• 제목/요약/키워드: Mixed model scheme

검색결과 82건 처리시간 0.027초

Animal Sounds Classification Scheme Based on Multi-Feature Network with Mixed Datasets

  • Kim, Chung-Il;Cho, Yongjang;Jung, Seungwon;Rew, Jehyeok;Hwang, Eenjun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권8호
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    • pp.3384-3398
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    • 2020
  • In recent years, as the environment has become an important issue in dealing with food, energy, and urban development, diverse environment-related applications such as environmental monitoring and ecosystem management have emerged. In such applications, automatic classification of animals using video or sound is very useful in terms of cost and convenience. So far, many works have been done for animal sounds classification using artificial intelligence techniques such as a convolutional neural network. However, most of them have dealt only with the sound of a specific class of animals such as bird sounds or insect sounds. Due to this, they are not suitable for classifying various types of animal sounds. In this paper, we propose a sound classification scheme based on a multi-feature network for classifying sounds of multiple species of animals. To do that, we first collected multiple animal sound datasets and grouped them into classes. Then, we extracted their audio features by generating mixed records and used those features for training. To evaluate the effectiveness of our scheme, we constructed an animal sound classification model and performed various experiments. We report some of the results.

해양혼합층 모델 적용을 통한 고해상도 지역예측모델 성능개선에 대한 연구 (A Study on Improvement of High Resolution Regional NWP by Applying Ocean Mixed Layer Model)

  • 민재식;지준범;장민;박정균
    • 대기
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    • 제27권3호
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    • pp.317-329
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    • 2017
  • Ocean mixed layer (OML) depth affects diurnal cycle of sea surface temperature (SST) induced by change of solar radiation absorption and heat budget in ocean. The diurnal SST variation can lead to convection over the ocean, which can impact on localized precipitation both over coastal and inland. In this study, we investigate the OML characteristics affecting the diurnal cycle of SST for the Korean Peninsula and surrounding areas. To analyze OML characteristics, HYCOM oceanic mixed layer depth (MLD) and wind field at 10 m from ERA-interim during 2008~2016 are used. In the winter, MLD is deeply formed when the strong wind field is located on perpendicular to continental slope over deep seafloor areas. Besides, cooling SST-induced vertical mixing in OML is reinforced by dry cold air originated from Siberia. The OML in summer is shallowly distributed about 20 m. In order to estimate the impact of OML model in high resolution NWP model, four experimental simulations are performed. At this time, the prognostic scheme of skin SST is applied in NWP to simulate diurnal SST. The simulation results show that CNTL (off-OML) overestimates diurnal cycle of SST, while EXPs (on-OML) indicate similar results to observations. The prediction performance for precipitation of EXPs shows improvement compared with CNTL over coastal as well as inland. This results suggest that the application of the OML model in summer season can contribute to improving the prediction for performance of SST and precipitation over coastal area and inland.

MFCC를 이용한 GMM 기반의 음성/혼합 신호 분류 (Speech/Mixed Content Signal Classification Based on GMM Using MFCC)

  • 김지은;이인성
    • 전자공학회논문지
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    • 제50권2호
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    • pp.185-192
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    • 2013
  • 본 논문에서는 MFCC를 이용한 GMM 기반의 음성과 혼합 신호 분류 알고리즘을 MPEG의 표준 코덱인 USAC에 적용하였다. 효과적인 패턴 인식을 위해 GMM을 이용하였고, EM알고리즘을 사용하여 최적의 GMM 파라미터를 추출하였다. 제안하는 분류 알고리즘은 두 가지 중요한 부분으로 나뉜다. 첫째는 GMM을 통해 최적의 파라미터를 추출하는 것 이고, 두 번째는 MFCC 값을 이용한 패턴인식을 통해 음성/혼합 신호를 분류하였다. 제안된 알고리즘의 성능을 평가한 결과 MFCC를 이용한 GMM 기반의 제안된 방법이 기존 USAC의 방법보다 우수한 음성/혼합 신호 분류 성능을 보였다.

