• 제목/요약/키워드: 특성 모델 검증

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Characteristics of the Monthly Mean Sea Surface Winds and Wind Waves near the Korean Marginal Seas in the 2002 Year Computed Using MM5/KMA and WAVEWATHC-III model (중규모 기상모델(MM5/KMA)과 3세대 파랑모델(WAVEWATCH-III)로 계산된 한반도 주변해역의 2002년 월평균 해상풍과 파랑 분포 특성)

  • 서장원;장유순
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.8 no.3
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    • pp.262-273
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    • 2003
  • We have analyzed the characteristics of the monthly mean sea surface winds and wind waves near the Korean marginal seas in the 2002 year on the basis of prediction results of the sea surface winds from MM5/KMA model, which is being used for the operation system at the Korea Meteorological Administration and the third generation wave model, WAVEWATCH-III. which takes the sea surface winds derived from MM5/KMA model as the initial data. Statistical comparisons have been applied with both the marine meteorological observation buoy and the TOPEX/POSEIDON satellite wave heights data to verify the model results. The correlation coefficients between the models and observation data reach up to about 60-80%, supporting that these models satisfactorily simulate the sea surface winds and wave heights even at the coastal regions except for Chilbal-Do located very close to the land. Based on these verification results, the distributions of monthly mean sea surface winds, significant wave heights, wave lengths and wave periods around the Korean marginal seas during 2002 year have been represented.

Design of A Piecewise Polynomial Model Based Digital Predistortion for 60 GHz Power Amplifier (60 GHz 대역 전력 증폭기를 위한 구간별 차등 다항식 모델 기반의 디지털 사전왜곡기 설계)

  • Kim, Minho;Lee, Jingu;Kim, Daehyun;Kim, Younglok
    • Journal of the Institute of Electronics and Information Engineers
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    • v.53 no.5
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    • pp.3-12
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    • 2016
  • Recently, the study on 5G mobile communication systems using the millimeter-wave frequency band have been actively promoted and the importance of compensation of the nonlinearity of power amplifier caused by the characteristics of millimeter-wave frequency propagation attenuation is increasing. In the paper, we propose a piecewise polynomial model based on subdivision coefficient which are characteristics of power amplifier separated linear section and a non-linear section. In addition, the structure of digital predistortion based on the proposed model and direct learning method are proposed to implement a digital predistortion. To verify the proposed model, digital predistortion based on the proposed model and direct learning method for 60 GHz power amplifier using LTE signal implemented in the FPGA. And the hardware test bench measured performance and complexity. The proposed model achieves 3.3 dB gain over the single polynomial model in terms of the ACLR and reduces 7.5 percent in terms of the complexity.

The methods to improve the performance of predictive model using machine learning for the quality properties of products (머신러닝을 활용한 제품 특성 예측모델의 성능향상 방법 연구)

  • Kim, Jong Hoon;Oh, Hayoung
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.6
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    • pp.749-756
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    • 2021
  • Thanks to PLC and IoT Sensor, huge amounts of data has been accumulated onto the companies' databases. Machine Learning Algorithms for the predictive model with good performance have been widely utilized in the manufacturing process. We present how to improve the performance of machine learning predictive models. To improve the performance of the predictive model, typical techniques such as increasing the sample size, optimizing the hyper parameters for the algorithm, and selecting a proper machine learning algorithm for the predictive model would be shown. We suggest some new ways to make the model performance much better. With the proposed methods, we can build a better predictive model for predicting and controlling product qualities and save incredibly large amount of quality failure cost.

(GaN MODFET Large Signal modeling using Modified Materka model) (Modified Materka model를 이용한 GaN MODFET 대신호 모델링)

  • 이수웅;범진욱
    • Proceedings of the IEEK Conference
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    • 2001.06b
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    • pp.217-220
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    • 2001
  • CaN(gallium nitride) MODFET(modulation doped field effect transistor) large signal model was studied using Modified Materka-Kacprzak large signal MODFET model. using the Dambrine's method[3, at 45MHz-40㎓, Measured S-parameter and DC characteristics. based on measuring results, small signal parameter extraction was conducted. by the cold FET[4]method, measured parasitic elements were de-embedding. Extracted small signal parameters were modeled using modified Materka model, a sort of fitting function reproduce measuring results. to confirm conducted large signal modeling, modeled GaN MODFET's DC, S-parameter and Power characteristics were compared to measured results, respectively. by results were represented comparatively agreement, this paper showed that modified Materka model was useful in the GaN MODFET large signal modeling.

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Measurement and Verification of Unfrozen Water Retention Curve of Frozen Sandy Soil Based on Pore Water Salinity (간극수 염분농도에 따른 동결 사질토의 부동수분곡선 산정 및 검증 연구)

  • Kim, Hee-Won;Go, Gyu-Hyun
    • Journal of the Korean Geotechnical Society
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    • v.39 no.11
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    • pp.53-62
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    • 2023
  • The characteristics of unfrozen water content in frozen soils significantly impact the thermal, hydraulic, and mechanical behavior of the ground. A thorough analysis of the unfrozen water content characteristics of the target subsoil material is crucial for evaluating the stability of frozen ground. This study conducted indoor experiments to measure the freezing point and unfrozen water content of sandy soil while considering pore water salinity. Utilizing the experimental data, we introduced a novel empirical model to conveniently estimate the unfrozen water retention curve. Furthermore, the validity of the unfrozen water retention curve was assessed by comparing the experimental data with the results of a simulation model that utilized the proposed empirical model as input data.

