• Title/Summary/Keyword: 회귀법

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The Method of Optimum Operation of Coagulant Dosage Facility (응집제 주입설비 최적 운영방안)

  • Jun, Uk-Pyo;Oh, Sueg-Young
    • 유체기계공업학회:학술대회논문집
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    • 2004.12a
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    • pp.275-281
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    • 2004
  • Generally Jar-Test is available to determine the coagulant dosage rate. Disadventages associated with Jar-Test are that regular samples have to be taken requiring manual intervention and the limitation to feedback control. To deal with this difficulty, determined optimized dosage rates of coagulant to Investigates the union operation method of the statistical equation which uses the multi-regression method and the SCD.

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Modeling of Electron Density Non-Uniformity by Using Radial Basis Function Network (레이디얼 베이시스 함수망을 이용한 플라즈마 전자밀도 균일도 모델링)

  • Kim, Ga-Young;Kim, Byung-Whan
    • Proceedings of the KIEE Conference
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    • 2007.07a
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    • pp.1938-1939
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    • 2007
  • Radial Basis Function Network (RBFN)을 이용하여 플라즈마 전자밀도를 모델링하였다. RBFN의 예측성능은 학습인자의 함수로 최적화하였다. 체계적인 모델링을 위해 통계적인 실험계획법이 적용되었으며, 실험은 반구형 유도결합형 플라즈마 장비를 이용하여 수행이 되었다. 전자밀도측정에는 Langmuir probe가 이용되었다. 최적화된 RBFN모델을 통계적인 회귀 모델과 비교하였으며, 59%정도 모델의 예측성능을 향상시켰다.

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Efficient Structral Safety Monitoring of Large Structures Using Substructural Identification (부분구조추정법을 이용한 대형구조물의 효율적인 구조안전도 모니터링)

  • 윤정방;이형진
    • Journal of the Earthquake Engineering Society of Korea
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    • v.1 no.2
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    • pp.1-15
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    • 1997
  • This paper presents substructural identification methods for the assessment of local damages in complex and large structural systems. For this purpose, an auto-regressive and moving average with stochastic input (ARMAX) model is derived for a substructure to process the measurement data impaired by noises. Using the substructural methods, the number of unknown parameters for each identification can be significantly reduced, hence the convergence and accuracy of estimation can be improved. Secondly, the damage index is defined as the ratio of the current stiffness to the baseline value at each element for the damage assessment. The indirect estimation method was performed using the estimated results from the identification of the system matrices from the substructural identification. To demonstrate the proposed techniques, several simulation and experimental example analyses are carried out for structural models of a 2-span truss structure, a 3-span continuous beam model and 3-story building model. The results indicate that the present substructural identification method and damage estimation methods are effective and efficient for local damage estimation of complex structures.

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Improving Low Flow Estimation for Ungauged Basins in Korea (국내 미계측유역의 갈수량 산정 개선)

  • Cho, Tak-Guen;Lee, Kil-Seong;Kim, Young-Oh
    • Journal of Korea Water Resources Association
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    • v.40 no.2 s.175
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    • pp.113-124
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    • 2007
  • Low flow is a minimum flow discharging during a dry season in a unregulated stream which can be shared by nature and human being. It is also a standard flow that determines a diversion requirement by evaluating water supply ability of streamflow in the aspect of water use. Low flow indices are used as average low flow and 1-day 10-year low flow in Korea and Japan and as 7-day 10-year low flow in the United States of America and the United Kingdom. In this research, these three indices were compared by the data observed and generated. Although daily records are needed to calculate the low flow, gauging stations are limited and records of the dry season are insufficient in Korea. Drainage-area ratio method is mainly used in Korea to estimate the low flow. This research shows the guideline when the drainage-area ratio method, the regional regression method, and the baseflow correlation method to calculate the low flow of ungauged basins are applied and recommends low flow estimation method suitable to Korea.

Analysis on the Efficiency and Productivity Change of Non-Life Insurance Industry between Pre-Execution and Post-Execution of Capital Market Law (자본시장통합법 시행 전후의 손해보험산업의 효율성 및 생산성 변화 분석)

  • Kang, Ho-Jung
    • The Journal of the Korea Contents Association
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    • v.11 no.12
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    • pp.403-412
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    • 2011
  • The execution of capital market law causes severe competition by promoting restructuring of financial industry. This study analyze efficiency and productivity change of the Korean Non-Life Insurance industry between pre-execution and pre-execution of capital market law using DEA model and Malmquist Index. Additionally, this study finds determinants of efficiency using tobit regression. The main results of this study can by summarized as follows. First, the efficiency with post-execution was increased comparing with pre-execution of capital market law significantly. Second, the productivity with post-execution was increased comparing with pre-execution of capital market law significantly. Third, significant determinants of technical efficiency and pure technical efficiency are weight of life planner. operation rate of assets respectively. And significant determinant of scale efficiency are firm size, operation rate of assets, weight of life planner.

Evaluating the Stability of Large-scale Gangways Mined in a Limestone Mine Using Rock Classification Schemes (암반분류법을 이용한 석회석 광산 내 대규격 갱도의 안정성 평가)

  • Yoon, Yong-Kyun;Lee, Hong-Woo
    • Tunnel and Underground Space
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    • v.17 no.6
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    • pp.503-510
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    • 2007
  • Rock classification schemes such as RMR, Q-system were applied to investigate the stability of large-scale gangways mined in a limestone mine. 22 areas for engineering geological surveys were selected and rock classifications at each survey point had been carried out. Considering the fact that the observed gangways have not experienced some severe failure and have been stably maintained till now, it is found that Q-system is more reasonable than RMR in evaluating the stability of unsupported span. Also, extended Mathews stability graph method which is a kind of revised Q-system was used to assess the stability of gangways and the results represent that all gangways except for one area are under stable condition. Based on above the mentioned results, the empirical equations to design the maximum unsupported span and critical height of a large-scale gangway are suggested.

