• 제목/요약/키워드: Data-driven Research

검색결과 731건 처리시간 0.021초

Text-driven Speech Animation with Emotion Control

  • Chae, Wonseok;Kim, Yejin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권8호
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    • pp.3473-3487
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    • 2020
  • In this paper, we present a new approach to creating speech animation with emotional expressions using a small set of example models. To generate realistic facial animation, two example models called key visemes and expressions are used for lip-synchronization and facial expressions, respectively. The key visemes represent lip shapes of phonemes such as vowels and consonants while the key expressions represent basic emotions of a face. Our approach utilizes a text-to-speech (TTS) system to create a phonetic transcript for the speech animation. Based on a phonetic transcript, a sequence of speech animation is synthesized by interpolating the corresponding sequence of key visemes. Using an input parameter vector, the key expressions are blended by a method of scattered data interpolation. During the synthesizing process, an importance-based scheme is introduced to combine both lip-synchronization and facial expressions into one animation sequence in real time (over 120Hz). The proposed approach can be applied to diverse types of digital content and applications that use facial animation with high accuracy (over 90%) in speech recognition.

Water Mass Distribution and Seasonal Circulation Northwest of Cheju Island in 1994

  • PANG Ig-Chan;RHO Hong-Kil;LEE Jae-Hak;LIE Heung-Jae
    • 한국수산과학회지
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    • 제29권6호
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    • pp.862-875
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    • 1996
  • The CTD data observed in the sea northwest of Cheju Island have been analyzed to figure out the seasonal circulation around Cheju Island. Warm and saline waters flow into the Yellow Sea through the middle region of the Yellow Sea in winter and along the west coast of Korean Peninsula in summer. On the other hand, cold and less saline waters flow out of the Yellow Sea through the middle region in summer and along the west coast of Korean Peninsula in winter. These flows make the seasonal circulation around Cheju Island. As dynamics, the monsoon wind and the variation of Kuroshio transport have been suggested. Comparing the observational result, the circulation driven by the variation of Kuroshio transport is strengthened by monsoon winds in the numerical model.

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정보기술이 신제품 개발프로세스에 미치는 영향에 관한 연구: 국내 제조업체를 중심으로 (Impact of Information Technology on New Product Development Process in Korean Manufacturing Firms)

  • 이한철;김태웅;이원준
    • Asia pacific journal of information systems
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    • 제11권4호
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    • pp.1-25
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    • 2001
  • Manufacturing firms face a paradigm shift from industrial systems driven by efficiency to post-industrial systems where success depends on a quick-response to customer demands for a variety of high-quality products. In essence, time is becoming a critical dimension for competition. New information technologies allow many firms to pursue time-based competitive strategies. The purpose of this research is to investigate the relationship among the types of information technology, behaviors of suppliers, the structures of new product development processes, and the competitiveness of the firms. The data for this study were collected from 96 Korean manufacturing firms that have implemented certain types of information technologies. Research results from LISREL analysis confirm that the competitiveness comes from product innovation capabilities and innovative product development process. But the linkage between the information technologies and the firms' competitiveness proves to be indirect. Suppliers, organizational culture related to IT, and some other factors also have indirect impact on the competitiveness. A summarized report of other findings is provided as well.

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Up-gradation in Human Resource Management Practices for the Biotech Industry in India

  • Kumari, Neeraj
    • The Journal of Asian Finance, Economics and Business
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    • 제2권2호
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    • pp.27-34
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    • 2015
  • The 21st century belongs to biotechnology as it made profound impact in the field of health, food, agriculture and environmental protection. India's biotechnology industry is poised to record substantial growth, perhaps even overtake the robust IT industry. The objectives of the study are to determine the existing HR practices in Biotech Industry and to understand the need for the up gradation in existing HR Policies. Conclusive and descriptive research design has been used. Data is collected from 122 employees in 23 companies of Biotech Industry. It was found that Biotechnology companies require managers with unique qualities. The lack of solid managerial training and the associated risk of failure often have long-term consequences for the careers of research professionals. The efforts to achieve excellence through a focus on learning, quality, teamwork, and reengineering are driven by the way organizations get things done and how they treat people. Biotech industry is trying to establish itself in India for last one decade but is not showing any phenomenal growth because they still do not valuing their human resource as much they should be.

국내 컨테이너터미널의 비용특성 분석 연구 (Study on Cost characteristics of the Korea Container Terminal)

  • 김보경;최석우
    • 한국항해항만학회:학술대회논문집
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    • 한국항해항만학회 2019년도 춘계학술대회
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    • pp.240-241
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    • 2019
  • 전 세계 물동량 둔화 및 항만 간 경쟁이 심화되는 가운데, 항만의 환경규제 강화 및 자동화 및 스마트화가 요구되면서 항만산업의 비용증가 요인들이 지속적으로 증가하고 있다. 따라서 본 연구에서는 항만산업의 주요 주체인 우리나라 컨테이너터미널 운영사의 비용자료를 직접 수집하였으며, 이를 통해 컨테이너터미널 운영사의 비용 구조적 특성을 분석하였다. 터미널 운영 규모별, 지역별, 부두 특성별 비용구조의 차이점을 살펴보고 그에 따른 시사점을 제시하였다.

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Machine-Learning-Based User Group and Beam Selection for Coordinated Millimeter-wave Systems

  • Ju, Sang-Lim;Kim, Nam-il;Kim, Kyung-Seok
    • International journal of advanced smart convergence
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    • 제9권4호
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    • pp.156-166
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    • 2020
  • In this paper, to improve spectral efficiency and mitigate interference in coordinated millimeter-wave systems, we proposes an optimal user group and beam selection scheme. The proposed scheme improves spectral efficiency by mitigating intra- and inter-cell interferences (ICI). By examining the effective channel capacity for all possible user combinations, user combinations and beams with minimized ICI can be selected. However, implementing this in a dense environment of cells and users requires highly complex computational abilities, which we have investigated applying multiclass classifiers based on machine learning. Compared with the conventional scheme, the numerical results show that our proposed scheme can achieve near-optimal performance, making it an attractive option for these systems.