Verification of the Contaminant Transport Numerical Model in Subsurface Soil (토양내 오염물이동 수치모델 검증)

  • Suh, Kyung-Suk;Kim, Eun-Han;Han, Moon-Hee;Lee, Chang-Woo
    • Journal of Radiation Protection and Research
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    • v.27 no.1
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    • pp.67-75
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    • 2002
  • The groundwater flow and contaminant transport numerical models have been established for understanding the movement of pollutants in surface soil environment. The numerical solutions were compared with the analytic solutions for the verification and the application of the models. The numerical solutions from the groundwater and transport models agreed welt with analytic solutions. Especially, the results of groundwater flow model were validated in one- and two-dimensional heterogeneous media. Therefore, it will represent well the characteristics of the heterogeneous media in the field applications. Also, the phenomena of the pollutant dispersion represented quite well by the advection and the hydrodynamic dispersion in the results of the transport model. The important input factor is the choice of complicated boundary conditions in operating the numerical models. The numerical results are influenced by the choice of the proper boundary conditions.

The Characteristic analysis of 500W Interior Permanent Magnet Synchronous Motor Considering Shape of Magnet (Magnet 형태에 따른 500W급 매입형 영구자석 동기전동기 특성 해석)

  • Kim, Kyung-Su;Lee, Sung-Ho;Cha, Hyun-Rok;Lee, Kyun-Su;Park, ,Sung-Jun
    • Proceedings of the KIEE Conference
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    • 2009.07a
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    • pp.736_737
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    • 2009
  • 본 논문은 전기자전거용으로 쓰이는 500W급 매입형 영구 자석 동기전동기의 자석 형태에 따른 특성 변화에 대해 연구하였다. 전기자전거의 경우 낮은 코깅토크 특성을 필요로 하며, 부하의 변화 시에도 고출력 고효율 특성을 지니는 정특성 운전이 요구된다. 이를 위해 높은 관성력을 얻을 수 있는 외전형 타입의 모터가 필요로 하며, 많은 부하가 요구되는 지점에서 고출력 토크를 위해서는 매입형 영구자석 동기전동기가 요구되고 있다. 본 논문에선 500W급 매입형 영구자석 동기전동기의 특성 향상을 위하여 자석 형태에 따른 모터 특성을 비교 분석하였으며, 실제 최적화 모델을 제작 및 성능실험을 통해 제안된 모델의 타당성을 검증하였다.

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A Wavelet Approach to Broadcast Video Traffic Modeling (Wavelet 변환을 이용한 영상 트래픽 모델링)

  • 정수환;배명진;박성준
    • The Journal of the Acoustical Society of Korea
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    • v.18 no.1
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    • pp.72-77
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    • 1999
  • In this paper, we propose a wavelet VQ approach to modeling VBR broadcast video traffic. The proposed method decomposes video traffic into two parts via wavelet transformation, and models each part separately. The first part, which is modeled by an AR(1) process, serves to capture the long-term trend of the traffic; the second part, classified via vector quantization, addresses the short-term behavior of the traffic. Compared with other VBR video models, our model has three advantages. First, it allows the separate modeling of long- and short-term behavior of the video traffic; second, it preserves the periodic coding structure in traffic data; and third, it provides an unified approach for the frameand slice-level traffic modeling. We demonstrate the validity of our model by statistical measurements and network performance simulation.

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Enhanced Method of Photovoltaic (PV) Cell Model Computation for Power Hardware-in-the-Loop Simulation (PHILS) of PV power Generation (태양광 발전의 Power Hardware-in-the-Loop Simulation (PHILS)을 위한 태양광 셀 모델의 연산 성능 향상기법)

  • Kwak, Sang Kyu;Kim, Ye-Rin;Jung, Jee Hoon
    • Proceedings of the KIPE Conference
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    • 2017.07a
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    • pp.296-297
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    • 2017
  • 태양광 발전에 있어서 실제 태양광 셀 특성은 날씨와 같은 환경 요인에 의존적이기 때문에 다양한 동작 조건에 대한 태양광 셀의 특성을 전력변환장치를 통해 테스트하기 위해 많은 시간과 비용이 소요된다. 이러한 문제를 해결하기 위해 Power Hardware-In-the-Loop Simulation (PHILS) 기술을 이용해 태양광 발전용 전력변환장치 시제품의 테스트 시간 및 비용을 단축할 수 있다. PHILS는 실시간 모의시험장치와 외부 입력이 가능한 전력변환장치로 구성되며, 해당 장치에서 모델의 동특성을 실시간으로 연산하기 때문에 모델이 복잡할수록 고성능 모의시험장치가 요구된다. 태양광 셀 모델의 출력 전압은 수치해석 기법을 통해 계산되고, 수치해석 기법의 종류와 초기 값에 따라 연산 시간 등의 성능이 변화하므로 적절한 기법을 선정하여 모델의 연산시간을 감소시킬 수 있다. 본 논문에서는 수치 해법 분석을 통한 태양광 발전의 PHILS를 위한 태양광 셀 모델의 연산 성능향상 기법을 제시하고, 실제 태양광 발전용 PHILS를 구현하여 실험적으로 제안하는 기법의 성능을 검증한다.

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Quantitative Image Qualify Assessment for Block-based DCT Image Coder using Human Visual Characteristics (인간시각특성을 이용한 블록기반 DCT 영상 부호화기의 정량적 화질 평가)

  • Chung, Tae-Yun
    • Journal of the Korean Institute of Intelligent Systems
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    • v.12 no.5
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    • pp.424-431
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    • 2002
  • This paper proposes a new quantitative image assessment model which is essential to verify the performance of block-based DCT coding. The proposed model considers not only global distortions such as frequency sensitivity and channel masking using HVS based visual model, but also distortions including several local distortions caused by block-based coding.