• Title/Summary/Keyword: DAE 모델

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Voice Synthesis Detection Using Language Model-Based Speech Feature Extraction (언어 모델 기반 음성 특징 추출을 활용한 생성 음성 탐지)

  • Seung-min Kim;So-hee Park;Dae-seon Choi
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.34 no.3
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    • pp.439-449
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    • 2024
  • Recent rapid advancements in voice generation technology have enabled the natural synthesis of voices using text alone. However, this progress has led to an increase in malicious activities, such as voice phishing (voishing), where generated voices are exploited for criminal purposes. Numerous models have been developed to detect the presence of synthesized voices, typically by extracting features from the voice and using these features to determine the likelihood of voice generation.This paper proposes a new model for extracting voice features to address misuse cases arising from generated voices. It utilizes a deep learning-based audio codec model and the pre-trained natural language processing model BERT to extract novel voice features. To assess the suitability of the proposed voice feature extraction model for voice detection, four generated voice detection models were created using the extracted features, and performance evaluations were conducted. For performance comparison, three voice detection models based on Deepfeature proposed in previous studies were evaluated against other models in terms of accuracy and EER. The model proposed in this paper achieved an accuracy of 88.08%and a low EER of 11.79%, outperforming the existing models. These results confirm that the voice feature extraction method introduced in this paper can be an effective tool for distinguishing between generated and real voices.

Modeling of Torrefaction process for agro-byproduct I : Rate constant & mass reduction model (농업부산물 반탄화 공정 예측 모델 I : 반응속도 상수 도출 및 질량감소 모델 정립)

  • Park, Sun Young;Lee, Sang Yeol;Joo, Sang Yeon;Cho, La Hoon;Oh, Kwang Cheol;Lee, Seo Hyeon;Jeong, In Seon;Lee, Chung Geon;Kim, Dae Hyun
    • Proceedings of the Korean Society for Agricultural Machinery Conference
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    • 2017.04a
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    • pp.32-32
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    • 2017
  • 2012년부터 도입된 "신재생에너지 의무할당제(RPS)"로 인하여 500MW이상의 설비 용량을 갖춘 발전소의 경우 총발전량에서 일정 비율을 신재생에너지로 공급하여야 한다. 이러한 신재생에너지 중 농업부산물은 목질계 바이오매스의 한 종류로 '탄소중립(Carbon Neutral)' 연료이며 기존 화석연료와 혼소로 활용 할 수 있는 장점을 지니고 있다. 그러나 낮은 발열량, 운송 및 저장비용, 일정하지 않은 연소특성의 문제로 인하여 대부분 노지에 방치되거나 버려지고 있다. 이러한 버려지는 농업부산물을 효율적으로 활용하기 위한 방법 중 하나로 반탄화(Torrefacation) 처리가 대두되고 있다. 반탄화 처리 시, 발열량이 증대되며, 저장과 이송에서의 이점을 갖게 된다. 그러나, 반탄화는 공정 과정중 질량손실에 따른 에너지 총량의 감소한다는 단점을 가지고 있다. 이에 본 연구에서는 효율적인 반탄화공정을 위한 질량감소모델을 제시 하고자한다. 승온 속도(heating rate)를 $7.5^{\circ}C/min$, $15^{\circ}C/min$, $22.5^{\circ}C/min$의 조건에서의 열중량분석 결과를 토대로 속도모델식(Arrhenius method, Ingraham & Marrier method 등)을 적용하여, 반응속도상수를 도출하였다. 이 반응속도상수를 이용하여 질량감소 모델을 정립하였고, 이를 실험결과와 비교, 검증하였다.

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Application of Cardiac Electromechanical FE Model for Predicting Pumping Efficacy of LVAD According to Heart Failure Severity (심부전 정도에 따른 좌심실보조장치의 박동효율예측을 위한 심장의 전기역학적 유한요소 모델의 응용)

  • Jung, Dae Hyun;Lim, Ki Moo
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.38 no.8
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    • pp.715-720
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    • 2014
  • In order to maximize the effect of left ventricular assist device (LVAD) on ventricular unloading, the therapy should be begun at appropriate level of heart failure severity. We predicted pumping efficacy of LVAD according to the severity of heart failure theoretically. We used 3 dimensional finite element model of ventricle coupled with 6 Wind-kessel compartmental model of vascular system. Using the computational model, we predicted cardiac responses such as contractile ATP consumption of ventricle, left ventricular pressure, cardiac output, ejection fraction, and stroke work according to the severity of ventricular systolic dysfunction under the treatments of continuous LVAD. Contractile ATP consumption, which indicates the ventricular energetic loading condition decreased maximally at the $5^{th}$ level heart-failure under LVAD therapy. We conclude that optimal timing for LVAD treatment is $5^{th}$ level heart-failure when considering LVAD treatment as "bridge to recovery".

