• Title/Summary/Keyword: unified design

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Ensemble Design of Machine Learning Technigues: Experimental Verification by Prediction of Drifter Trajectory (앙상블을 이용한 기계학습 기법의 설계: 뜰개 이동경로 예측을 통한 실험적 검증)

  • Lee, Chan-Jae;Kim, Yong-Hyuk
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.8 no.3
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    • pp.57-67
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    • 2018
  • The ensemble is a unified approach used for getting better performance by using multiple algorithms in machine learning. In this paper, we introduce boosting and bagging, which have been widely used in ensemble techniques, and design a method using support vector regression, radial basis function network, Gaussian process, and multilayer perceptron. In addition, our experiment was performed by adding a recurrent neural network and MOHID numerical model. The drifter data used for our experimental verification consist of 683 observations in seven regions. The performance of our ensemble technique is verified by comparison with four algorithms each. As verification, mean absolute error was adapted. The presented methods are based on ensemble models using bagging, boosting, and machine learning. The error rate was calculated by assigning the equal weight value and different weight value to each unit model in ensemble. The ensemble model using machine learning showed 61.7% improvement compared to the average of four machine learning technique.

A Digital Forensic Framework Design for Joined Heterogeneous Cloud Computing Environment

  • Zayyanu Umar;Deborah U. Ebem;Francis S. Bakpo;Modesta Ezema
    • International Journal of Computer Science & Network Security
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    • v.24 no.6
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    • pp.207-215
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    • 2024
  • Cloud computing is now used by most companies, business centres and academic institutions to embrace new computer technology. Cloud Service Providers (CSPs) are limited to certain services, missing some of the assets requested by their customers, it means that different clouds need to interconnect to share resources and interoperate between them. The clouds may be interconnected in different characteristics and systems, and the network may be vulnerable to volatility or interference. While information technology and cloud computing are also advancing to accommodate the growing worldwide application, criminals use cyberspace to perform cybercrimes. Cloud services deployment is becoming highly prone to threats and intrusions. The unauthorised access or destruction of records yields significant catastrophic losses to organisations or agencies. Human intervention and Physical devices are not enough for protection and monitoring of cloud services; therefore, there is a need for more efficient design for cyber defence that is adaptable, flexible, robust and able to detect dangerous cybercrime such as a Denial of Service (DOS) and Distributed Denial of Service (DDOS) in heterogeneous cloud computing platforms and make essential real-time decisions for forensic investigation. This paper aims to develop a framework for digital forensic for the detection of cybercrime in a joined heterogeneous cloud setup. We developed a Digital Forensics model in this paper that can function in heterogeneous joint clouds. We used Unified Modeling Language (UML) specifically activity diagram in designing the proposed framework, then for deployment, we used an architectural modelling system in developing a framework. We developed an activity diagram that can accommodate the variability and complexities of the clouds when handling inter-cloud resources.

Excitation Response Estimation of Polar Class Vessel Propulsion Shafting System (대빙 등급 선박 추진 시스템의 기진 응답 평가)

  • Barro, Ronald D.;Lee, Don-Chool
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.21 no.12
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    • pp.1166-1176
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    • 2011
  • The prospect in opening the arctic trade transportation route on a year-round basis offers vast opportunity of exploring untapped resources and shortened navigational routes. In addition, the environment's remoteness and lack of technical experiences remains a big challenge for the maritime industry. With this, engine designers and makers are continually investigating, specifically optimizing propulsion shafting system design, to meet the environmental and technical challenges of the region. The International Association of Classification Society, specifically machinery requirements for polar class ships(IACS UR13), embodies the propulsion shafting design requirements for ice class vessels. However, the necessity to upgrade the various features of the unified rules in meeting current polar requirements is acknowledged by IACS and other classification societies. For the polar class propulsion shafting system, it is perceived that the main source of excitation will be the propeller - ice load interaction. The milling - and the impact load, in addition to the load cases interpreted by IACS, contribute greatly to the overall characteristic of the system and due considerations are given during the propulsion design stage. This paper will expound on the excitation load estimation factors affecting the dynamic response of the different propulsion shafting system design. It is anticipated that detailed understanding of these factors will have a significant role during propulsion shafting design in the future.