Multi-Stage CMOS OTA Frequency Compensation: Genetic algorithm approach

  • Mohammad Ali Bandari;Mohammad Bagher Tavakoli;Farbod Setoudeh;Massoud Dousti
    • ETRI Journal
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    • 제45권4호
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    • pp.690-703
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    • 2023
  • Multistage amplifiers have become appropriate choices for high-speed electronics and data conversion. Because of the large number of high-impedance nodes, frequency compensation has become the biggest challenge in the design of multistage amplifiers. The new compensation technique in this study uses two differential stages to organize feedforward and feedback paths. Five Miller loops and a 500-pF load capacitor are driven by just two tiny compensating capacitors, each with a capacitance of less than 10 pF. The symbolic transfer function is calculated to estimate the circuit dynamics and HSPICE and TSMC 0.18 ㎛. CMOS technology is used to simulate the proposed five-stage amplifier. A straightforward iterative approach is also used to optimize the circuit parameters given a known cost function. According to simulation and mathematical results, the proposed structure has a DC gain of 190 dB, a gain bandwidth product of 15 MHz, a phase margin of 89°, and a power dissipation of 590 ㎼.

해수유동모델의 3차원 가시화를 위한 GUI 구축 (GUI construction for 3D visualization of ocean hydrodynamic models)

  • 이원찬;박성은;홍석진;오현택;정래홍;구준호
    • 해양환경안전학회:학술대회논문집
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    • 해양환경안전학회 2006년도 추계학술발표회
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    • pp.213-215
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    • 2006
  • 해수유통모델 결과를 3차원적으로 가시화하기 위한 그래픽 유저 인터페이스를 지리정보시스템 (GIS) 기술을 활용하여 구축하였다. 연안역 관리에서 GIS기법은 산재되어 있는 방대한 자료들을 저장하고 이를 3 차원으로 가사화하는 기능을 제공하며 해석적, 통계적, 모델링 도구로써 주어진 상황에 적합한 데이터 변환이 가능하도록 해준다. 해수유동모델은 개방경제에서 조석, 바람, 수온, 염분, 장물 유업 및 태양복사 등 과 같은 모델입력값을 부여함으로써 구동되며 대상해역은 진해만으로 하였다. 본 연구에서는 국산 GIS 소프트웨어인 GeoMania (v2.5)를 사용하여 진해만을 대상으로 시뮬레이션된 해수유통모델 결과의 3차원 가시화 모듈을 구축하였다.

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이상자료가 연안 환경자료의 통계 척도에 미치는 영향 (Impact of Outliers on the Statistical Measures of the Environmental Monitoring Data in Busan Coastal Sea)

  • 조홍연;이기섭;안순모
    • Ocean and Polar Research
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    • 제38권2호
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    • pp.149-159
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    • 2016
  • The statistical measures of the coastal environmental data are used in a variety of statistical inferences, hypothesis tests, and data-driven modeling. If the measures are biased, then the statistical estimations and models may also be biased and this potential for bias is great when data contain some outliers defined as extraordinary large or small data values. This study aims to suggest more robust statistical measures as alternatives to more commonly used measures and to assess the performance these robust measures through a quantitative evaluation of more typical measures, such as in terms of locations, spreads, and shapes, with regard to environmental monitoring data in the Busan coastal sea. The detection of outliers within the data was carried out on the basis of Rosner's test. About 5-10% of the nutrient data were found to contain outliers based on Rosner's test. After removal (zero-weighting) of the outliers in the data sets, the relative change ratios of the mean and standard deviation between before and after outlier-removal conditions revealed the figures 13 and 33%, respectively. The variation magnitudes of skewness and kurtosis are 1.36 and 8.11 in a decreasing trend, respectively. On the other hand, the change ratios for more robust measures regarding the mean and standard deviation are 3.7-10.5%, and the variation magnitudes of robust skewness and kurtosis are about only 2-4% of the magnitude of the non-robust measures. The robust measures can be regarded as outlier-resistant statistical measures based on the relatively small changes in the scenarios before and after outlier removal conditions.

텍스트마이닝을 활용한 품질 4.0 연구동향 분석 (Understanding of the Overview of Quality 4.0 Using Text Mining)

  • 김민준
    • 품질경영학회지
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    • 제51권3호
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    • pp.403-418
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    • 2023
  • Purpose: The acceleration of technological innovation, specifically Industry 4.0, has triggered the emergence of a quality management paradigm known as Quality 4.0. This study aims to provide a systematic overview of dispersed studies on Quality 4.0 across various disciplines and to stimulate further academic discussions and industrial transformations. Methods: Text mining and machine learning approaches are applied to learn and identify key research topics, and the suggested key references are manually reviewed to develop a state-of-the-art overview of Quality 4.0. Results: 1) A total of 27 key research topics were identified based on the analysis of 1234 research papers related to Quality 4.0. 2) A relationship among the 27 key research topics was identified. 3) A multilevel framework consisting of technological enablers, business methods and strategies, goals, application industries of Quality 4.0 was developed. 4) The trends of key research topics was analyzed. Conclusion: The identification of 27 key research topics and the development of the Quality 4.0 framework contribute to a better understanding of Quality 4.0. This research lays the groundwork for future academic and industrial advancements in the field and encourages further discussions and transformations within the industry.