• 제목/요약/키워드: Hard point data

검색결과 131건 처리시간 0.027초

중년기 여성의 폐경경험 (Korean Urban Woman's Experience of Menopause : Newlife)

  • 이경혜;장춘자
    • 모자간호학회지
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    • 제2권1호
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    • pp.70-86
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    • 1992
  • What is the meaning of menopause experienced by urban Korean women? Nurses need an under standing of menopause as it is experienced by women themselves. Nursing needs to build knowledge of womens' health experiences. This phenomenological study examined what menopause means to modern Korean woman to build a structure of knowledge useful for practice to enhance the quality of life of women throughout this experience. Traditional definition of menopause according to physiological changes, as illness and more recently as psychosociocultural phenomena were examined along with the folk lore information generally available in the society A review of the research and scientific literature was done from the perspectives of four models including the medical model of menopause as disease, the psychosocial model as positive and negative behavioral responses to menopause, a feminist model of menopause as a time of rebirth and a nursing model of the changing patterns of meaning, rythms and transformation women experience through menopause. Van Kaam's method was used to analyse data audio-recorded during interviews by the investigator with 65 women, 40 to 60 years of agey whose confidentility was assured. Interpretation of the data was enhanced luther by consultation with professional colleugues and with informants. Four rhythmical patterns of process emerged : from suffering to comfort, from oppression to freedom from being a good wife and wise mother to becoming a woman and from a hard life to an abundant life. The detailed common elements making up each of the four patterns and definitions of each pattern were presented. Each pattern was discussed critically from the point of view of medical, psychosociocultural, womens' and nursing models. The structural definition of the synthesis of the four process patterns was stated as : in spite of suffering the middle-aged urban Korean woman find she is able to help herself to feel comfortable and to realize release as she moves from oppression to liberation and freedom from being a good wife and wise mother she experiences rebirth as a woman : she begins to live a profitable and valuable life : her life becomes one of transformed abundant living. The definition transcends the medical and phychosociocultural model to embody a nursing model. The analysis was critiqued by using Parse' Human Becomming theory of nursing because the emerging themes were process patterns. Parse' theory provides and explanation of the experience of menopause consistant with the data which enhances nursing understanding of womens' experience of menopause. Parse' practice methodology provide guidance for promoting womens' quality of life throughout the experience of menopause. Feminist analysis contributes valuable critique to nursing research, richly expanding the perspective from traditional approaches to promote understanding of the meaning of womens' health experiences.

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A Study on the Meaning and Strategy of Keyword Advertising Marketing

