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Design of Data-centroid Radial Basis Function Neural Network with Extended Polynomial Type and Its Optimization (데이터 중심 다항식 확장형 RBF 신경회로망의 설계 및 최적화)

  • Oh, Sung-Kwun;Kim, Young-Hoon;Park, Ho-Sung;Kim, Jeong-Tae
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.60 no.3
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    • pp.639-647
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    • 2011
  • In this paper, we introduce a design methodology of data-centroid Radial Basis Function neural networks with extended polynomial function. The two underlying design mechanisms of such networks involve K-means clustering method and Particle Swarm Optimization(PSO). The proposed algorithm is based on K-means clustering method for efficient processing of data and the optimization of model was carried out using PSO. In this paper, as the connection weight of RBF neural networks, we are able to use four types of polynomials such as simplified, linear, quadratic, and modified quadratic. Using K-means clustering, the center values of Gaussian function as activation function are selected. And the PSO-based RBF neural networks results in a structurally optimized structure and comes with a higher level of flexibility than the one encountered in the conventional RBF neural networks. The PSO-based design procedure being applied at each node of RBF neural networks leads to the selection of preferred parameters with specific local characteristics (such as the number of input variables, a specific set of input variables, and the distribution constant value in activation function) available within the RBF neural networks. To evaluate the performance of the proposed data-centroid RBF neural network with extended polynomial function, the model is experimented with using the nonlinear process data(2-Dimensional synthetic data and Mackey-Glass time series process data) and the Machine Learning dataset(NOx emission process data in gas turbine plant, Automobile Miles per Gallon(MPG) data, and Boston housing data). For the characteristic analysis of the given entire dataset with non-linearity as well as the efficient construction and evaluation of the dynamic network model, the partition of the given entire dataset distinguishes between two cases of Division I(training dataset and testing dataset) and Division II(training dataset, validation dataset, and testing dataset). A comparative analysis shows that the proposed RBF neural networks produces model with higher accuracy as well as more superb predictive capability than other intelligent models presented previously.

A MDA-based Approach to Developing UI Architecture for Mobile Telephony Software (MDA기반 이동 단말 시스템 소프트웨어 개발 기법)

  • Lee Joon-Sang;Chae Heung-Seok
    • The KIPS Transactions:PartD
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    • v.13D no.3 s.106
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    • pp.383-390
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    • 2006
  • Product-line engineering is a dreaming goal in software engineering research. Unfortunately, the current underlying technologies do not seem to be still not much matured enough to make it viable in the industry. Based on our experiences in working on mobile telephony systems over 3 years, now we are in the course of developing an approach to product-line engineering for mobile telephony system software. In this paper, the experiences are shared together with our research motivation and idea. Consequently, we propose an approach to building and maintaining telephony application logics from the perspective of scenes. As a Domain-Specific Language(DSL), Menu Navigation Viewpoint(MNV) DSL is designed to deal with the problem domain of telephony applications. The functional requirements on how a set of telephony application logics are configured can be so various depending on manufacturer, product concept, service carrier, and so on. However, there is a commonality that all of the currently used telephony application logics can be generally described from the point of user's view, with a set of functional features that can be combinatorially synthesized from typical telephony services(i.e. voice/video telephony, CBS/SMS/MMS, address book, data connection, camera/multimedia, web browsing, etc.), and their possible connectivity. MNV DSL description acts as a backbone software architecture based on which the other types of telephony application logics are placed and aligned to work together globally.

A Study on Rhetorical Expression of Public Information Design -Focus on Information Design Case for Seoul Public Transportation- (공공정보디자인의 수사학적 표현에 관한 연구 - 서울시 대중교통 정보디자인 사례를 중심으로 -)