Fast Simulation of Output Voltage for High-Shock Piezoresistive Microaccelerometer Using Mode Superposition Method and Least Square Method (모드중첩법 및 최소자승법을 통한 고충격 압저항 미소가속도계의 출력전압 해석)

  • Han, Jeong-Sam;Kwon, Ki-Beom
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.36 no.7
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    • pp.777-787
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    • 2012
  • The transient analysis for the output voltage of a piezoresistive microaccelerometer takes a relatively high computation time because at least two iterations are required to calculate the piezoresistive-structural coupled response at each time step. In this study, the high computational cost for calculating the transient output voltage is considerably reduced by an approach integrating the mode superposition method and the least square method. In the approach, data on static displacement and output voltage calculated by piezoresistive-structural coupled simulation for three acceleration inputs are used to develop a quadratic regression model, relating the output voltage to the displacement at a certain observation point. The transient output voltage is then approximated by a regression model using the displacement response cheaply calculated by the mode superposition method. A high-impact microaccelerometer subject to several types of acceleration inputs such as 100,000 G shock, sine, step, and square pulses are adopted as a numerical example to represent the efficiency and accuracy of the suggested approach.

Forensic Classification of Latent Fingerprints Applying Laser-induced Plasma Spectroscopy Combined with Chemometric Methods (케모메트릭 방법과 결합된 레이저 유도 플라즈마 분광법을 적용한 유류 지문의 법의학적 분류 연구)

  • Yang, Jun-Ho;Yoh, Jai-Ick
    • Korean Journal of Optics and Photonics
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    • v.31 no.3
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    • pp.125-133
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    • 2020
  • An innovative method for separating overlapping latent fingerprints, using laser-induced plasma spectroscopy (LIPS) combined with multivariate analysis, is reported in the current study. LIPS provides the capabilities of real-time analysis and high-speed scanning, as well as data regarding the chemical components of overlapping fingerprints. These spectra provide valuable chemical information for the forensic classification and reconstruction of overlapping latent fingerprints, by applying appropriate multivariate analysis. This study utilizes principal-component analysis (PCA) and partial-least-squares (PLS) techniques for the basis classification of four types of fingerprints from the LIPS spectra. The proposed method is successfully demonstrated through a classification example of four distinct latent fingerprints, using discrimination such as soft independent modeling of class analogy (SIMCA) and partial-least-squares discriminant analysis (PLS-DA). This demonstration develops an accuracy of more than 85% and is proven to be sufficiently robust. In addition, by laser-scanning analysis at a spatial interval of 125 ㎛, the overlapping fingerprints were separated as two-dimensional forms.

Telephone Speech Recognition Using Laboratory Environment Speech Data (실험실 환경 음성을 이용한 전화음성 인식에 관한 연구)

  • 윤상호
    • Proceedings of the Acoustical Society of Korea Conference
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    • 1994.06c
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    • pp.391-394
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    • 1994
  • 본 연구에서는 전화선을 통한 음성인식을 위해 저잡음의 실험실 환경에서 수집된 음성 자료를 이용하는 접근을 하였다. 전화 음성과 실험실 음성 간의 특성 차이를 보정하기 위해 선형 회귀 분석법을 이용한 SDCN을 제안하였다. 두 자료간의 보정은 동시 녹음된 실험실 환경의 음성과 전화음성의 SNRDP 따른 두 자료간의 차이를 최소화하는 변환행렬을 구해, 이를 학습자료의 변환에 이용한다. 제안된 방법의 타당성을 확인하기 위해 두가지 인식 알고리즘인 DTW와 이산 HMM 에 대해 실험하였다. DTW를 통한 인식에서개선된 SDCN 에 의한 특징벡터의 변환은 기존의 SDCNDP 따른 특징변환보다 8~17%의 인식률이 향상되었다. 이산 HMM으로 인식할 때는 개선된 SDCNDP 의한 전화음성과 실험실 음성과의 유사도를 보다 잘 나타내기 위해 개선된 SDCN을 적용하고, VQ 코드열 상에서이 코드 사상법을 사용하여 인식률의 향상시켰다.

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업종별 주가지수의 카오스 검정 및 비선형예측

  • Baek, Ung-Gi
    • The Korean Journal of Financial Management
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    • v.14 no.1
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    • pp.171-205
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    • 1997
  • '80년대 중반 들어 주가지수 예측모형으로 애용되던 시계열 예측모형에 대한 근본적인 의문이 제기되었다. 이것은 기존 예측모형이 선형 데이터 생성과정을 기본가정으로 채택하고 있지만 진정한 데이터 생성과정은 비선형일 수도 있다는 점에서 출발한다. 주가지수의 변동을 유발하는 경제의 기본구조가 비선형임에도 불구하고 이를 선형모형으로 접근한다면 주가의 움직임을 제대로 설명할 수 없을 뿐만 아니라 이러한 설정오류는 모형의 신뢰성을 크게 손상시킨다. 이와 같은 점에 착안하여 본 연구는 업종별 주가지수의 비선형 검정을 통해 주가가 어떠한 형태의 경제구조에서 생성되었는지 여러 가지 방법으로 정정한다. 10개 업종지수의 검정결과 보험업을 제외한 대부분의 업종지수가 카오스 끌개를 보유하고 있다는 증거가 포착되었다. 표본외 예측을 위해서 국지적 가중회귀법을 채택하였는데 예측결과 모형에 따라 $6{\sim}7$개 업종에서 통상최소자승법보다 예측력 우위를 보였다.

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