  • Park, Nam Goo
    • 유통과학연구
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    • 제8권3호
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    • pp.49-56
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    • 2010
  • At the initial stage of Internet advertising, banner advertising came into fashion. As the Internet developed into a central part of daily lives and the competition in the on-line advertising market was getting fierce, there was not enough space for banner advertising, which rushed to portal sites only. All these factors was responsible for an upsurge in advertising prices. Consequently, the high-cost and low-efficiency problems with banner advertising were raised, which led to an emergence of keyword advertising as a new type of Internet advertising to replace its predecessor. In the beginning of 2000s, when Internet advertising came to be activated, display advertisement including banner advertising dominated the Net. However, display advertising showed signs of gradual decline, and registered minus growth in the year 2009, whereas keyword advertising showed rapid growth and started to outdo display advertising as of the year 2005. Keyword advertising refers to the advertising technique that exposes relevant advertisements on the top of research sites when one searches for a keyword. Instead of exposing advertisements to unspecified individuals like banner advertising, keyword advertising, or targeted advertising technique, shows advertisements only when customers search for a desired keyword so that only highly prospective customers are given a chance to see them. In this context, it is also referred to as search advertising. It is regarded as more aggressive advertising with a high hit rate than previous advertising in that, instead of the seller discovering customers and running an advertisement for them like TV, radios or banner advertising, it exposes advertisements to visiting customers. Keyword advertising makes it possible for a company to seek publicity on line simply by making use of a single word and to achieve a maximum of efficiency at a minimum cost. The strong point of keyword advertising is that customers are allowed to directly contact the products in question through its more efficient advertising when compared to the advertisements of mass media such as TV and radio, etc. The weak point of keyword advertising is that a company should have its advertisement registered on each and every portal site and finds it hard to exercise substantial supervision over its advertisement, there being a possibility of its advertising expenses exceeding its profits. Keyword advertising severs as the most appropriate methods of advertising for the sales and publicity of small and medium enterprises which are in need of a maximum of advertising effect at a low advertising cost. At present, keyword advertising is divided into CPC advertising and CPM advertising. The former is known as the most efficient technique, which is also referred to as advertising based on the meter rate system; A company is supposed to pay for the number of clicks on a searched keyword which users have searched. This is representatively adopted by Overture, Google's Adwords, Naver's Clickchoice, and Daum's Clicks, etc. CPM advertising is dependent upon the flat rate payment system, making a company pay for its advertisement on the basis of the number of exposure, not on the basis of the number of clicks. This method fixes a price for advertisement on the basis of 1,000-time exposure, and is mainly adopted by Naver's Timechoice, Daum's Speciallink, and Nate's Speedup, etc, At present, the CPC method is most frequently adopted. The weak point of the CPC method is that advertising cost can rise through constant clicks from the same IP. If a company makes good use of strategies for maximizing the strong points of keyword advertising and complementing its weak points, it is highly likely to turn its visitors into prospective customers. Accordingly, an advertiser should make an analysis of customers' behavior and approach them in a variety of ways, trying hard to find out what they want. With this in mind, her or she has to put multiple keywords into use when running for ads. When he or she first runs an ad, he or she should first give priority to which keyword to select. The advertiser should consider how many individuals using a search engine will click the keyword in question and how much money he or she has to pay for the advertisement. As the popular keywords that the users of search engines are frequently using are expensive in terms of a unit cost per click, the advertisers without much money for advertising at the initial phrase should pay attention to detailed keywords suitable to their budget. Detailed keywords are also referred to as peripheral keywords or extension keywords, which can be called a combination of major keywords. Most keywords are in the form of texts. The biggest strong point of text-based advertising is that it looks like search results, causing little antipathy to it. But it fails to attract much attention because of the fact that most keyword advertising is in the form of texts. Image-embedded advertising is easy to notice due to images, but it is exposed on the lower part of a web page and regarded as an advertisement, which leads to a low click through rate. However, its strong point is that its prices are lower than those of text-based advertising. If a company owns a logo or a product that is easy enough for people to recognize, the company is well advised to make good use of image-embedded advertising so as to attract Internet users' attention. Advertisers should make an analysis of their logos and examine customers' responses based on the events of sites in question and the composition of products as a vehicle for monitoring their behavior in detail. Besides, keyword advertising allows them to analyze the advertising effects of exposed keywords through the analysis of logos. The logo analysis refers to a close analysis of the current situation of a site by making an analysis of information about visitors on the basis of the analysis of the number of visitors and page view, and that of cookie values. It is in the log files generated through each Web server that a user's IP, used pages, the time when he or she uses it, and cookie values are stored. The log files contain a huge amount of data. As it is almost impossible to make a direct analysis of these log files, one is supposed to make an analysis of them by using solutions for a log analysis. The generic information that can be extracted from tools for each logo analysis includes the number of viewing the total pages, the number of average page view per day, the number of basic page view, the number of page view per visit, the total number of hits, the number of average hits per day, the number of hits per visit, the number of visits, the number of average visits per day, the net number of visitors, average visitors per day, one-time visitors, visitors who have come more than twice, and average using hours, etc. These sites are deemed to be useful for utilizing data for the analysis of the situation and current status of rival companies as well as benchmarking. As keyword advertising exposes advertisements exclusively on search-result pages, competition among advertisers attempting to preoccupy popular keywords is very fierce. Some portal sites keep on giving priority to the existing advertisers, whereas others provide chances to purchase keywords in question to all the advertisers after the advertising contract is over. If an advertiser tries to rely on keywords sensitive to seasons and timeliness in case of sites providing priority to the established advertisers, he or she may as well make a purchase of a vacant place for advertising lest he or she should miss appropriate timing for advertising. However, Naver doesn't provide priority to the existing advertisers as far as all the keyword advertisements are concerned. In this case, one can preoccupy keywords if he or she enters into a contract after confirming the contract period for advertising. This study is designed to take a look at marketing for keyword advertising and to present effective strategies for keyword advertising marketing. At present, the Korean CPC advertising market is virtually monopolized by Overture. Its strong points are that Overture is based on the CPC charging model and that advertisements are registered on the top of the most representative portal sites in Korea. These advantages serve as the most appropriate medium for small and medium enterprises to use. However, the CPC method of Overture has its weak points, too. That is, the CPC method is not the only perfect advertising model among the search advertisements in the on-line market. So it is absolutely necessary that small and medium enterprises including independent shopping malls should complement the weaknesses of the CPC method and make good use of strategies for maximizing its strengths so as to increase their sales and to create a point of contact with customers.

