• 제목/요약/키워드: Word Depth

검색결과 78건 처리시간 0.023초

Fast Convergence GRU Model for Sign Language Recognition

  • Subramanian, Barathi;Olimov, Bekhzod;Kim, Jeonghong
    • 한국멀티미디어학회논문지
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    • 제25권9호
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    • pp.1257-1265
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    • 2022
  • Recognition of sign language is challenging due to the occlusion of hands, accuracy of hand gestures, and high computational costs. In recent years, deep learning techniques have made significant advances in this field. Although these methods are larger and more complex, they cannot manage long-term sequential data and lack the ability to capture useful information through efficient information processing with faster convergence. In order to overcome these challenges, we propose a word-level sign language recognition (SLR) system that combines a real-time human pose detection library with the minimized version of the gated recurrent unit (GRU) model. Each gate unit is optimized by discarding the depth-weighted reset gate in GRU cells and considering only current input. Furthermore, we use sigmoid rather than hyperbolic tangent activation in standard GRUs due to performance loss associated with the former in deeper networks. Experimental results demonstrate that our pose-based optimized GRU (Pose-OGRU) outperforms the standard GRU model in terms of prediction accuracy, convergency, and information processing capability.

The Impact of Importance of Online Platform Food Delivery Selection Attributes on Satisfaction and Repurchase Intention

  • Bo-Kyung SEO;Seunghyeon LEE;Seong Soo CHA
    • 식품보건융합연구
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    • 제10권4호
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    • pp.9-19
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    • 2024
  • This qualitative study explores the impact of online food delivery platform attributes on customer satisfaction and repurchase intentions. Employing a phenomenological approach, we conducted in-depth interviews and focus group discussions with 15 participants to gain rich insights into user experiences. Thematic analysis revealed key factors influencing satisfaction and loyalty: service quality dimensions (efficiency, reliability, fulfillment, privacy), expectation disconfirmation, perceived usefulness and ease of use, multi-level customer value, relationship quality, electronic word-of-mouth, value co-creation, and phased loyalty formation. Our findings extend customer behavior theory in digital platforms, offering a comprehensive framework for understanding the complex mechanisms underlying user satisfaction and repurchase decisions. The study provides valuable implications for platform operators, highlighting the importance of exceeding customer expectations, enhancing user experience, building trust, leveraging user-generated content, and fostering co-creation processes. Methodologically, we demonstrate the efficacy of qualitative approaches in uncovering nuanced insights in digital service contexts. While acknowledging limitations in generalizability, this research establishes a solid foundation for future investigations into the rapidly evolving domain of online food delivery services. The integrated theoretical approach offers a robust model for analyzing customer behavior in emerging digital service environments, contributing significantly to both academic understanding and practical application in the field of digital service provision and platform management.

Memory Organization for a Fuzzy Controller.

