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A Comparison Study of Objective Functions for Automatic Calibration of a Watershed Runoff Continuous Simulation Model (유역 유출 연속모의 모형의 자동 보정을 위한 목적함수 구성에 관한 연구)

  • Ko, Dong-Geun;Lee, Sang-Ho;Kang, Tae-Uk
    • Proceedings of the Korea Water Resources Association Conference
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    • 2012.05a
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    • pp.279-283
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    • 2012
  • 유역 유출 연속모의 모형은 수자원 계획과 효율적인 물 관리 정책 수립에 중요한 도구가 된다. 유역 유출 연속모의 모형에는 다수의 매개변수가 있으며, 이러한 매개변수는 모형 보정을 통해 추정된다. 연구에서 사용한 모형은 SWMM이며 집합체 혼합 진화 알고리즘으로 자동 보정하였다. 자동 보정에 사용되는 최적화 알고리즘은 목적함수에 따라 상이한 결과를 도출하기도 한다. 이에 따라 본 연구에서는 유역 유출 모형의 자동보정에 적합한 목적함수를 선정하기 위하여 4개의 목적함수를 구성하였고, 밀양댐 유역에 적용하였다. 그리고 목적함수에 따른 자동 보정의 결과를 평가하기 위해 5가지의 평가지표를 활용하였다. 보정의 결과, 모든 목적함수에서 공통적으로 첨두유량의 오차는 다소 크게 발생하였다. 그리고 잔차 절대값의 합이 최소가 되도록 구성한 목적함수가 다른 목적함수에 비해 상대적으로 양호한 결과를 도출하였지만, 목적함수에 따른 큰 차이는 없었다. 또한, 유역 유출 연속모의에서는 유역의 물수지가 중요한 요소이므로 향후, 보다 정확도 높은 유역 유출 연속모의 모형의 자동 보정을 위해서는 첨두유량과 물수지와 관련된 오차를 제어할 수 있는 추가적인 기법이 요구된다.

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High Speed Wavelet Algorithm for Computation Reduction of Adaptive Signal Processing (적응신호처리의 계산량감소에 적합한 고속웨이블렛 알고리즘에 관한연구)

  • 오신범;이채욱
    • Journal of Korea Society of Industrial Information Systems
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    • v.7 no.4
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    • pp.17-21
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    • 2002
  • Least mean square(LMS) algorithm one of the most popular algorithm in adaptive signal processing because of the simplicity and the small computation. But the convergence speed of time domain adaptive algorithm is slow when the spread width of eigen values is wide. Moreover we have to choose the step size well for convergency. in this paper, ie use adaptive algorithm of wavelet transform. And we propose a new wavelet based adaptive algorithm of wavelet transform. And we propose a high speed wavelet based adaptive algorithm with variable step size, which is linear to absolute value of error signal. We applied this algorithm to adaptive noise canceler. Simulation results are presented to compare the performance of the proposed algorithm with the usual algorithms.

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Active control of optimization process in lens design by using Lagrange's undetermined multiplier method (광학설계의 최적화에서 Lagrange 부정승수법을 이용한 능동적 제어)

  • 조용주;이종웅
    • Korean Journal of Optics and Photonics
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    • v.12 no.2
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    • pp.109-114
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    • 2001
  • Optical system has some optical and mechanical constraints. The constraints should be preserved in optimization of optical system. For the purpose, the constraints are combined with the merit function by using Lagrange's undetermined multipliers. We propose an active optimization control by using the fact that the errors of constraints are corrected with higher priority than the other errors of the merit function. In this control, the errors which have large contribution to the merit function are converted into constraints. At that time, if the errors are corrected at once, the optimization will be unstable because of their non-linearity. Hence we introduce a target rate which represents a fraction of error to be corrected, and the errors are corrected progressively. An optimization program was developed on the bases of the proposed active control, and applied to design a photographic lens system. By using the active control, we could get better results compared with conventional damped least squares method. ethod.

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Machine Learning Based State of Health Prediction Algorithm for Batteries Using Entropy Index (엔트로피 지수를 이용한 기계학습 기반의 배터리의 건강 상태 예측 알고리즘)

  • Sangjin, Kim;Hyun-Keun, Lim;Byunghoon, Chang;Sung-Min, Woo
    • Journal of IKEEE
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    • v.26 no.4
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    • pp.531-536
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    • 2022
  • In order to efficeintly manage a battery, it is important to accurately estimate and manage the SOH(State of Health) and RUL(Remaining Useful Life) of the batteries. Even if the batteries are of the same type, the characteristics such as facility capacity and voltage are different, and when the battery for the training model and the battery for prediction through the model are different, there is a limit to measuring the accuracy. In this paper, We proposed the entropy index using voltage distribution and discharge time is generalized, and four batteries are defined as a training set and a test set alternately one by one to predict the health status of batteries through linear regression analysis of machine learning. The proposed method showed a high accuracy of more than 95% using the MAPE(Mean Absolute Percentage Error).