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여성농업인 리더의 생애경험을 통한 심리적 장애요인에 관한 소고 (A Pilot Study of Rural Women Leader's Psychological Trap for Getting Some Informations to Reinvent One's Life)

  • 김경미;이진영;최윤지
    • 농촌지도와개발
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    • 제13권1호
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    • pp.149-171
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    • 2006
  • This is a pilot study on rural women's psychological trap to define some obstacles to self directed learning. During few decades, according to major crop of each farm household has shifted from rice to other crops like as vegetables, fruits, horticultures, livestock, etc., women's role or labor sharing of women in farming has been also increased. Although women are important human resources, till now, there is no a research or an approach to rural woman on the view of individual human being. Therefore this study will contribute to understand woman's behavior or attitudes based on psychological description at each person's experiences. For this study, the data was collected from 23 women leaders who participated in a training course in 2005, through the scale of Jeffrey E. Young & Janet S. Klosko which was developed to improvement of one's repetitious behavior based on cognitive psychological care. It was categorized into 11types of psychological trap of one person, named as follows; (1) trap of being deserted by someone (2) trap of disbelief and being ill-treated (3) trap of weakness (4) trap of dependence (5) trap of emotional deprivation (6) trap of feelings of alienation among society (7) trap of deficiency (8) trap of anxiety to failure (9) trap of subordination (10) trap of the merciless standard by self-estimation (11) trap of the sense of privilege. From the data, the average age of subjects was 52.8years old, and the educational back of subjects was higher than general rural women. In both of the trap of weakness and the trap of the merciless standard by self-estimation, the ratio of over and 4 point score of 6 points was 71.4% and 76.2%. It means most of subjects have experienced fear of unexpected calamity(trap of weakness), and mental press hard for efforts to meet one's ideal standard(trap of the merciless standard by self-estimation). Especially the trap of the merciless standard by self-estimation may have relation with rural women's over burden from farming and local society activities.

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월악산화강암체의 파쇄대규명을 위한 전기비저항탐사 (Electrical Resistivity-Measurements for the Detection of Fracture Zones in the Woraksan Granitic-Bodies)