A Study on Environmental Design Treatments of Subway Stations in Terms of Visual Cues for Place Indication - Focused on the Cases of Seoul, Tokyo and Taipei - (장소지시단서로서의 지하철역 환경디자인 기법에 관한 연구 -서울, 동경, 타이페이 사례를 중심으로-)

  • Park, Hey-Kyung
    • Archives of design research
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    • v.19 no.5 s.67
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    • pp.351-362
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    • 2006
  • Currently, finding one's way in the underground spaces associated with subway stations in large cities is becoming a serious problem, and an environment that facilitates wayfinding is becoming more important. This study investigated interior treatments that function as visual cues in the subway stations of Seoul, Tokyo, and Taipei in order to develop design guidelines that would improve the place-cognition environment. A theoretical study has shown that there are three categories of visual cue for place cognition: marked trails, regional differentiation, and landmarks. The case study showed that marked trails involve treatments like vertical markers, confrontational positioning, and subway color codes. Regional differentiation involves patterns on the floors and walls, and accent colors on the walls and columns. Landmarks include treatments such as super graphics, symbolic features, artistic decoration and special lights. In the cases of Seoul, marked trails and regional differentiation were predominant. In addition, the Olympic symbol 'Hodori' and the ancient Korean character "Hunminjungeum" were used as landmarks. In the cases of Tokyo, regional differentiation predominated over marked trails because of the complexity of the spatial structure and subway line connection system. In the cases of Taipei, simple, unified images predominated, and there was minimal dependence on marked trails and landmarks. The need for regional differentiation was weak, because the stations studied have open structures that guarantee an open field of view. The results of this research could be used as design guidelines, after further experimental verification, that would help to improve the public environment in terms of wayfinding.

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The Design and Protective Capacity Assessment of the Prefabricated PC Arch Ammo Magazines (아치형 조립식 PC 탄약고 설계 및 방호성능 평가)

  • Park, Jang-Kweon;Lim, Chul-Won;Ryu, Dong-Woo;Son, Ki-Young;Baek, Jong-Hyuk;Park, Young-Jun
    • Journal of the Korea Institute of Building Construction
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    • v.14 no.6
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    • pp.615-621
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    • 2014
  • This study suggests the design and assembly drawing of the prefabricated precast concrete arch ammo magazines using the numerical analysis as well as the explosion verification test. The protective capacity of the proposed magazines is identified with the maximum support rotation angles measured by explosion verification tests according to the U.S. Unified Facility Criteria 3-340-02. Using numerical analysis, it is examined that oval-type members are better than the semi-circle ones in terms of protective capacity. Based on this numerical results, the design and assemble drawing for the prefabricated precast concrete arch ammo magazine are developed. It is identified that the structure constructed by invented design and assembly drawing has enough protective capacity against blast pressure caused by 133.75kg TNT explosion. The detonation point cannot be open due to the military security. In sum, it could be concluded that the ammo magazine proposed in this study has reliable protective capacity with enough redundancy. The redundancy means that there are more economic design approach with reducing the curved wall thickness.

A Research on the Paradigm of Interaction Based on Attributes (인터렉션 속성에 기초한 인터렉션 범식화 연구)

  • Shan, Shu Ya;Pan, Young Hwan
    • Journal of the Korea Convergence Society
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    • v.12 no.5
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    • pp.127-138
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    • 2021
  • The aim of this study is to demonstrate interaction as a describable field and tries to understand interaction from the perspective of attributes, thus building a theoretical to help interactive designer understand this field by common rule, rather than waste huge time and labor cost on iteration. Since the concept of interaction language has been brought out in 2000, there are varies of related academical studies, but all with defect such as proposed theoretical models are built on a non-uniform scale, or the analyzing perspective are mainly based on researcher's personal experience and being too unobjective. The value of this study is the clustered resource of research which mainly based on academical review. It collected 21 papers researched on interaction paradigm or interaction attributes published since 2000, extracting 19 interaction attribute models which contains 174 interaction attributes. Furthermore, these 174 attributes were re-clustered based on a more unified standard scale, and the two theoretical models summarized from it are respectively focuses on interaction control and interaction experience, both of which covered 6 independent attributes. The propose of this theoretical models and the analyzation of the cluster static will contribute on further revealing of the importance of interaction attribute, or the attention interaction attribute has been paid on. Also, in this regard, the interactive designer could reasonably allocate their energy during design process, and the future potential on various direction of interaction design could be discussed.