  • Yang, Seung-Ju
    • Archives of design research
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    • v.18 no.3 s.61
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    • pp.95-104
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    • 2005
  • Although the volume and complexity of available information have increased, our ability to process such volume of complex information has not been met with corresponding development. Information designers have been given the responsibility to address such unbalanced progress by developing effective visual systems to deliver and communicate such information to the masses in a manner that is quick and easy to process and understand. This study originated in recognition of these issues. This study seeks to find a solution to these issues in rhetorics in order to proliferate visual communications in recognition of the increasing importance of information and visual communication. Rhetorics, a field of study with a long history of analyzing the delivery of communication, provides numerous possibilities for the re-establishment of importance placed on visual information communication. Included in this study are (i) a thorough analysis of the principals of expression and logic offered by rhetorics, as applicable to information design (ii) a proposal to the solution to the above-mentioned issues encompassing the rhetoric process and methods of expression of information design and (iii) the practical application of these design principals to social activities. In order to provide an example of the practical use of the rhetoric methodology Presented in this study, we applied the rhetoric methodology to the 'Information Design for Public Transportation of Seoul.' and developed a new map and a guidebook. The raw data necessary for the foregoing were obtained through the analysis of the information designs that are currently in use in connection with mass transportation in Seoul and the survey evaluation conducted among Seoul residents. We modulated the infrastructure of Seoul by using 48 TAZs, computed the routes that are most likely to be used, and proposed the predictable information analysis process. The design proposed on this study encompasses color coding and use of combined information, and application of style and sequential information analysis process.

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Efficient Session Management mechanism applied Key Recovery technique in IPSec (IPSec에서 키 복구 기술을 적용한 효율적인 연결 관리 메커니즘)

  • Kim, Jeong-Beom;Lee, Yun-Jeong;Park, Nam-Seop;Kim, Tae-Yun
    • The KIPS Transactions:PartC
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    • v.8C no.6
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    • pp.775-782
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    • 2001
  • Recently the use of Linux OS is increasing to tremendous figures. But due to the fact that Linux is distributed on an open-source policy, the need of security is an upcoming question which leads to widespread development of security on a Linux based environment. Cryptography, however, can cause various problems because of difficulty of key management. A lot of researchers have been concentrating on the key recovery technique to eliminate the reverse effect of using these kinds of security and to promote positive aspects of using it. In this thesis I am suggesting an mechanism based on the key recovery technique, as a method to save time in recovery and resetting a disconnection between two end-users through IPSec (IP Security) protocols in a VPN (Virtual Private Network) environment. The main idea of the newly suggested mechanism, KRFSH (Key Recovery Field Storage Header), is to store the information of the session in advance for the case of losing the session information essential to establish a tunnel connection between a SG and a host in the VPN environment, and so if necessary to use the pre-stored information for recovery. This mechanism is loaded on the IPSec based FreeS/WAN program (Linux environment), and so the VPN problem mentioned above is resolved.

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A Field Survey on the Odor Concentration in Piggery by the Change of the Season (돈사 내에서 계절별 악취 발생 농도 조사 연구)

  • Kam, D.H.;Jeong, J.W.;Choi, H.C.;Song, J.I.;Hong, J.T.;Lee, D.W.;Yoo, Y.H.
    • Journal of Animal Environmental Science
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    • v.13 no.3
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    • pp.187-194
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    • 2007
  • Six pig farms were surveyed to measure the odor concentrations and characteristics of ammonia and sulfide corollary compounds in piggery. They were depended on the scale of piggery, weather conditions such as temperature, humidity, wind speed and direction, scales and types of pig breeding, and manure treatment methods. The highest ammonia concentrations in piggery were measured during the winter, since the tight sealed insulation in piggery made less amount of generated ammonia discharged from piggery. The objective of this study was to measure concentrations of odor in the piggery by season and growing, and to measure concentrations of odor at boundary area. So, we investigated the raising managements, manure managements, and methods of reducing odor according to farm scale. We found that concentration of ammonia gas in the swine fattening piggery in winter was the highest. This result is consistent with the lower ventilation rate to maintain Indoor temperature. In this result, there was no connection between farm scale and ventilating system. Concentration of ammonia gas was 1.64 ppm at one boundary area in the middle scale. $H_2S$, $CH_3SH$, $(CH_3)_2S$, and $(CH_3)_2S_2$ were below the standard of protection odor policy.

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Biennale is a Preacher for the Globalization of Art? (과연 비엔날레는 세계화의 전도사인가?)