  • 김지수;권일룡
    • 지질공학
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    • 제7권2호
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    • pp.113-126
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    • 1997
  • 결정암내의 불규칙한 파쇄대에 대한 전기탐사 자료의 효율적인 자료처리, 해석 연구를 목적으로 큰 저반의 월악산화강암체에 대하여 전기비저항 쌍극자배열 탐사, 전기비저항 슐럼버저배열 수직탐사를 수행하였다. 파쇄대등의 불균질대는 쌍극자배열법으로 잘 규명되었고, 균질하고 치밀한 하강암내에도 소규모의 파쇄대가 비교적 심부까지 발달되어 있는 것으로 해석되었다. 파쇄대는 전기비저항 쌍극자탐사자료 단면도에서 주로 고비저항대와 저비저항대의 경계에 분포된다고 할 때, 수직탐사자료들을 서로 내, 외삽시켜 만든 2차원의 층, 3차원적인 입체도에서도 그 분포양상이 잘 나타났고 그 천부 경계선은 극저주파 전자탐사자료에서 영점통과점으로 확인되었다. 불규칙한 파쇄대의 삼차원적인 지하영상은 여러 단면도들을 배열하여 만든 합성단면도 (fence iagram)에 시각적으로 보이며 그 공간적인 분포양상은 투사각 변화를 주어 가며 여러 각도에서 조명하므로써 효과적으로 해석되었다. 월악산 흑운모화강암체와 파쇄대의 복합 비저항값은 약 4,000 ohm-m로서 700 ohm-m의 석회규산염암 자료에 비해 매우 높게 나타나는데 이 차이는 일차적으로 두 지역에 분포하는 암석에 기인하지만 화강암의 관입작용과 관련되어 화천리층에 발달한 습곡이나 단층등의 2차 공극과도 관련된 것으로 보인다. 파쇄대에 대한 전기비저항값의 특성분석은 단면도영상의 표준편차, 비대칭도, 첨도등의 통계적인 분석으로 접근되었다. 고비저항대와 저비저항대 경계의 파쇄대는 균질한 암석에 비해 높은 표준편차로 특징되며 그 분포양상은 비대칭도 및 첨도 영상에서도 잘 상관되었다.

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PFCM 클러스터링 기법의 개선 (Improvement of the PFCM(Possibilistic Fuzzy C-Means) Clustering Method)

  • 허경용;최세운;우영운
    • 한국정보통신학회논문지
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    • 제13권1호
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    • pp.177-185
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    • 2009
  • 클러스터링은 주어진 데이터 포인트들을 주어진 개수의 그룹으로 나누는 비지도 학습의 한 방법이다. 클러스터링의 방법 중 하나로 널리 알려진 퍼지 클러스터링은 하나의 포인트가 모든 클러스터에 서로 다른 정도로 소속될 수 있도록 함으로써 하나의 클러스터에만 속할 수 있도록 하는 K-means와 같은 방법에 비해 자연스러운 클러스터 형태의 유추가 가능하고, 잡음에 강한 장점이 있다. 이 논문에서는 기존의 퍼지 클러스터링 방법 중 소속도(membership)와 전형성(typicality)을 동시에 계산해 낼 수 있는 Possibilistic Fuzzy C-Means(PFCM) 방법에 Gath-Geva(CG)의 방법을 적용하여 PFCM을 개선한다. 제안한 방법은 PFCM 장점을 그대로 가지면서도, GG의 거리 척도에 의해 클러스터들 사이의 경계를 강조함으로써 분류 목적에 적합한 소속도를 계산할 수 있으며 전형성은 가우스 형태의 분포에서 생성된 포인트들의 분포 함수를 정확하게 모사함으로써 확률 밀도 추정의 방법으로도 사용될 수 있다. 또한 GG 방법은 Gustafson-Kessel 방법과 달리 클러스터에 포함된 포인트의 개수가 확연히 차이나는 경우에도 정확한 결과를 얻을 수 있다. 이러한 사실들은 실험 결과를 통해 확인할 수 있다.

습지보호지역의 습지보전·이용시설 현황에 관한 기초 연구 - 5개 습지보호지역을 대상으로 - (Fundamental Research of Preservation & Utility Facilities in Wetland Protected Area - 5 Wetland Protected Areas were Used as Main Subjects -)

