enlightenment Era (신소설을 통해 본 개화기의 인간 커뮤니케이션 양태)

  • Chae, Baek
    • Korean journal of communication and information
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    • v.68
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    • pp.34-64
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    • 2014
  • This paper analyzed the modes of human communication of the Korean enlightenment era through 9 new-style novels with the assumption that the fictitious world of novels reflect the social realities of that time. The most noticeable fact was that the communication environment of that time were remarkably diversified with the new media, such as newspaper, printed book, postal system, telegraph, telephone, and photo. But the communication of most people was mainly relied on traditional oral communication. In oral communication the hierarchical relationship and age were the most important variable as usual but the formality and etiquette were weakened than Late Chosun Dynasty. The distribution of written culture was enlarged especially by women and lower class. The contact with the foreign cultures which had become possible after the opening of ports brought about intercultural communication. In conclusion it can be said that the communication of people in the enlightenment era was mainly by oral communication but the reliance on the media was enlarged gradually.

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A Wavelet-based Profile Classification using Support Vector Machine (SVM을 이용한 웨이블릿 기반 프로파일 분류에 관한 연구)

  • Kim, Seong-Jun
    • Journal of the Korean Institute of Intelligent Systems
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    • v.18 no.5
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    • pp.718-723
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    • 2008
  • Bearing is one of the important mechanical elements used in various industrial equipments. Most of failures occurred during the equipment operation result from bearing defects and breakages. Therefore, monitoring of bearings is essential in preventing equipment breakdowns and reducing unexpected loss. The purpose of this paper is to present an online monitoring method to predict bearing states using vibration signals. Bearing vibrations, which are collected as a form of profile signal, are first analyzed by a discrete wavelet transform. Next, some statistical features are obtained from the resultant wavelet coefficients. In order to select significant ones among them, analysis of variance (ANOVA) is employed in this paper. Statistical features screened in this way are used as input variables to support vector machine (SVM). An hierarchical SVM tree is proposed for dealing with multi-class problems. The result of numerical experiments shows that the proposed SVM tree has a competent performance for classifying bearing fault states.

Land-Cover Classification of Barton Peninsular around King Sejong station located in the Antarctic using KOMPSAT-2 Satellite Imagery (KOMPSAT-2 위성 영상을 이용한 남극 세종기지 주변 바톤반도의 토지피복분류)

  • Kim, Sang-Il;Kim, Hyun-Cheol;Shin, Jung-Il;Hong, Soon-Gu
    • Korean Journal of Remote Sensing
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    • v.29 no.5
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    • pp.537-544
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    • 2013
  • Baton Peninsula, where Sejong station is located, mainly covered with snow and vegetation. Because this area is sensitive to climate change, monitoring of surface variation is important to understand climate change on the polar region. Due to the inaccessibility, the remote sensing is useful to continuously monitor the area. The objectives of this research are 1) map classification of land-cover types in the Barton Peninsular around King Sejong station and 2) grasp distribution of vegetation species in classified area. A KOMPSAT-2 multispectral satellite image was used to classify land-cover types and vegetation species. We performed classification with hierarchical procedure using KOMPSAT-2 satellite image and ground reference data, and the result is evaluated for accuracy as well. As the results, vegetation and non-vegetation were clearly classified although species shown lower accuracies within vegetation class.