• 제목/요약/키워드: Multi-function technique

검색결과 322건 처리시간 0.023초

A Climate Prediction Method Based on EMD and Ensemble Prediction Technique

  • Bi, Shuoben;Bi, Shengjie;Chen, Xuan;Ji, Han;Lu, Ying
    • Asia-Pacific Journal of Atmospheric Sciences
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    • 제54권4호
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    • pp.611-622
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    • 2018
  • Observed climate data are processed under the assumption that their time series are stationary, as in multi-step temperature and precipitation prediction, which usually leads to low prediction accuracy. If a climate system model is based on a single prediction model, the prediction results contain significant uncertainty. In order to overcome this drawback, this study uses a method that integrates ensemble prediction and a stepwise regression model based on a mean-valued generation function. In addition, it utilizes empirical mode decomposition (EMD), which is a new method of handling time series. First, a non-stationary time series is decomposed into a series of intrinsic mode functions (IMFs), which are stationary and multi-scale. Then, a different prediction model is constructed for each component of the IMF using numerical ensemble prediction combined with stepwise regression analysis. Finally, the results are fit to a linear regression model, and a short-term climate prediction system is established using the Visual Studio development platform. The model is validated using temperature data from February 1957 to 2005 from 88 weather stations in Guangxi, China. The results show that compared to single-model prediction methods, the EMD and ensemble prediction model is more effective for forecasting climate change and abrupt climate shifts when using historical data for multi-step prediction.

낙동강수계 하천 흐름연계분석 시스템 개발 및 적용 (Development and Application of Coupled System for River Flow Analysis with Multi-dimensional Models in Nakdong River)

  • 안정민;임태효;이인정;천세억;류시완
    • 한국습지학회지
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    • 제16권4호
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    • pp.389-402
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    • 2014
  • 본 연구에서는 기존에 구축 운영 중인 COSFIM과 FLDWAV간 연계를 통해 다기능보 상 하류 구간 등 하천내 주요 관심구간에 대한 1차원 및 2차원 수리분석을 수행할 수 있는 시스템을 개발하고 낙동강 8개 다기능보를 대상으로 사업 전 후 수리특성 분석을 수행하였다. 각 수치모형은 활용목적에 따라 장 단점을 가지고 있기 때문에 상황에 적합한 모형을 선택적으로 활용할 수 있을 것이며, 기존의 1차원 수리 수문 모형으로 분석할 수 있었던 선 개념 지점 개념의 정보 뿐 아니라 추가적으로 공간 격자 개념의 정보를 제공받을 수 있는 다차원 모의를 수행함으로써 하천에서의 물리적 현상을 적절히 고려한 공간적 수리특성을 반영한 하천관리가 가능할 것이다.

Spectrum Sensing Technologies for Cognitive Radio Based Interactive Broadcasting Services

  • Lim Kyu-Tae;Hur Young-Sik;Lee Jeong-Suk;Kim Ki-Hong;Lee Chang-Ho;Kim Hak-Sun;Laskar Joy
    • 방송과미디어
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    • 제11권1호
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    • pp.68-77
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    • 2006
  • The Cognitive Radio (CR) technology is a promising solution for exploiting the limited spectrum resources and providing flexibility of spectrum usage. Future interactive broadcasting service can be realized by utilizing CR concept, since the up-link return channel can be found by the spectrum sensing method, which is core functional block of the CR system. In this paper, the spectrum sensing technologies of CR system is presented. First the system architecture of the CR with spectrum sensing block is presented. The suggested spectrum sensing technique consists of the coarse and the fine spectrum sensing. The coarse spectrum sensing technique adopted the wavelet transform to provide the multi-resolution sensing feature - Multi-Resolution Spectrum Sensing (MRSS). The fine spectrum sensing technique uses the beneficial properties of the autocorrelation function Analog Auto-Correlation (AAC). The simulation results for the proposed sensing technologies are presented for various incumbent signals.