  • Choi, Tae-Man
    • The Journal of Art Theory & Practice
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    • no.3
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    • pp.85-106
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    • 2005
  • As biennale exhibitions has been expanded into all of the world since 1990s, these trends of blockbuster exhibitions have caused several problems. For instance, some major curators monopolized most global size exhibitions despite of a variety of cultural and historical backgrounds. Besides, due to a strong connection between these curators and their own artists, the young emerging artists' opportunities tend to be reduced as a result of the power game. In addition, major curators' power have influence on the exhibition style as well as on the theme itself. Some artists who did not involved that kind of huge scale exhibitions dispute that the direction of the exhibition is concentrating on the curator's interest instead of artists or viewers. Although these dissatisfactions could not portray correctly the process of organizing and managing system of a biennale exhibition, those biennale exhibitions held in recent have shown tautologic discourses without any passion and positive attitude direct to the exploitation of our society as a vanguard. In the process of comparing several kinds of biennale exhibitions, I could find that some artists who participated several biennale exhibitions at the same time did not present their creative vision, although the triumph of an exhibition was typically measured by the amount of visitors. Thus, the aim of this article is to prove that the biennale can show us new cultural discourse as well as progressive method of understanding our times. Is biennale producing the real 'global standard'? If biennale has done it, could this global standard present upto-date paradigm for the unique exhibition system? Is biennale providing an useful opportunity for the understanding and communicating of contemporary art through the recontextualization which is pronounced by the publicity of curator and organizing committee? How can we find the distinctive strategy from each biennale exhibition including Venice Biennale? Biennale, as a blockbuster exhibition, always requires a degree of hype, otherwise it would not be a special event and would not attract a big enough audience. It is the actual reason why major biennale exhibitions seem to be similar artistic events. Unfortunately, it seems that the excess of biennale exhibitions might bring about the lack of contents. In this case, the biennale syndrome would being a kind of the center of poverty, in spite of the visual splendor. After all, following the global standard may not be a matter of great importance now. What really matters is how each biennale exhibition which started under the different conditions can search their own identity.

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A Recurring Eddy off the Korean Northest Coast Captured on Satellite Ocean Color and Sea Surface Temperature Imagery (위성의 해색 영상과 해수면온도 영상을 활용한 재발생 와동류에 관한 연구)

  • ;B.G.Mitchell
    • Korean Journal of Remote Sensing
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    • v.15 no.2
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    • pp.175-181
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    • 1999
  • A recurring eddy which located at the terminal end of the Korean East Warm Current was captured on ocean color and sea surface temperature imagery from satellite in spring and autumn. During late April, 1997 thermal infrared imagery from the NOAA AVHRR sensor and ocean color data from the Japanese ADEOS-I OCTS sensor, revealed this feature. The cold core had elevated chlorophyll concentrations, based on OCTS estimates, of greater than 3 mg/m$^3$ while the warmer surrounding waters had chlorophyll concentrations of 1 mg/m$^3$ or less. The elevated cholophyll accociated with this eddy has not been previously described. The eddy is also evident in SST images from autumn, but the SST in the core is warmer than in spring, and the warm jet flowing to the west of the eddy is also warmer is autumn compared to spring. A reccurring eddy and the high chlorophyll_a concentration area which surround around the eddy show on NOAA and SeaWiFS images in March 2, 1998. The eddy forms at the northern extent of the Korean East Warm Current as those waters collide with the cold, south-flowing Liman Current over a topographic shelf about 1500 m deep. This region of the eddy formation appears to have a strong connection with the dynamics of the western part of the polar front eddy field that dominates surface mesoscale structure in the central East (Japan) Sea. Interaction of the eddy with ARGOW tracked drifters, and evidence for its persistence are discussed.