Fabrication of AC4A/$SiC_w$composite by squeeze casting(II) (용탕단조법에 의한 AC4A/$SiC_w$복합재교 제조에 관한 연구(ll)-가압력 및 시효특성-)

  • Mun, Gyeong-Cheol;Lee, Chun-Hui
    • Korean Journal of Materials Research
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    • v.3 no.6
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    • pp.606-613
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    • 1993
  • This was studied about aging characteristic of AC4A/$SiC_{w}$ 10-30v/o reinforced composite. Aging hardenability was decreased $SiC_{w}$ 30% > 10% > 20%. Aging hardening of T6 treatmented composite was higher absolute value than AC4A I/M material. And this results indicated initial hardening phenomenon according to increase $SiC_{w}$ volume fraction. Reinforced effect by pressure was the same effect as before aging treatment and the best condition pressure at 75MPa. Similar to reinforced effect according to $SiC_{w}$ volume fraction was 30 % > 10 % > 20 %. In case of pressure is low, whisker is not break the same time press with base metal after wetting. After it is wetting with base metal, a part transformed or wetting part break and whisker maintain original shape or a part transformed on the otherhand, in case of pressure is high, whisker is break in same time it was not against pressure and whisker's shape is near a polygon or spherical shape.

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A Heterogeneous-carrier Selectable Routing Scheme Based on Normalized Location and Transmission Characteristics (MCS-NLTC) for Multi-carrier MANETs at Sea (다중매체로 이루어진 해상 자율망에서 이종 매체 선택이 가능하고 정규화된 위치와 전송특성에 의한 라우팅)

  • Son, Joo-Young
    • Journal of Navigation and Port Research
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    • v.38 no.4
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    • pp.343-348
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    • 2014
  • A routing scheme called MCS-NLTC using a self-configuration marine network model and the diversity and heterogeneity of broadband wireless access technologies is newly proposed. The MCS-NLTC algorithm selects optimal nodes and carriers for every hop in optimal routes based on not conventional hop counts but normalized distances to destination ships (location information of destination ships). Normalized transmission characteristics of applications and carriers are considered to get optimal routes as well. The location information enhances convergence speed to get destinations, which makes the route search time faster. Evaluated performances are compared with those of the schemes based on max-win (OMH-MW), and normalized transmission characteristics (MCS-NTC).

A Hybrid RBF Network based on Fuzzy Dynamic Learning Rate Control (퍼지 동적 학습률 제어 기반 하이브리드 RBF 네트워크)

  • Kim, Kwang-Baek;Park, Choong-Shik
    • Journal of the Korea Society of Computer and Information
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    • v.19 no.9
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    • pp.33-38
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    • 2014
  • The FCM based hybrid RBF network is a heterogeneous learning network model that applies FCM algorithm between input and middle layer and applies Max_Min algorithm between middle layer and output. The Max-Min neural network uses winner nodes of the middle layer as input but shows inefficient learning in performance when the input vector consists of too many patterns. To overcome this problem, we propose a dynamic learning rate control based on fuzzy logic. The proposed method first classifies accurate/inaccurate class with respect to the difference between target value and output value with threshold and then fuzzy membership function and fuzzy decision logic is designed to control the learning rate dynamically. We apply this proposed RBF network to the character recognition problem and the efficacy of the proposed method is verified in the experiment.

HW/SW Co-design For an Ultrasonic Signal Processing System Using Zynq SoC (Zynq SoC를 이용한 초음파 신호처리 시스템 HW/SW co-design)

  • Lim, Byung gyu;Kang, Moon Ho
    • Journal of the Institute of Electronics and Information Engineers
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    • v.51 no.8
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    • pp.148-155
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    • 2014
  • In this research a signal processing system is designed for detecting the ultrasonic signal envelope using Xilinx's Zynq SoC(system on chip). As a design tool, Vivado IDE(integrated design environment) is used to hierarchically design the whole signal processing system. The proposed system consists of a Zynq-internal ADC, an FIR(finite impulse response) BPF(band pass filter), an absolute value calculator, an FIR LPF(lpw pass filter), and the Kalman filter. Under this configuration, two design schemes, HW design scheme with LPF as a final stage and HW/SW co-design scheme with a Kalman filter as a final stage, are compared in terms of the performance and efficiency. As a result, envelope detecting performances of the two schemes are proved to be almost same, but the HW/SW co-design is verified to be much more efficient than the HW design considering the much smaller time consumption during system design.