Chinese Influences on Traditional Korean Costume (우리 복식에 중국복식이 미친 영향)

  • 김문숙
    • Journal of the Korean Home Economics Association
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    • v.19 no.2
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    • pp.123-133
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    • 1981
  • If we are to define that the traditional costume is a comprehensive expression of the culture, thoughts, and arts of a country, it is needless to say that the traditional costume would have always reflected the social and cultural aspects of the times. In order words, the cultural contemplation of a certain people at some point the history is only possible when we observe the distintive features of the costume worn by the people of respective times. Although the Korean people had the native costume of its own from the times of the Ancient Choson to the Three Kingdoms of Koguryo, Paekche, and Silla, the Chinese influence on Korean traditional costume became somewhat pronounced ever since the Silla strenghtened the political ties with the T'ang dynasty in China, and it came to a climax when the dual structure in Korean native costume, being compounded with the Chinese touch, continued to be prevailed from the era of the Unified Silla to the Koryo and throughout the succeeding Yi dynasty, thereby copying the typical aspects of Chinese pattern in clothing and dresses worn by the ruling classes, namely the goverment officials including the Kings. Therefore, it is our aim to study the pattern of Chinese influence on our traditional costume, as well as social and cultural aspects by way of contrasting and comparing our official outfit system, which had been developing in dualism since the era of the Unified Silla, with that of China, and to trace in part the Korean traditional costume. In comparing our traditional official outfit system with that of China, we have basically concentrated on the comparison of the official outfit systems during the periods of the Three Kingdoms, the Koryo, and The Yi dynasty with that of corresponding era of Chinese history, namely the dynasties of T'ang, Sung, and Ming, and followed the documentary records for the comparison. Koreans had fallen into the practice of worshipping the powerful in China and begun to adopt the culture and institutions of the T'ang dynasty since the founding of the Unified Silla. From this time forth, Korean people started to wear the clothes in Chinese style. The style of clothing during the period of the Koryo Kingdom was deeply influenced by that of the T'ang and Sung dynasties in China, and it was also under the influenced of the Yuan dynasty(dynasty established by the Mongols) at one time, because of the Koryo's subordinative position to the Yuan. At the close of the Koryo dynasty, the King Kongmin ordered the stoppage on the use of 'Ji-Joung', the name of an era for the Yuan dynasty, in May of the eighteenth year of his rule in order to have the royal authority recognized by a newly rising power dominating the Chinese continent, the Mind. Kind Kongmin presented a memorial, repaying a kindness to the Emperor T'aejo of the Ming dynasty in celebration of his enthronement and requested that the emperor choose an official outfit, thereby the Chinese influence being converted to that of the Ming. As a matter of course, the Chinese influence deepened all the more during the era of the Yi dynasty coupled with the forces of the toadyic ideology of worshipping the China, dominant current of the times, and the entire costume, from the imperial crown and robe to the official outfit system of government officials, such as official uniforms, ordinary clothes, sacrificial robes, and court dresses followed the Chinese style in their design. Koreans did not have the opportunity of developing the official outfit system on its own and they just wore the official outfit designated on separate occasions by the emperors of China, whenever the changes in dynasty occurred in the continent. Especially, the Chinese influence had greatly affected in leading our consciousness on the traditional costume to the consciousness of the class and authority. Judging from the results, Koreans had been attaching weight to the formulation of the traditional outfit system for the ruling classes in all respective times of the history and the formulation of the system was nothing more than the simple following of the Chinese system.

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An Interpretation of Symbols in Water Gardens of Old Palaces - Based on the Archetype Theory of Jung - (융(Jung)의 원형론의 관점에서 본 궁궐 수공간의 상징성 - 공간구조와 디테일에 나타난 상징의미를 중심으로 -)

  • Yoon, Mi-Bang;Kim, Han-Bai
    • Journal of the Korean Institute of Traditional Landscape Architecture
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    • v.28 no.3
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    • pp.60-71
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    • 2010
  • The purpose of this paper is to provide a unified examination of apparently quite different gardens in terms of Carl Jung's psychological concepts such as Archetypes, Individualization, and a natural tendency towards balance or wholeness. In Jung's psychological framework, Archetypes are innate, universal prototypes for ideas and function as the first original models upon which all other similar persons, objects or concepts are derived, copied or patterned. Jung proposes that Individualization be achieved through a natural tendency towards balance, especially the balance between the conscious and the unconscious. This paper deals with three gardens, each of which represents a distinct cultural region: Bu-Yong Ji(芙蓉池) at the Changdeok Palace(Oriental), the Patio of the Lions at the Alhambra(Islamic), and the Fountain of Apollo at the Versailles Palace(Western). It is argued that all of three have in common a natural tendency towards balance and symbolize mandala, the archetype of wholeness. Bu-Yong Ji is in the form of quadrangle which embodies Yin and Yang. In the Patio of the Lions, the basin at the center and the four channels, which symbolize the waterway of the Garden of Eden and the four rivers in Paradise respectively, are constructed in the form of a quadripartite composition. The overlapped circle and rectangular shaped pond of the Fountain of Apollo also represents mandala. Symbols representing the same archetype can vary from culture to culture. This explains the differences among the three gardens with respect to specific aspects of external forms. In other words, an archetypal image can give rise to various forms in different cultures, and thus quite different mediums of design or design details may be developed. In conclusion, the three gardens give us a good example as to how an archetypal image can be expressed in different ways from culture to culture and how seemingly different design details can be analyzed in a unified way.