저레이놀즈수 k-ε 난류모형에 의한 축대칭 모형기관 실린더내 유동의 수치해석 (Numerical Simulation of In-Cylinder Flow for the Axi-symmetric Model Engine by Low Reynolds Number k-ε Turbulence Model)

  • 김원갑;최영돈
    • 한국자동차공학회논문집
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    • 제2권1호
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    • pp.38-50
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    • 1994
  • To improve the efficiency of internal combustion engines, it is necessary to understand mixed air-fuel in-cylinder flow processes accurately at intake and compression strokes. There is experimental and numerical methods to analyse in-cylinder flow process. In numerical method, standard $k-{\varepsilon}$ model with wall function was mostly adopted in in-cylinder flow process. But this type model was not efficiently predicted in the near wall region. Therefore in the present study, low Reynolds number $k-{\varepsilon}$ model was adopted near the cylinder wall and standard $k-{\varepsilon}$ model in other region. Also QUICK scheme was used for convective difference scheme. This study takes axisymmetric reciprocating model engine motored at 200rpm with a centrally located valve, incorporated 60 degree seat angie, and flat piston surface excluding inlet port. Because in-cylinder flow processes are undergoing unsteady and compressible, averaged cylinder pressure and inlet velocity at arbitrary crank angle are determined from thermodynamic analytic method and incylinder states at that crank angle are iteratively determined from the numerical analytic method.

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MOM6 저해상도 전지구 해양순환모델의 최적화 연구 (Optimizing a Low-resolution Global Ocean Circulation Model Using MOM6)

  • 박호찬;장인성;진현근;박균도;박영규;김영호
    • 한국해양학회지:바다
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    • 제29권3호
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    • pp.139-152
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    • 2024
  • 이 연구에서는 GFDL (Geophysical Fluid Dynamics Laboratory)에서 개발한 해양순환모델인 MOM6 (Modular Ocean Model Version 6)를 사용하여 저해상도 전지구 해양순환모델의 성능을 평가하고 개선 방안을 모색하기 위해 다양한 민감도 실험을 수행하였다. 특히, ePBL (energetics based planetary boundary layer) 혼합층 방안의 적용, 조석 처방, 그리고 하이브리드 수직격자체계의 도입이 모델의 표층 수온과 염분 모의 성능에 미치는 영향을 분석하였다. 연구 결과, ePBL 혼합층 방안은 적도 태평양에서의 혼합층 두께의 과대 모의와 고온 편향을 완화하는 데 효과적이었으며, 조석 처방은 황해와 동해에서 해양 구조를 개선하는데 일부 기여하였다. 또한, 하이브리드 수직격자체계는 수온 및 염분의 수직 구조를 보다 정확하게 모의할 수 있게 하여 모델의 성능을 개선하였다. 이 연구는 해양순환모델의 정확성을 높이기 위한 구체적인 방안을 제시하고 있으며, 전지구적인 해양 및 기후 모델링의 성능 개선에 기여할 수 있을 것으로 기대한다.

전력시장 해석을 위한 3연 참여 게임의 해법 연구 (A Solution Method of a Three-Player Game for Application to an Electric Power Market)

  • 이광호
    • 대한전기학회논문지:전력기술부문A
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    • 제52권6호
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    • pp.347-353
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    • 2003
  • In models of imperfect competition of deregulated electricity markets, the key task is to find the Nash equilibrium(NE). The approaches for finding the NE have had two major bottlenecks: computation of mixed strategy equilibrium and treatment of multi-player games. This paper proposes a payoff matrix approach that resolves these bottlenecks. The proposed method can efficiently find a mixed strategy equilibrium in a multi-player game. The formulation of the m condition for a three-player game is introduced and a basic computation scheme of solving nonlinear equalities and checking inequalities is proposed. In order to relieve the inevitable burden of searching the subspace of payoffs, several techniques are adopted in this paper. Two example application problems arising from electricity markets and involving a Cournot and a Bertrand model, respectively, are investigated for verifying the proposed method.