A Study on the Effect of Reading Role Model, Reading Effectiveness on Academic Achievement of Middle School Student (독서역할모델 및 독서유효성이 중학생의 학업성취에 미치는 영향 연구)

  • Jeong, Dae-Keun
    • Journal of the Korean Society for Library and Information Science
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    • v.51 no.4
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    • pp.139-160
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    • 2017
  • The purpose of this study is to find out the influence of reading role model (parents, teachers, and friends) and reading effectiveness (reading satisfaction, willingness to persistent reading, immersed reading) reflected on middle school students' academic achievement (Korean Language performance and middle school record). As a result of the analysis, the factors affecting the performance of Korean Language were father (1.9%) and mother (3.4%) among reading role models. Among reading effectiveness factors, willingness to persistent reading (8%) was the only effective factor. In the case of the middle school record, the mother (3.4%) had the only effect among the reading role models, and reading effectiveness was influenced all factors such willingness to persistent reading (10.4%), immersed reading (4.0%) and reading satisfaction (1.9%). However, except for the factor willingness to persistent reading, the it found the influence was insignificant.

A Study on the Applicability of the Short-term Rainfall Forecasting using Translation Model (이류모델을 활용한 초단시간 강수예보의 적용성 검토)

  • Yoon, Seong-Sim;Lee, Jong-Dae;Bae, Deg-Hyo
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.193-197
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    • 2009
  • 오늘날 도시지역의 무분별한 개발로 인해 불투수면적이 증가하여 첨두유량 및 유출용적의 증가와 홍수도달시간을 단축시키고 있으며, 특히 도시유역에서는 하천 홍수위 상승에 의한 외수피해와 순간적인 집중호우에 의해 도로 노면수의 배수불량에서 기인하는 내수피해가 결합되어 홍수피해가 더욱 가중되고 있는 실정이다. 이에 대한 효율적인 조기 대응책으로 도시 수문기상 현상의 변화 및 현황을 파악하여 홍수로 인한 인명 및 재산피해를 최소화할 수 있는 적절한 홍수 예 경보 시스템의 구축을 들 수 있다. 이를 위하여 선진 외국의 경우 기상전문가에 의한 집중호우 현상규명 및 사전예보 기법 확립과 수자원 전문가에 의한 이들 예보자료를 활용한 특정지역의 홍수피해 유무를 사전에 예측하는 기상과 수자원의 학제간 연구가 활발히 진행되고 있다. 국내의 경우 기상 현업에서는 국지성 집중호우 예측과 단시간 강수예보를 위해 수치예보모형, 레이더 및 기상위성을 활용하고 있으나 수자원 분야에서는 예측강우를 활용한 홍수예보에 관한 연구는 매우 미진한 상태이다. 특히 도시홍수의 경우 도달시간이 매우 짧으므로 강수의 초단시간 예보기법을 통한 강수예보의 선행시간 확보는 매우 중요하다. 이를 위해 본 연구에서는 기상레이더 정보와 이류모델을 활용한 초단시간 강수예보의 적용성을 검토하였다. 이류모델은 강우강도 분포를 이류벡터에 따라 이동시키면서 강우의 발달쇠약 회전 등을 고려하여 강수를 예측하는 모형이다. 본 연구에서는 초단시간 강수예보의 적용성 검토를 위해 Least-square fitting 기법으로 레이더 강수를 추정하고, 추정된 강수를 이류모델의 입력장으로 활용하였다. 또한, 도시홍수예보의 활용을 위해 중랑천 유역을 대상으로 초단시간 예측강수의 유역면적평균강우량을 산정하여 적용성을 평가하였다.

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Experimental Validation of Ornithopter Aerodynamic Model in Low Reynolds Number Regime (저 레이놀즈 수 영역에서 날갯짓 비행체 공력 모델의 실험적 검증)

  • Lee, Jun-Seong;Kim, Dae-Kwan;Han, Jae-Hung
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.38 no.7
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    • pp.647-654
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    • 2010
  • In this study, an efficient ornithopter aerodynamic model, which is applicable to ornithopter wing design considering fluid-structure interaction or ornithopter flight dynamics and control simulation, was proposed and experimentally validated through the wind tunnel experiments. Due to the ornithopter aerodynamics governed by unsteady low Reynolds number flow, an experimental device was specially designed and developed. A part of the experimental device, 2-axis loadcell, was situated in the non-inertial frame; the dynamic calibration method was established to compensate the inertial load for pure aerodynamic load measurements. The characteristics of proposed aerodynamic model were compared with the experimental data in terms of mean and root-mean-square values of lift and drag coefficients with respect to the flow speed, flapping frequency, and fixed angle of attack.