  • 조동길;박용수;심윤진;이지현;이동진;김상혁;차진열;박미영;송유진;남춘희;김종철;문상균
    • 한국환경복원기술학회지
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    • 제19권1호
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    • pp.25-43
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    • 2016
  • This research was completed to provide fundamental data regarding the guidelines to installing and managing utility facilities & structures in wetland protected area to advance the functions and sustainable use of ecology services by preserving the ecology within wetland protected area. There were 5 on-site researching areas that were used as the main subject with these areas chosen and considered from 21 inland wetlands that have been designated and are being managed from the Ministry of Environment and by their designated dates as a wetland protected area. The utility facilities in these wetland areas were categorized by their types and a detailed on-site investigation was proceeded with investigation items chosen whereas these facilities are working by their roles from their location, size, used materials, types, information contents and etc., The results showed that regarding informational structures, several locations of information boards were distanced from the main exploring routes which did not consider the visitor's eye level which had their readability dropped and by sunlight, time lapse and water penetration, many information boards were damaged or corrupted so that it was hard to confirm the information noticed or understanding an image. Insufficient observation and educational structures were installed that considered the ecological characteristics of wild animals and their living conditions. Regarding convenience facilities, there were parking lots that were installed on the fore-land and to decrease non-point solution sources, some parking lots needed to be located in protected lowlands while some facilities' shape and colors did not harmonize with their natural surroundings, creating a sense of awareness, which will need some more consideration. As for safety facilities, they were very insufficient compared to other facilities. This means that additional safety structures are needed so that related personnel can be aware of where a visitor is located when an accident occurs. Protectional facilities strongly needed new structures and a management system to cut off entrances and do surveillance so that visitors do not go into areas outside of the managed areas and bring damages to restricted locations. Research labs needed to expand the use of automatic weather systems and water gauge equipments to build fundamental data regarding floodgates that are intimated to the forming of wetlands. Sensor cameras and other types of monitoring systems are needed to monitor the majority types of animals living in the wetlands as well.

코스메틱 산업에서의 유통경로상 거래관계가 갈등과 관계만족에 미치는 영향 (The Effect of Business Relationships on Conflict and Satisfaction in the Cosmetics Industry's Distribution Channel)

  • 박수홍;양회창;선일석
    • 유통과학연구
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    • 제13권6호
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    • pp.79-86
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    • 2015
  • Purpose - The cosmetics industry is a traditional high value-added industry in terms of the domestic demand, small batch production systems, exclusive competition, and raw materials highly dependent on overseas countries as well as an oligopolistic market structure. However, new foreign brands and growing consumer awareness of inexpensive products, has triggered a shift. In line with changing lifestyles and the polarization of consumption, the industry faces a new market structure. Among its key characteristics is the cosmetics industry's numerous distribution channels (i.e., department stores, door-to-door sales, online shopping malls, brand shops, and discount stores). Therefore, the study of its distribution channels is essential. Research design, data, and methodology - The study analyzed channel distribution power divided into coercive and non-coercive power. The factors of coercive power included: unilateral request of an increase in commissions, interference in sales by taking advantage of a superior status, unilateral buck-passing at the time of a problem, unilateral request to stop sales activities, and a unilateral business contract; the factors of non-coercive power included favorable payment conditions, offers of various kinds of information, policy on commission reduction, pride in market entrance, and promotion support. In addition, the mediating variable "interdependence" was applied to the execution of department store (or mart) power and their shop conflicts and satisfaction to examine direct and indirect influential power. The methodology was a survey of managers of cosmetics shops in department stores (or marts). The questionnaire, based on a five-point Likert scale, included questions about basic personal information, execution of power, interdependence, conflict, and satisfaction. The study distributed 198 questionnaires and collected 131. Ten questionnaires with missing or hard to analyze data were excluded. Thus, 121 copies were analyzed. Results - According to the analysis, the execution of coercive power by department stores (or marts) did not affect interdependence, but the execution of non-coercive power did. Interdependence did not influence conflict, but did affect satisfaction. Additionally, the analysis revealed direct influential power: the execution of coercive power positively affected conflict and negatively influenced satisfaction; the execution of non-coercive power positively affected satisfaction. Conclusions - To offer suggestions for distribution business relations in the cosmetics industry, this study investigated how the execution of power by department stores (or marts) affected their shops. More specifically, it examined how much the execution of both coercive power and non-coercive power influenced conflict and satisfaction, and analyzed the mediating role of interdependence. In line with previous study results in various areas, coercive power was shown to be the source of conflict, leading to a decrease in satisfaction, whereas non-coercive power significantly positively influenced satisfaction. Moreover, non-coercive power increased interdependence, which led to greater satisfaction. As a result, interdependence had a mediating effect on non-coercive power and satisfaction. Based on the results, department stores (or marts) should look for improvements plans that increase interdependence. Such plans could alleviate conflict with the shops, increasing their satisfaction.