BIVARIATE NUMERICAL MODELING OF THE FLOW THROUGH POROUS SOIL

  • S. JELTI;A. CHARHABIL;A. SERGHINI;A. ELHAJAJI;J. EL GHORDAF
    • Journal of applied mathematics & informatics
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    • 제41권2호
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    • pp.295-309
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    • 2023
  • The Richards' equation attracts the attention of several scientific researchers due to its importance in the hydrogeology field especially porous soil. This work presents a numerical method to solve the two dimensional Richards' equation. The pressure form and the mixed form of Richards' equation are solved numerically using a bivariate diamond finite volumes scheme. Euler explicit scheme is used for the time discretization. Different test cases are done to validate the accuracy and the efficiency of our numerical model and to compare the possible numerical strategies. We started with a first simple test case of Richards' pressure form where the hydraulic capacity and the hydraulic conductivity are taken constant and then a second test case where the hydrodynamics parameters are linear variables. Finally, a third test case where the soil parameters are taken according the Van Gunchten empirical model is presented.

A CAC Scheme for Voice/Data DS-CDMA Systems with Prioritized Services

  • Insoo Koo;Kim, Eunchan;Kim, Kiseon
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 ITC-CSCC -1
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    • pp.92-96
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    • 2000
  • In this paper, we propose a call admission control(CAC) scheme fer the mixed voice/data DS-CDMA systems and analyze the Er-lang capacity under the proposed CAC scheme. Voice and data traffics require different system resources based oil their Quality of Service(QoS) requirements. In the proposed CAC scheme, some system resources are reserved exclusively for handoff calls to have high priority Over new calls. Additionally the queueing of both new and handoff data traffics that are not sensitive to delay is allowed. Ar a performance measure for the suggested CAC scheme. Erlang capacity is utilized. For the performance analysis, a four-dimensional Markov chain model is developed. Erlang capacity of a practical IS-95B type system depicts, and optimum values of system parameters such as the number of reservation channels and queue lengths are found with respect to Erlang capacity. Finally, it is observed that Erlang capacity is improved more than two times by properly selecting the system parameters with the proposed CAC scheme.

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STABILIZED-PENALIZED COLLOCATED FINITE VOLUME SCHEME FOR INCOMPRESSIBLE BIOFLUID FLOWS

  • Kechkar, Nasserdine;Louaar, Mohammed
    • 대한수학회지
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    • 제59권3호
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    • pp.519-548
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    • 2022
  • In this paper, a stabilized-penalized collocated finite volume (SPCFV) scheme is developed and studied for the stationary generalized Navier-Stokes equations with mixed Dirichlet-traction boundary conditions modelling an incompressible biological fluid flow. This method is based on the lowest order approximation (piecewise constants) for both velocity and pressure unknowns. The stabilization-penalization is performed by adding discrete pressure terms to the approximate formulation. These simultaneously involve discrete jump pressures through the interior volume-boundaries and discrete pressures of volumes on the domain boundary. Stability, existence and uniqueness of discrete solutions are established. Moreover, a convergence analysis of the nonlinear solver is also provided. Numerical results from model tests are performed to demonstrate the stability, optimal convergence in the usual L2 and discrete H1 norms as well as robustness of the proposed scheme with respect to the choice of the given traction vector.

층후와 개선된 Matsuo 기준을 이용한 한반도 강수형태 판별법 (A Method for the Discrimination of Precipitation Type Using Thickness and Improved Matsuo's Scheme over South Korea)

  • 이상민;한상은;원혜영;하종철;이용희;이정환;박종천
    • 대기
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    • 제24권2호
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    • pp.151-158
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    • 2014
  • This study investigated a method for the discrimination of precipitation type using thickness of geopotential height at 1000~850 hPa and improved Matsuo's scheme over South Korea using 7 upper-level observations data during winter time from 2003 to 2008. With this research, it was suggested that thickness between snow and rain should range from 1281 to 1297 gpm at 1000~850 hPa. This threshold was suitable for determining precipitation type such as snow, sleet and rain and it was verified by investigation at 7 upper-level observation and 10 surface observation data for 3 years (2009~2011). In addition, precipitation types were separated properly by Matsuo's scheme and its improved one, which is a fuction of surface air temperature and relative humidity, when they lie in mixed sectors. Precipitation types in the mixed sector were subdivided into 5 sectors (rain, rain and snow, snow and rain, snow, and snow cover). We also present the decision table for monitoring and predicting precipitation types using model output of Korea Local Analysis and Prediction System (KLAPS) and observation data.