Design of Web Robot Engine Using Distributed Collection Model Processing (분산수집 모델을 이용한 웹 로봇의 설계 및 구현)

  • Kim, Dae-Yu;Kim, Jung-Tae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.1
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    • pp.115-121
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    • 2010
  • As internet becomes widespread, a lot of information is opened to public and users of Internet can access effectively information using web searching service. To construct web searching service, the web searching method for collecting of information is needed to obtain web page view. As a number of web page view increases, it is necessary to collect information of high quality information to be searched, therefore, a variety of web engine for searching mechanism is developed. Method of link extraction with javascript in dynamic web page and design of web searching robot are presented m this paper. To evaluate performance analyzes, we fixed one searching model with the proposed method. The searching time takes 2 minute 67 sec for 299 web pages and 12.33 sec for 10 searching model.

Three-Dimensional Poroelastic and Failure Analysis of Composites Using Multislice Finite Element Models (분층형 유한요소 모델을 이용한 복합재료의 삼차원 기공 탄성 및 파손 해석)

  • Yang, Dae Gyu;Lim, Soyoung;Shin, Eui Sup
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.45 no.2
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    • pp.92-98
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    • 2017
  • Porosity in polymer matrix composites generated during pyrolysis process affect the thermomechanical behavior of the composites. In this paper, multislice finite element models for the porous composite materials are developed, and poroelastic and failure analysis for these models are performed. In order to investigate the three-dimensional effects, finite element meshes are modeled considering different porosity(up to 0.5) and the number of slices (up to five). As a result, effective Young's moduli and poroelastic parameters exhibit the maximum differences of 74.0% and 442.1% with respect to porosity respectively, and 98.7% and 37.2% with respect to the number of slices. First and last failure strengths are decreased 88.2% and 90.0% with respect to porosity respectively, and 53.8% and 171.8% with respect to the number of slices.

Membrane Fouling Models for Activated Sludge Cakes (활성슬러지 케이크의 분리막 오염 모델)

  • Kim, Dae Chun;Chung, Kun Yong
    • Membrane Journal
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    • v.24 no.3
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    • pp.249-257
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    • 2014
  • This experiment was carried out for a laboratory scale activated sludge bioreactor equipped with submerged flat sheet membrane using the synthetic wastewater. The membrane system for the activated sludge solution of MLSS 5,000 mg/L was operated with constant permeate flux by continuously permeating and periodically 10 minute-permeating/2 minute-resting modes, respectively. The transmembrane pressure was measured as the permeate flux increased from 10 to $25L/m^2{\cdot}hr$ under the constant air flowrate 0.25 L/min. Also, the complete blocking, standard blocking, intermediate blocking, incompressible cake and linear compressible cake fouling models were retrofitted for the experimental data in order to determine the state of the membrane fouling. Because the transmembrane pressure fluctuated as a pulse shape for every period of 10 minute-permeating/2-minute resting mode, the membrane fouling models were separately applied for the maximum and minimum connecting lines. The linear compressible cake fouling model for the activated sludge cakes was the best fitted with the experimental results from the above five models.

Development of Multiplexing Model for Moire-Fringe-Based Fiber Optic Sensor (무아레 프린지 기법 적용 광섬유 센서를 위한 다점 측정 모델의 개발)

  • Kim, Dae-Hyun;Lee, Yeon-Gwan;Kim, Chun-Gon
    • Journal of the Korean Society for Nondestructive Testing
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    • v.30 no.1
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    • pp.36-45
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    • 2010
  • This paper shows a multiplexing technique to maximize the application of a moire-fringe based fiber optic sensor to lots of structure. Especially, a novel fringe-based fiber optic sensor was proposed to overcome the difficulty of multiplexing of a previous moire-fringe-based fiber optic sensor. The novel fringe-based fiber optic sensor is composed of a single reflective fringe and two optical fibers. Therefore, the multiplexing is easily realized because of the simplicity of optic structure inside the sensor. This paper also proposed four models of the multiplexing techniques. The models are based on a wavelength division multiplexing(WDM) technique and a time division multiplexing(TDM) one. Basically, the models would be profitable for a general extrinsic fiber optic sensor such as the fringe-based fiber optic sensor. Finally, the real optic system was manufactured by using the proposed model and successfully examined to prove the feasibility of the model for the application.