첨성대축조 규준방식과 드잡이기술에 대한 기술사적 접근 연구 (The Study on the Construction Criteria and Dujabee Technique of the Construction of the Cheomseongdae)

  • 김덕문
    • 헤리티지:역사와 과학
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    • 제45권4호
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    • pp.92-103
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    • 2012
  • 본 연구는 고건축 기술사적 관점에서 첨성대 축조당시 가설공법을 규명하고자 하였다. 독특한 구조와 형태로 이루어진 첨성대는 그동안 많은 관심을 끌며 연구되어왔으나 고건축 기술사적 측면에서 접근한 사례를 보기 어렵다. 더욱이 첨성대 축조기술에 관한 연구는 고건축 기술사적 고찰기반이 취약한 추론으로 전개되어 있으므로 많은 의문점을 남기고 있다. 여러 가지 의문점 가운데 가설공법에 대한 논의는 고건축시공 규준방식과 드잡이에 관한 기술사적(技術史的) 고찰을 결여한 추론으로 전개되어 있으므로 신빙성 있는 역사적 사실규명으로 보기 어렵게 한다. 연구결과 첨성대축조 가설공법에 대한 규명은 실제유구가 남아있지 않아 직접 고찰에 한계가 있었으나, 그간의 오류 폭을 좁히고 기초자료 제공에 의한 기술사(技術史) 연구 활성화를 기대할 수 있게 되었다. 주요 연구결과는 세 가지로 정리되었다. 1. 원통형 구조로 이루어진 첨성대축조 규준방식은 또한 +자먹 규구법과 다림추를 이용한 준승방식에 기초한 중심축 규준을 적용하였음으로 고찰되었다. 2. 첨성대 축석공사는 규구준승에 기초한 규준방식과 부합하는 드잡이공사 방법으로 녹로사용 가능성이 고찰 검토되었다. 3. 첨성대축조 규준과 드잡이기술에 대한 고찰 결과 규구준승에 의한 규준방식과 녹로(??)를 이용한 드잡이공사는 축석공사에 별도로 운반을 위한 비계가설을 요하지 않는 고건축 시공기술로 고찰되었다.

저전력 환경에서 멀티미디어 자료 재생을 위한 디스크 스케줄링 기법 (Power Conscious Disk Scheduling for Multimedia Data Retrieval)