Developing an XML Schema Design Methodology for Object-Relational Database Applications (객체-관계형 데이터베이스 응용을 위한 XML Schema 설계방법론 개발)

  • Choi Mun-Young;Joo Kyung-Soo
    • Journal of Korea Multimedia Society
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    • v.7 no.9
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    • pp.1208-1218
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    • 2004
  • Nowadays the information exchange based on XML such as B2B electronic commerce is spreading. Therefore a systematic and stable management mechanism for storing the exchanged information is needed. For this goal there are many research activities for centering on relational databases the connection between XML application and databases. But when XML data which has hierarchical structure is stored as relational databases which are expressed as relational information, a set of 2-dimensional table, there is a limitation essentially. Accordingly the modeling methodology for storing such structured information in the form of object-relational databases is needed. In order to build good quality application systems, modeling is an important first step. In 1997, the OMG adopted the UML as its standard modeling language. Since industry has warmly embraced UML, its popularity should become more important in the future. So a design methodology based on UML is needed to develop efficient XML applications. In this paper, we propose a unified design methodology for XML applications based on object-relational database using UML. To reach these goals, first we propose a systematic three step methodology to extract UML, second we introduce a XML modeling methodology to design W3C XML schema using UML and third we propose a data modeling methodology for object-relational database schema to store exchanging XML data efficiently.

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A Partial Scan Design by Unifying Structural Analysis and Testabilities (구조분석과 테스트 가능도의 통합에 의한 부분스캔 설계)

  • Park, Jong-Uk;Sin, Sang-Hun;Park, Seong-Ju
    • Journal of KIISE:Computer Systems and Theory
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    • v.26 no.9
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    • pp.1177-1184
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    • 1999
  • 본 논문에서는 스캔플립프롭 선택 시간이 짧고 높은 고장 검출률(fault coverage)을 얻을 수 있는 새로운 부분스캔 설계 기술을 제안한다. 순차회로에서 테스트패턴 생성을 용이하게 하기 위하여 완전스캔 및 부분스캔 설계 기술이 널리 이용되고 있다. 스캔 설계로 인한 추가영역을 최소화 하고 최대의 고장 검출률을 목표로 하는 부분스캔 기술은 크게 구조분석과 테스트 가능도(testability)에 의한 설계 기술로 나누어 볼 수 있다. 구조분석에 의한 부분스캔은 짧은 시간에 스캔플립프롭을 선택할 수 있지만 고장 검출률은 낮다. 반면 테스트 가능도에 의한 부분스캔은 구조분석에 의한 부분스캔보다 스캔플립프롭의 선택 시간이 많이 걸리는 단점이 있지만 높은 고장 검출률을 나타낸다. 본 논문에서는 구조분석에 의한 부분스캔과 테스트 가능도에 의한 부분스캔 설계 기술의 장단점을 비교.분석하여 통합함으로써 스캔플립프롭 선택 시간을 단축하고 고장 검출률을 높일 수 있는 새로운 부분스캔 설계 기술을 제안한다. 실험결과 대부분의 ISCAS89 벤치마크 회로에서 스캔플립프롭 선택 시간은 현격히 감소하였고 비교적 높은 고장 검출률을 나타내었다.Abstract This paper provides a new partial scan design technique which not only reduces the time for selecting scan flip-flops but also improves fault coverage. To simplify the problem of the test pattern generation in the sequential circuits, full scan and partial scan design techniques have been widely adopted. The partial scan techniques which aim at minimizing the area overhead while maximizing the fault coverage, can be classified into the techniques based on structural analysis and testabilities. In case of the partial scan by structural analysis, it does not take much time to select scan flip-flops, but fault coverage is low. On the other hand, although the partial scan by testabilities generally results in high fault coverage, it requires more time to select scan flip-flops than the former method. In this paper, we analyzed and unified the strengths of the techniques by structural analysis and by testabilities. The new partial scan design technique not only reduces the time for selecting scan flip-flops but also improves fault coverage. Test results demonstrate the remarkable reduction of the time to select the scan flip-flops and high fault coverage in most ISCAS89 benchmark circuits.