  • Jee, K.D.S.;Poluzzi, R.;Russo, B.
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1993년도 Fifth International Fuzzy Systems Association World Congress 93
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    • pp.1041-1043
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    • 1993
  • Fuzzy logic based Control Theory has gained much interest in the industrial world, thanks to its ability to formalize and solve in a very natural way many problems that are very difficult to quantify at an analytical level. This paper shows a solution for treating membership function inside hardware circuits. The proposed hardware structure optimizes the memoried size by using particular form of the vectorial representation. The process of memorizing fuzzy sets, i.e. their membership function, has always been one of the more problematic issues for the hardware implementation, due to the quite large memory space that is needed. To simplify such an implementation, it is commonly [1,2,8,9,10,11] used to limit the membership functions either to those having triangular or trapezoidal shape, or pre-definite shape. These kinds of functions are able to cover a large spectrum of applications with a limited usage of memory, since they can be memorized by specifying very few parameters ( ight, base, critical points, etc.). This however results in a loss of computational power due to computation on the medium points. A solution to this problem is obtained by discretizing the universe of discourse U, i.e. by fixing a finite number of points and memorizing the value of the membership functions on such points [3,10,14,15]. Such a solution provides a satisfying computational speed, a very high precision of definitions and gives the users the opportunity to choose membership functions of any shape. However, a significant memory waste can as well be registered. It is indeed possible that for each of the given fuzzy sets many elements of the universe of discourse have a membership value equal to zero. It has also been noticed that almost in all cases common points among fuzzy sets, i.e. points with non null membership values are very few. More specifically, in many applications, for each element u of U, there exists at most three fuzzy sets for which the membership value is ot null [3,5,6,7,12,13]. Our proposal is based on such hypotheses. Moreover, we use a technique that even though it does not restrict the shapes of membership functions, it reduces strongly the computational time for the membership values and optimizes the function memorization. In figure 1 it is represented a term set whose characteristics are common for fuzzy controllers and to which we will refer in the following. The above term set has a universe of discourse with 128 elements (so to have a good resolution), 8 fuzzy sets that describe the term set, 32 levels of discretization for the membership values. Clearly, the number of bits necessary for the given specifications are 5 for 32 truth levels, 3 for 8 membership functions and 7 for 128 levels of resolution. The memory depth is given by the dimension of the universe of the discourse (128 in our case) and it will be represented by the memory rows. The length of a world of memory is defined by: Length = nem (dm(m)+dm(fm) Where: fm is the maximum number of non null values in every element of the universe of the discourse, dm(m) is the dimension of the values of the membership function m, dm(fm) is the dimension of the word to represent the index of the highest membership function. In our case then Length=24. The memory dimension is therefore 128*24 bits. If we had chosen to memorize all values of the membership functions we would have needed to memorize on each memory row the membership value of each element. Fuzzy sets word dimension is 8*5 bits. Therefore, the dimension of the memory would have been 128*40 bits. Coherently with our hypothesis, in fig. 1 each element of universe of the discourse has a non null membership value on at most three fuzzy sets. Focusing on the elements 32,64,96 of the universe of discourse, they will be memorized as follows: The computation of the rule weights is done by comparing those bits that represent the index of the membership function, with the word of the program memor . The output bus of the Program Memory (μCOD), is given as input a comparator (Combinatory Net). If the index is equal to the bus value then one of the non null weight derives from the rule and it is produced as output, otherwise the output is zero (fig. 2). It is clear, that the memory dimension of the antecedent is in this way reduced since only non null values are memorized. Moreover, the time performance of the system is equivalent to the performance of a system using vectorial memorization of all weights. The dimensioning of the word is influenced by some parameters of the input variable. The most important parameter is the maximum number membership functions (nfm) having a non null value in each element of the universe of discourse. From our study in the field of fuzzy system, we see that typically nfm 3 and there are at most 16 membership function. At any rate, such a value can be increased up to the physical dimensional limit of the antecedent memory. A less important role n the optimization process of the word dimension is played by the number of membership functions defined for each linguistic term. The table below shows the request word dimension as a function of such parameters and compares our proposed method with the method of vectorial memorization[10]. Summing up, the characteristics of our method are: Users are not restricted to membership functions with specific shapes. The number of the fuzzy sets and the resolution of the vertical axis have a very small influence in increasing memory space. Weight computations are done by combinatorial network and therefore the time performance of the system is equivalent to the one of the vectorial method. The number of non null membership values on any element of the universe of discourse is limited. Such a constraint is usually non very restrictive since many controllers obtain a good precision with only three non null weights. The method here briefly described has been adopted by our group in the design of an optimized version of the coprocessor described in [10].

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제품의 사용성이 사용자의 감성에 미치는 영향에 관한 연구 (The effects of the usability of products on user's emotions)

  • 정상훈;이건표
    • 디자인학연구
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    • 제19권5호
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    • pp.373-382
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    • 2006
  • 본 연구에서는 심리적 측정방법의 한계점을 보완할 수 있는 효과적인 감성 측정방법의 일환으로 감성어휘 로깅 소프트웨어 'VideoTAME'을 개발하여 제품을 사용하는 도중에 표출되는 사용자의 감성변화를 측정하였다. 이를 통해 제품의 사용성이 사용자의 감성에 어떤 영향을 미치는 지에 대하여 밝혀내는 것이 본 연구의 궁극적인 목적이라 할 수 있다. 본 연구에서는 실험실에서 피실험자 30명을 대상으로 그들이 휴대폰을 가지고 일련의 태스크를 수행한 장면을 녹화한 동영상을 'VideoTAME'을 통해 재생해 보면서 자신의 감성변화를 평가하게 하였다. 실험 분석 결과, 사용성에 문제가 있어서 수행하기 어려운 태스크에서는 '불편성'과 같은 부정적 감성이 많이 표출되었고, 아직 그 근거가 다소 미약하기는 하지만 사용성에 문제가 없어서 수행하기 쉬운 태스크에서는 '사용적 만족성'과 같은 긍정적 감성이 많이 표출되었다. 또한 제품 사용 중 사용자의 감성변화가 태스크의 전체적인 속성 보다는 각 태스크를 수행하는 시점에서의 상황에 의해 유발된다는 것을 발견할 수 있었다. 향후 개발한 'VideoTAME'을 활용하여 보다 많은 실험데이터의 수집과 분석을 통해 제품의 사용성이 사용자의 감성에 어떤 영향을 미치는 지에 대하여 보다 더 명확하게 밝혀낼 수 있으리라 기대한다.