기술함수를 이용한 비선형 결합부를 가진 구조물의 진동해석 (Vibration Analysis of Structure with Nonlinear Joint Using Describing Function)

  • 박해성;지태한;박영필
    • 대한기계학회논문집
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    • 제18권2호
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    • pp.372-379
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    • 1994
  • In this study, the describing function is adopted to represent nonlinearity in the system equations. The compliance can be obtained by solving nonlinear simultaneous algebraic quations for multi-degrees-of-freedom system with multinonlinearities. When the technique is applied, the nonlinearity of the system can be identified from the compliance which is obtained from the sinusoidal excitation of the system. By employing the describing function in the Building Block Analysis, we can extensively develop the BBA into investigation of the continuous systems with nonlinearities. The evaluated compliance can quantitatively show the effects of nonlinearity such as the transfer of the natural frequency, the variance of the compliance at the natural frequency, and the jump phenomena which occur during sweeping of the excitation frequency.

전력밀도함수를 이용한 노면형상 생성에 관한 연구 (Generation of Road Surface Profiles with a Power Spectral Density Function)

  • 김광석;유완석
    • 한국자동차공학회논문집
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    • 제5권1호
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    • pp.136-145
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    • 1997
  • To analyzed ride quality and to predict durability in vehicle dynamics, it is essential to describe a road surface profile precisely. This paper presents a technique to generate road surface profiles in a spatial domain by using a power spectral density function. A single track power spectral density function is proposed to describe a road surface profile, which is also applicable for multi-track vehicle response analysis, The derived road surfaces are compared to ISO(International Organization for Standardization) standards and classifications, proposed by the MIRA(Motor Industry Research Association). The methodology in this paper is also proposed to generate road roughness description with a limited external data. A small amount of external curve data is combined with an internal PSD function to generate road surface roughness in a spatial domain.

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Implementation of outgoing packet processor for ATM based MPLS LER System

  • Park, Wan-Ki;Kwak, Dong-Yong;Kim, Dae-Yong
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2002년도 ITC-CSCC -3
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    • pp.1851-1854
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    • 2002
  • The Internet with conventional routing scheme cannot meet user demands driven from drastic growth in the Internet user and various service and traffic type. MPLS(Multi Protocol Label Switching) was introduced to the Internet fur solution to resolve this problem. MPLS is a paradigm to integrate higher layer’s software routing functions including layer-3 routing with layer-2 switching. But, the exponential growth of Internet traffic brings out of label space. One scalable solution to cope with this problem is to introduce flow merge technique, i. e. a group of flows is forwarded using the same label. Specially, IETF(Internet Engineering Task Force) recommends that ATM based MPLS system may include VC merge function, so it is scalable to increase of internet traffic. We implemented the MPLS LER system that includes the look-up and forwarding function in incoming path and VC merging function and limited traffic management function in outgoing path. This paper describes the implementation of the LER’s outgoing parts.

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충격햄머 실험에서 다자유도 주파수 응답스팩트럼의 개선 (An Enhancement of Multi-Dof Frequency Response Spectrum From Impact Hammer Testing)

  • 안세진;정의봉
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2002년도 추계학술대회논문집
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    • pp.623-629
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    • 2002
  • The spectrum of impulse response signal from an impulse hammer testing is widely used to obtain frequency response function(FRF) of the structure. However the FRFs obtained from impact hammer testing have not only leakage errors but also finite record length errors when the record length for the signal processing is not sufficiently long. The errors cannot be removed with the conventional signal analyzer which treats the signals as if they are always steady and periodic. Since the response signals generated by the impact hammer are transient and have damping, they are undoubtedly non-periodic. It is inevitable that the signals be acquired for limited recording time, which causes the finite record length error and the leakage error. In this paper, the errors in the frequency response function of multi degree of freedom system are formulated theoretically. And the method to remove these errors is also suggested. This method is based on the optimization technique. A numerical example of 3-dof model shows the validity of the proposed method.