Edith Stein : Body, Life and Religion (에디트 슈타인과 몸, 생명 그리고 종교)

  • Lee, Eun-young
    • Journal of Korean Philosophical Society
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    • v.123
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    • pp.281-307
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    • 2012
  • In the modern society, we have come to recognize human emotions such as anxiety, fear, pain, anger, sadness, longing, desire and pleasure as important topics of philosophy. How shall we study the 'problem of emotions', or in a bigger sense, the 'problem of empathy'? With this critical mind, the research into empathy can be called as a starting point for studying the deepest feelings and thoughts of human beings in connection with the feelings of other people. Most of all, in order to understand other people and to understand human being itself, the role of sympathy or empathy has been emphasized among the problems of emotions, and this trend is especially distinctive in the philosophy of psychology. I definitely acknowledge that empathy or sympathy takes loneliness and agony away from a human being and therefore it is the starting point of communication between people. However, the very fundamental question of 'what are human beings, and who are they?' is once again reminded. In other words, this thesis focuses on the fact that humans are viewed not only as the existence with a soul or heart, but also as a "unique existence" containing something "material-, life- and spiritual", and in that sense, this world is an ecological organism that contains organic connections of humans, material things, plants and animals, which should be the point of view for approach. And it is also emphasized in this study to approach the question about human beings from the religious spirituality point of view that the society with true love for neighbors could be achieved through religious practices that provide principles and value.

A Study on the philosophical foundation of Rollo May's existential psychotherapy - in connection with Kierkegaard's concept of anxiety - (롤로 메이의 실존주의 심리치료의 철학적 기초 - 키에르케고어의 불안개념과 연관하여 -)

  • Oh, Shin-taek
    • Journal of Korean Philosophical Society
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    • v.130
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    • pp.135-159
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    • 2014
  • This article has the purpose of clarifying that Rollo May's existential psychotherapy is based on Kierkegaard's concept of anxiety in philosophical aspects. May makes use of Kierkegaard's concept of anxiety to establish his own existential psychotherapy. May points out that Freud's concept of anxiety is too technical in comparison with Kierkegaard's concept of anxiety. Freudian theory accepting anxiety as the cause of repression overlooks the importance of human relationship which brings about repression. May mentions the presence or absence of object to distinguish fear and anxiety. Kierkegaard and Freud also mention that the presence of object is called fear and the absence of object is anxiety. May interprets anxiety ontologically. Succeeding Kierkegaard's comment on nothing/non-being, May insists that anxiety is the experience of Being affirming itself against Nonbeing. May interprets Kierkegaard's concept of freedom as the possibility or potentiality in terms of similar meaning. May argues that Anxiety is the situation when faced with the problem which human being will achieve his potentiality. Kierkegaard's concept of freedom is also associated with sin at the same time as the freedom associated with anxiety. Succeeding this, May discusses the relation of guilt feeling and anxiety is the flipside of the coin. He understands that guilt feeling is not a pathological symptom but an evidence of the human being's possibility. Kierkegaard's The Concept of Anxiety has a sub-title which is 'a simple psychologically orienting deliberation on the dogmatic issue of hereditary sin'. This shows that he understood the relationship between anxiety and guilt as dilemma that can not be separated. Through this study, I want to clarify that May's concept of anxiety which is the most important concept in his existential psychotherapy, is derived from Kierkegaard's concept of anxiety.

An analysis on the mask play music composition - focuscing on the Bonsandaenori mask play - (가면극 음악구성의 원리 - 본산대놀이계통 가면극을 중심으로 -)

  • Im, Hyejung
    • (The) Research of the performance art and culture
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    • no.33
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    • pp.97-128
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    • 2016
  • According to the findings of the study, the music composition of the mask play is deeply related to the main characteristics of the scene. The first scene of the play starts with the Byeoksa dance. This particular dance part represents the evil spirit expel ritual. The instrumental accompaniment like and are played for the dance. The last part of the play starts with the Halmi and Yeonggam scene. This scene is played in both the instrumental and vocal music. For the instrumental part , for the vocal part and songs are played. and songs are played on the part of the Halmi's funeral ceremony scene. The instrumental and are played in various scenes for the accompaniment of the dance part. The musical structure of the mask play is flexible. This kind of flexibility of scene structure mainly concerned with the way of musical composition. The main structure of the mask play can be classified into two main styles according to the allocation of the vocal music. In first style, the vocal music is evenly dispersed. In second style, the vocal parts are concentrated in the rear section. As I mentioned earlier, no logical association is found in the matter of the scene arrangement. A scene arrangement has a deep connection with the arrangement of the music in each scene. In conclusion, the mixed arrangement of the scene in mask play is mainly concerned with the matter of the music arrangement in order to maintain the tension of the drama.