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빅데이터 기반한 미세플라스틱 지적네트워크 분석 (Microplastics Intellectual Network Analysis based on Bigdata)

  • 김영희;장관종
    • 융합정보논문지
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    • 제12권4호
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    • pp.239-259
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    • 2022
  • 2019년 이후부터 전 세계적으로 미세플라스틱(Microplastics)에 관한 연구가 활발하게 진행되고 있어 국내·외 미세플라스틱 연구에 대한 차이점을 분석하는 것은 국내연구 방향 수립에 이정표가 될 수 있다. 본 연구에서는 KCI와 WoS에서 미세플라스틱 논문들을 발췌하여 저자 키워드동시출현단어분석, 논문동시인용분석, 저자동시인용분석 등 빅데이터를 기반으로 한 네트워크 분석방법론으로 국내외 연구 차이점을 분석했다. 분석결과, 연구주제 분석은 인간의 생체에 영향을 미칠 수 있는 연구와 일상에서의 미세플라스틱의 처리에 관한 연구가 국내에서 추가로 필요함을 확인하였다. 연구 품질을 살펴보는 논문 인용 깊이 분석에서는 국외 2.25와 국내 1.39로 국내가 아직 부족함을 보였고, 다양한 연구자들이 참여하고 정보를 공유하는 공동연구전선 구성형태 분석은 국내는 22개 군집 중에서는 3개가 Star형 구조가 있고, 국외의 경우는 19개 군집 모두가 Mesh 구조로 되어 있어 국내는 특정 연구 분야에서는 정보의 흐름과 공유가 부족함도 확인할 수 있었다. 이런 연구 결과는 미세플라스틱의 연구주제 확장과 연구 질의 향상, 더불어 다양한 연구자들이 참여하는 연구 추진체계 개선 등이 필요함을 확인하였다. 추가로 주제 모델링(Topic Modeling)을 기반으로 자동화 프로그램 개발을 한다면 실시간 분석이 가능한 시스템 구축도 가능할 것이다.

기록 중요성 인식 제고를 위한 초등 기록교육 프로그램 개발 국내 유네스코 세계기록유산을 중심으로 (Development of Elementary Record Education Program to Raise Awareness of the Importance of Records : Focusing on UNESCO Memory of the World In Korea)

  • 배나윤;이수현;오효정
    • 기록학연구
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    • 제78호
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    • pp.251-283
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    • 2023
  • 일반적으로 '기억'에 비해 '기록'이라는 단어는 다소 낯설 수 있다. 특히 초등학생들은 기록에 대한 개념과 중요성을 충분히 이해하고 있지 않으며, 교육과정 상에 기록관리, 활용에 대한 내용이 부재해서 배움의 기회가 부족하다. 본 연구는 초등학생을 대상으로 교육 프로그램을 실연해 기록의 중요성에 대한 인식을 제고하고자 한다. 이를 위해 본 연구에서는 국내 유네스코 세계기록유산을 교육매체로 선정하여 교육안을 설계하였으며, 이를 바탕으로 J초등학교 6학년 3개반을 대상으로 실제 수업을 진행하였다. 교육 프로그램 효과를 분석하기 위해 학생들을 대상으로 수업 전과 후에 설문조사를 수행하였으며, 교육 프로그램에 대한 검증을 위해 담당 교사를 대상으로 한 심층인터뷰를 실시하였다. 학생 대상 설문분석 결과, 기록 및 국내 유네스코 세계기록 유산에 대한 인식, 지식과 수업에 대한 만족도와 필요성 항목 모두 유의미하게 수치가 상승하여 본 교육 프로그램이 초등학생들에게 효과가 있는 것으로 파악되었다. 또한 교사를 대상으로 한 심층인터뷰를 통해 교육 프로그램의 실효성을 검증하였으며 제한된 시간에 맞는 분량 조절이 필요하다는 보완 의견이 수렴되었다. 이를 바탕으로 본 연구에서 개발한 프로그램의 효과를 검증하였으며, 향후 기록교육 프로그램의 개선 방향을 제시하였다.