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Minimization of a Cogging Torque for an Interior Permanent Magnet Synchronous Machine using a Novel Hybrid Optimization Algorithm

  • Kim, Il-Woo;Woo, Dong-Kyun;Lim, Dong-Kuk;Jung, Sang-Yong;Lee, Cheol-Gyun;Ro, Jong-Suk;Jung, Hyun-Kyo
    • Journal of Electrical Engineering and Technology
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    • 제9권3호
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    • pp.859-865
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    • 2014
  • Optimization of an electric machine is mainly a nonlinear multi-modal problem. For the optimization of the multi-modal problem, many function calls are required with much consumption of time. To address this problem, this paper proposes a novel hybrid algorithm in which function calls are less than conventional methods. Specifically, the proposed method uses the kriging metamodel and the fill-blank technique to find an approximated solution in a whole problem region. To increase the convergence speed in local peaks, a parallel gradient assisted simplex method is proposed and combined with the kriging meta-model. The correctness and usefulness of the proposed hybrid algorithm is verified through a mathematical test function and applied into the practical optimization as the cogging torque minimization for an interior permanent magnet synchronous machine.

최적화 기법을 이용한 LNG FPSO 액화 공정 장비의 다층 배치 (Multi-floor Layout for the Liquefaction Process Systems of LNG FPSO Using the Optimization Technique)

  • 구남국;이준채;노명일;황지현;이규열
    • 대한조선학회논문집
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    • 제49권1호
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    • pp.68-78
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    • 2012
  • A layout of an LNG FPSO should be elaborately determined as compared with that of an onshore plant because many topside process systems are installed on the limited area; the deck of the LNG FPSO. Especially, the layout should be made as multi-deck, not single-deck and have a minimum area. In this study, a multi-floor layout for the liquefaction process, the dual mixed refrigerant(DMR) cycle, of LNG FPSO was determined by using the optimization technique. For this, an optimization problem for the multi-floor layout was mathematically formulated. The problem consists of 589 design variables representing the positions of topside process systems, 125 equality constraints and 2,315 inequality constraints representing limitations on the layout of them, and an objective function representing the total layout cost. To solve the problem, a hybrid optimization method that consists of the genetic algorithm(GA) and sequential quadratic programming(SQP) was used in this study. As a result, we can obtain a multi-floor layout for the liquefaction process of the LNG FPSO which satisfies all constraints related to limitations on the layout.

다중 미지변수를 고려한 다층지반 역해석 (Back Analysis Method for Material Properties of Multi-layers Ground Considering Multiple Unknown Variables)

  • 김세진;김문겸;원종화;김정수
    • 한국지반공학회논문집
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    • 제25권9호
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    • pp.93-100
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    • 2009
  • 본 연구에서 역해석에 이용한 직접법은 실제 변위와 목적함수의 차이를 최소화하고 미지변수를 보정하는 최적화가 핵심 과정이다. 연구과정이 복수의 지층을 단계별로 역해석하여 각 지반의 미지변수를 역해석하기 때문에 지층 간 미지변수의 간섭 효과를 최소화 할 수 있는 추가적인 최적화가 필요하다. 따라서 효율적이고 정확한 최적화를 위해서 목적함수의 편미분 계산과정이 없이 최적해를 구할 수 있는 직접탐색법(direct search method)을 사용하였다. 본 연구의 목적은 지하구조체가 포함된 지층을 상부와 하부의 지층으로 모형화하고, 다중 미지변수를 역해석하는 기법을 개발하는 데에 목적을 둔다. 또한 단계별 역해석된 미지변수의 상호 간섭 오차를 최소화하기 위해서 반복 역해석을 실시하고, 실제 존재하는 터널에 대하여 적용성에 대해 검토하였다. 그 결과, 단층 모형화보다 다층 모형화 결과가 실제 지하구조물거동을 정확히 나타냈으며 다층 경계부에 위치한 지하구조물의 다층지반 모형화를 통한 역해석이 유효함을 확인하였다.