Predicting the Transport Velocity by the Correlation on Particle Entrainment Rate in the Gas Fluidized-bed (기체 유동층에서 입자 비산속도 상관식에 의한 수송속도의 예측)

  • Won, Yoo Sube;Khurram, Muhammad Shahzad;Jeong, A Reum;Choi, Jeong-Hoo;Ryu, Ho-Jung
    • Korean Chemical Engineering Research
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    • v.55 no.5
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    • pp.638-645
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    • 2017
  • A model for predicting the transport velocity was proposed using the correlation of the particle entrainment rate in the gas fluidized bed. The emptying time method was simulated using correlations of Choi et al. and Li and Kato. In order to exclude the influence of the unit of the gas velocity, the dimensionless velocity obtained by dividing the gas velocity by the terminal velocity was used as the value of the x-axis. The inverse of the particle entrainment rate was used as the value of the y-axis. When increasing the gas velocity, the non-dimensional velocity, at which the decreasing slope of the y-value is 0.398 [$m^2s/kg$] in absolute value, was considered as the transport velocity. The transport velocity predicted by the model was in good agreement even at high temperature and high pressure.

A Comparison between Various CFD Solvers for Analysis on Thermal Load in Smart Farm(Fluent, Open-FOAM, Blender) (스마트팜 열부하 분석을 위한 CFD 해석 도구 비교)

  • Lee, Jun-Yeob;Oh, Jong-woo;Lee, DongHoon
    • Proceedings of the Korean Society for Agricultural Machinery Conference
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    • 2017.04a
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    • pp.170-170
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    • 2017
  • 기후변화 따른 스마트팜 돈사 외부 환경의 변화에 대응하고, 사육 환경을 능동적으로 개선하기 위한 연구가 수행 중이다. 돈사 내 열전달 요소 간 상호 역학성 분석을 위해서 고려해야할 사항은 입기구, 보온 등, 열풍기, 단열제, 위치, 방향, 돈사의 연평균 온도, 습도, 연중 일사량, 가축의 열복사 등 상호 복잡하게 연관되어 있는 물리량이다. 돈사 전체 열손실, 자연발생 에너지량, 강제발생 에너지량, 난방용량 등을 고려한 순간 열부하 산정을 위한 여러 방법 중 우선적으로 CFD(Computational Fluid Dynamics)를 이용하였다. 순간 열부하 산정을 위한 해석 도구 선정에 있어서 다양한 유체 및 기체 전산 유체역학 Solver(Fluent, Open-FOAM, Blender)를 고려하였다. 공간 Mech를 수행하기 위한 도구로는 공개 소프트웨어 인 FreeFem++ 3.51-4 (http://www.freefem.org)를 이용하였다. 이 과정에서 일부 기체 (암모니아)의 농도를 난수로 변화시키는 기법을 적용하여 가상적으로 돈사의 환경을 Pseudo 시뮬레이션 하였다. 결과적으로 Fluent에 비하여 OpenFOAM을 이용하여 얻은 열유동의 방향(속도)과 크기 백터가 상대적으로 크게 나타났다. Fluent가 시계열 상에서 혼합 기체 물리량 변화를 무시할 수 있는 안정되고 균일한 환경에 적합하기 때문인 것으로 판단되었다. Blender의 경우 Lattice Boltzmann methods 과 Smoothed-particle hydrodynamics 방법을 이용한 유체/입자 동력학 모델링을 제공함에 있어 시각적 효과를 강조하는 기능에 중점을 두었다. Fluent와 Blender에서 제공하는 해석 연산 모듈의 정확성 검증을 위해선 공간 분해능을 높인 정밀 계측 시스템을 이용하여 검증할 필요가 있다. Open-FOAM를 이용한 열부하 분석 수행이 상대적으로 높은 절대값을 보이는 특성은 열부하 제어 시스템의 Overshoot를 유발할 가능성이 있으므로 이에 대한 해석 모델의 보정이 추가적으로 필요할 것이다. CFD의 한계인 시간 복잡도를 낮추고 상대적으로 높은 시계열 분해능을 확보할 경우 돈사 내 환기시스템에 맞는 소요 환기량 실시간 산정이 가능해지고 외부기상 및 돈사내부 복사열을 활용함과 동시에 돈군 순환에 상응하는 실시간 열부하 관리 시스템 도출이 가능할 것이다.

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