한국 금융회사 마케팅 현황에 대한 탐색 연구 (An Exploratory Study on Marketing of Financial Services Companies in Korea)

  • 천성용
    • Asia Marketing Journal
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    • 제12권2호
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    • pp.111-133
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    • 2010
  • 투자상품의 확산, 고령화 등으로 인한 금융니즈 다양화와 자본시장법 시행으로 인한 금융회사간 치열한 경쟁으로 인해 금융산업 내에서 마케팅의 역할이 더욱 중요해지고 있다. 그러나, 지금까지 다른 산업에 비해 금융산업의 마케팅 연구는 상대적으로 부족하였다. 본 연구는 향후 구체적인 금융마케팅 연구들이 진행되기에 앞서 국내 금융마케팅 연구들을 정리하고, 국내 금융회사 마케팅 담당자를 In-depth 인터뷰하여 실제 국내 금융 마케팅 현황을 조사하였다. 이를 통해 향후 금융마케팅 연구에 필요한 시사점을 얻고자 하였다. 분석 결과, 다른 산업의 마케팅과 다른 금융 마케팅만의 고유 특징에 대한 이론적인 연구가 부족하였고, 금융산업 내에서 은행, 증권, 보험, 카드 산업 간의 마케팅 특징 차이에 대한 연구도 부족하였음을 알 수 있었다. 소비자행동 관점에서 금융고객의 의사결정 과정에 관한 연구도 부족하였다. 또한, 우리나라의 금융회사의 마케팅 현황은 외형적으로 어느 정도 성숙 단계에 접어들었다고 볼 수 있으나, 실제 업무는 여전히 과거의 영업지원, 혹은 프로모션 및 CRM 데이터 분석 등 단기적인 부분에 치중되어 있었다. 그리고, 은행, 증권, 보험, 카드 회사 등 각 세부 금융산업별 마케팅 담당자들이 중요하게 생각하는 금융마케팅의 키워드와 문제 인식 정도도 서로 다름을 알 수 있었다. 본 연구는 이러한 분석 결과를 바탕으로 향후 금융마케팅 연구를 위한 시사점과 함께 6가지의 연구명제를 제안하였다.

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간호사의 근무평정도구 분석에 관한 연구 (A Study on the Analysis of Performance Appraisal Tools for Nurses)

  • 박희옥
    • 간호행정학회지
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    • 제10권1호
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    • pp.25-36
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    • 2004
  • Purpose: Nursing puts much weight en the organization of hospital. Therefore it is necessity to improve nursing care. One of the most important things is to secure confident nurses and to develop nurse' potentiality. It directs nurse evaluation system. The concept of "performance appraisal tools" is extremely important in evaluation system. Therefore, the purpose of this study aims to define performance appraisal process. Method: In order to do this, two main study has been observed interviewing appraisers and employees in-depth and analyzing performance appraisal tools of seven hospitals and analysed validity, reliability, acceptability and practicability. Result: The result of this study can be summarized as follows; Firstly, the result of analysis of performance appraisal tools. Regard to validity, Hospitals had a typical goal, but had not put to practice use. Regard to reliability, 1) Appraisal rule had been focused on appraiser's error, how to avoid. 2) 5 hospitals accessed nurses with relative rating and 2 hospitals with absolute rating both in practice. 3) 3 hospitals informed nurses the result of performance appraisal but 4 hospitals did not. 4) All hospitals in this study had conducted superiors rating. Regard to acceptability, 1)Rating scale method had been implemented by 6 hospitals and among those conducted beth ranking method and descriptive method. 2) Most hospitals had focused on personal traits in performance appraisal factors. Regard to practicality, The term of appraisal took $10{\sim}14$ days; performance appraisal happened 1 or 2 times per year; appraisal factors were based on 10 different items. Secondly, the result of in-depth interview with head nurses and staff nurses Regard to validity, head nurses and nurses wared that the goal of performance appraisal is to develop nurse's ability. Regard to reliability, head nurses pointed out that they were doubt of the justice of performance appraisal and they should have got training. Nurses insisted that raters should have been trained due to lack of qualification of appraiser; Head nurses and nurse proposed to convert form relative rating to absolute rating; to inform the result of appraisal; to implement peers rating. Regard to acceptability, One of the critical problems of performance appraisal tools was abstract of appraisal factors ; Lack of job analysis. Regard to practicality, Head nurses used to take overtime for appraisal. There was only a little respond despite of their efforts. Nurses questioned that appraisal tools exist for only appraisal; there was less cost-effectiveness. Conclusion: Based en these findings, it could be suggested to improve the performance appraisal tools for nurses evaluation. Firstly, it is necessary to describe goal of performance appraisal clearly set up, so that nurses could improve their positive word performance and develop their potentiality. Secondly, it is necessary to obtain various training on raters, implement absolute rating and inform the result of appraisal to nurses and use peers rating. Thirdly, it is necessary to convert from rating scale method to management by objectives or behaviorally anchored rating scale and take measurable appraisal factors based en job analysis. Finally, it is necessary to reduce the appraisal cost but increase effectiveness of performance appraisal.