  • 최정완;원유집;정원민
    • 한국정보과학회논문지:시스템및이론
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    • 제33권4호
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    • pp.242-255
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    • 2006
  • 최근에, 휴대용 컴퓨터와 모바일 장치(Smart Phone, PDA, MP3 Player 등)의 보급 증가로 인하여 모바일 환경에서의 전력 관리 기술의 필요성은 매우 증가하고 있다. 왜냐하면, 전력 관리 기술은 모바일 장치에서 가장 중요한 요소 중 하나이기 때문이다. 한편, 하드 디스크는 가격에 비하여 용량이 크고 속도가 빠르며 최근에는 모바일 장치에서 사용하기에 충분하게 작게 만들 수도 있으므로 모바일 기기에 사용하기 적당하나, 모바일 장치에 사용하기에는 소모 전력이 너무 크다는 단점이 있다. 이러한 이유들로 인하여 본 논문에서는 디스크에 저장된 연속적인 멀티미디어 자료를 실시간으로 재생하는데 소모되는 전력을 최소화하기 위한 방법을 제안하고 평가하였다. 모바일 장치에서 소모되는 전력을 엄격히 제한하는 것은 모바일 장치들의 하드웨어와 소프트웨어 디자인에 지대한 영향을 준다. 실시간 멀티미디어 재생이 기존의 텍스트 서비스와 다른 점은 디스크가 저장된 데이타 블록을 연속적으로 공급한다는 것이다. 이것은 디스크 드라이브가 멀티미디어 데이타 전체를 재생할 동안 활성화 상태를 유지해야 하게 하므로, 전력 관리 측면에서는 매우 큰 부담으로 작용한다. 전형적인 모바일 디스크 드라이브의 전력 관리 기능은 디스크가 대기 상태에 있을 때의 과도한 입출력 요청으로 인하여 멀티미디어 재생의 품질 측면에서는 부정적인 영향을 준다. 따라서, 본 논문에서는 디스크 드라이브의 전력 소모 형태를 세밀히 분석하고, 저장된 멀티미디어 데이타를 보다 효율적으로 전력을 덜 사용해 재생할 수 있는 알고리즘을 개발하였다. 이 알고리즘은 읽어야 할 데이타 블록의 수와 활성화/대기 상태의 길이를 계산한다. 이로써 본 논문에서 제안한 알고리즘은 모바일 디스크 드라이브에 저장된 데이타 블록의 연속적인 재생을 보장하는 최적의 스케줄링을 한다. 기존에 공개된 MPEG 재생기에 본 알고리즘을 적용한 멀티미디어 재생기를 만들었다. 이 재생기는 전체 재생동안 활성화 상태를 유지하는 경우와 비교하여 60%의 전력 소모량을 절약하였고, 전력 관리 모듈이 있는 디스크 드라이브에서 재생할 경우에 기존외 재생기와 비교하여 38%의 전력 소모량을 절약하였다.

Multi Cycle Consistent Adversarial Networks for Multi Attribute Image to Image Translation

  • Jo, Seok Hee;Cho, Kyu Cheol
    • 한국컴퓨터정보학회논문지
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    • 제25권9호
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    • pp.63-69
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    • 2020
  • 이미지-이미지 변환은 입력 이미지를 통해서 목적 이미지를 만들어내는 기술로 최근 비지도 학습 구조인 GAN을 활용하여 더 실제와 같은 이미지를 만들어내는 높은 성과를 보였다. 이에 따라 GAN을 활용한 이미지-이미지 변환 연구는 다양하게 진행되고 있다. 이때 일반적으로 이미지-이미지 변환은 하나의 속성 변환을 목표한다. 그러나 실제 생활에서 사용되고 얻을 수 있는 자료들은 한 가지 특징으로 설명하기 힘든 다양한 특징으로 이루어진다. 그래서 다양한 속성을 활용하기 위하여 속성별로 이미지 생성 과정을 나누어 학습할 수 있도록 하는 다중 속성 변화를 목표로 한다면 더 이미지-이미지 변환의 역할을 잘 수행할 수 있을 것이다. 본 논문에서는 GAN을 활용한 이미지-이미지 변환 구조 중 높은 성과를 보인 CycleGAN을 활용해 이중 속성 변환 구조인 Multi CycleGAN을 제안한다. 이 구조는 입력 도메인을 두 가지의 속성에 대하여 학습하기 위하여 3개의 도메인이 양방향 학습을 진행하는 이중 변환 구조를 구현하였다. 새로운 구조를 통해 생성된 이미지와 기존 이미지-이미지 변환 구조들을 통해 생성된 이미지를 비교할 수 있도록 실험을 진행하였다. 실험 결과 새로운 구조를 통한 이미지는 입력 도메인의 속성을 유지하며 목표한 속성이 적용되는 높은 성능을 보였다. 이 구조를 활용한다면 앞으로 더 다양한 이미지를 생성하는 일이 가능지기 때문에 더 다양한 분야에서의 이미지 생성의 활용을 기대할 수 있다.