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사전 뜻풀이를 이용한 용언 의미 군집화 (Semantic Clustering of Predicates using Word Definition in Dictionary)

  • 배영준;최호섭;송유화;옥철영
    • 인지과학
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    • 제22권3호
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    • pp.271-298
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    • 2011
  • 한국어의 어휘 의미 정보를 명확히 파악하기 위해서는 어휘 의미 체계를 구축해야 한다. 본 논문에서는 어휘 의미 체계 구축의 단계 중 하나인 용언의 의미 군집화를 연구하였다. 용언의 하위범주화 논항(주어 및 목적어)과 선택 제약정보, 부사의 결합정보를 이용한 이전의 연구와는 달리 의미태그가 부착된 사전 뜻풀이의 용언정보를 이용하여 용언의 의미 군집화를 시도하였고, 표제어와 뜻풀이 용언 사이 관계의 종개념과 유개념 관계를 이용하여 계층적 의미 군집화를 시도하였다. 그리고 특정 범주의 일반 샘플을 이용했던 특정 용언의 부류가 아닌, 사전에 존재하는 대부분의 용언들을 대상으로 연구를 진행하였다. 본 논문에서 다의어 수준에서 구분된 총 106,501개의 용언(85,754개의 동사와 20,747개의 형용사)을 대상으로 한국어 용언 의미계층 군집 2,748개를 생성하였다. 이 중 순환정의 군집은 130개가 나타났으며, 중간 계층의 서브군집으로 261개가 나타났다. 군집 내 계층의 최대 깊이는 16단계였다. 그리고 용언 의미 군집 평가를 위해 세종사태의미부류와 비교해 보았다. 그 결과 70.14%의 응집도를 보였다.

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포항(浦項)의 제삼기층(第三紀層)과 일본유전지질(日本油田地質)의 층위대비연구(層位對比硏究) (Stratigraphical Study on Tertiary System of Pohang Area Compared with Petrogeologies of Japan)

  • 장세용
    • 자원환경지질
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    • 제9권1호
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    • pp.1-11
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    • 1976
  • It is believed that geological survey, drilling and geophysical survey which was carried out on Tertiary deposits in Pohang is a valuable but through the studying of many Tertiary sediments in Japan discovered many questions on analysis of final report prepared by National geological survey. The main reason is: 1. The seismic sound velocity which have regulated in the final report prepared by geological survey for Tertiary deposits in Pohang was 1,500-2,000m/sec in spite of oil bearing sediments of same age in Japan are 2,000-3,800m/sec. These may means the requirement of reconsideration of seismic velocity for Tertiary deposits in Pohang and required to have a dipper drilling. 2. Stratigraphically, geophysically, and paleontologically, the Tertiary deposits in Pahang land area is similar with that of Nishiyama-Hunakawa formations of Akita oil field in Japan. Nishiyama-Hunakawa formation is the main oil bearing formation in Japan. 3. Those valcanic rock including andestitic rock and liparitic rock which have extensively distributed over either at land area or at sea bottom, assumed by geological survey as the base of Tertiary sediments. But in case of Japan many oil bearing deposits are in over laid by these kind of volcanic rock. Therefore a possible of same condition with Japan is presumable on Tertiary sediments in Pohang. 4. It is believed that the Tertiary sediments of land area in Pohang is the extension of offshore basin but is wandering that the final report submitted by geologic survey have not remain any word on report of ECAFE discribed so much problematics as followed: A. Although it was assumed that no great thickness exceeding 1,000 meters, or major structures would be encountered in the Tertiary offshore sequence, it was hoped that shallow hydrocarbon deposits might be found, because these sediment are lithologically similar to those of the same age in the producing area of the northwest Honshu region of Japan where hydrocarbon are extracted from depths of only 500 to 600 meters. B. Four possible hydrocarbon trap conditions are represented in the survey area: anticlinal folds, faults, pinch outs, along the igneous basement and lateral facies changes. C. Most of the prime possible reservoir area are beyond the 50 meter water depth mark, except for the structures in Yonil Bay. D. Despite the shallowness of the offshore basin, sufficient trap condition exist in the area to warrant further exploration for hydrocarbon. 5. All of the problems mentioned above have gave us a strong reasons to have us hesitating to make a final conclusion on Tertiary problems in Pohang, before to have a drill to a depth to 3,000 meters or more whatever it is the Tertiary or a Mesozoics below 1,000 meters.

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