• Title/Summary/Keyword: ECM algorithm

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ECM Algorithm for Fitting of Mixtures of Multivariate Skew t-Distribution

  • Kim, Seung-Gu
    • Communications for Statistical Applications and Methods
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    • v.19 no.5
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    • pp.673-683
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    • 2012
  • Cabral et al. (2012) defined a mixture model of multivariate skew t-distributions(STMM), and proposed the use of an ECME algorithm (a variation of a standard EM algorithm) to fit the model. Their estimation by the ECME algorithm is closely related to the estimation of the degree of freedoms in the STMM. With the ECME, their purpose is to escape from the calculation of a conditional expectation that is not provided by a closed form; however, their estimates are quite unstable during the procedure of the ECME algorithm. In this paper, we provide a conditional expectation as a closed form so that it can be easily calculated; in addition, we propose to use the ECM algorithm in order to stably fit the STMM.

A Development Study on an Engine Control Module of an Electronic Marine Diesel Engine (전자식 선박디젤엔진의 엔진제어기 개발/연구)

  • Sim, Han-Sub;Lee, Min-Kwang;Lee, Kang-Yoon
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.14 no.5
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    • pp.134-140
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    • 2015
  • A control program of an engine control module (ECM) was developed, and its control performance was verified on a 750Ps marine diesel engine. The control method was designed for an engine rotational speed control system. For ECM hardware, the commercial rapid control prototype (RCP) ECM was used. The programming tool for control algorithm development was the MatLab/Simulink. The main control algorithm assembled many control models as engine cranking, run, and stall. Each model has sub-models to input/output control signals. The target engine speed was input signal from a speed control lever, and control output signal of the ECM was sent to the unit-injectors for fuel injection. The engine test was performed under various conditions of engine rotational speeds and dynamometer loads. The test results show that the control function of the ECM is suitable for electrical marine diesel engines.

새로운 모형기반 군집분석 알고리즘

  • Park, Jeong-Su;Hwang, Hyeon-Sik
    • Proceedings of the Korean Statistical Society Conference
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    • 2005.11a
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    • pp.97-100
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    • 2005
  • A new model-based clustering algorithm is proposed. The idea starts from the assumption that observations are realizations of Gaussian processes and so are correlated. With a special covariance structure, the posterior probability that an observation belongs to each cluster is computed using the ECM algorithm. A preliminary result of small-scale simulation study is given to compare with the k-means clustering algorithms.

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An Identification Technique of a Target Signal under ECM Environments (ECM 환경하에서 군함에 대한 반사신호를 식별해내는 알고리즘)

  • 서방원;박한춘;김일민;김병조;이재웅;양태석;김형명
    • Journal of the Korea Institute of Military Science and Technology
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    • v.4 no.2
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    • pp.138-146
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    • 2001
  • The guided missile carries its own tracking radar to detect its target under noisy environments. The enemy warship uses the anti-missile electric-countermeasure(ECM) technique, such as chaff or decoy, so that the approaching guided missile could not destroy it. In this paper we propose the identification algorithm of a target signal when the enemy warship uses the chaff and decoy to deceive the guided missile. In the proposed scheme the mean square errors(MSE) between the received signals and the reference decoy signal, and between the received signals and the reference chaff signal are calculated. Then, the received signal which results in the maximum MSE is regarded as a warship signal. The performance of the proposed algorithm is verified through the computer simulation.

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Development of An Engine Modeling and an Engine Control Module for an LPG Engine (LPG 엔진 모델링 및 ECM 설계에 관한 연구)

  • 심한섭;선우명호
    • Transactions of the Korean Society of Automotive Engineers
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    • v.7 no.9
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    • pp.1-9
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    • 1999
  • Liquid Petroleum Gas (LPG) has been widely used for commercial light-duty vehicles worldwide. Since LPG has a higher octane number and a lower maximum combustion temperature than gasoline , it becomes more popular fuel for reducing exhaust emissions. In tihs study, mathematical models of air intake and fuel delivery system are presented, and a PI-controller is designed for air-fuel ratio control. Hardware and software of an engine control module (ECM) are designed for an LPG engine. The ECM is built using a Motorola MC68HC05. In order to control the air-fuel ratio at stoichiometry, the PI-control algorithm is implemented in the ECM. The experiment results show the proto LPG ECM and its control scheme perform well to meet the stoichiometric air-duel ratio requirement.

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A Study on the ECM(Echo Cancelling Method) Design for Digital Transmission over the Two-Hire Loops (2선 선로에 Digital 전송을 위한 ECM(Echo Cancelling Method) 설계에 관한 연구)

  • Lim, C.S.;Chung, H.C.;Kim, Y.K.;Lee, H.S.
    • Proceedings of the KIEE Conference
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    • 1987.07b
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    • pp.947-949
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    • 1987
  • This paper describes the design of echo cancslling method(ECM) for transmission with full-duplex which ie transmitted on "2B+D"(144kbps)data through two-wire loop plants. The design objective is 40dB attenuation with a signal-to-noise ratio of $10{\sim}20dB$. Since the transhybrid loos can be as low as $6{\sim}10dB$, the required attenuation of the echo signal is on the order of $50{\sim}55dB$. The used algorithms based on the sign algorithm, and have been improved by using adoptive reference voltage level algorithm.

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A Study on Implementation Method of ECM-based Electronic Document Leakage Prevention System through Security Area Location Information Management (보안구역 위치정보 관리를 통한 ECM기반 전자문서유출방지 시스템 구현방안 연구)

  • Yoo, Gab-Sang;Cho, Seung-Yeon;Hwang, In-Tae
    • Journal of Information Technology Services
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    • v.19 no.2
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    • pp.83-92
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    • 2020
  • The current technology drain at small and medium-sized enterprises in Korea is very serious. According to the National Intelligence Service's survey data, 69 percent of technology leaks are made through employees of small and medium-sized enterprises. A document security system was introduced to compensate for the problem. However, small and medium-sized enterprises are not doing well due to their poor environment. Therefore, it proposes a document security system suitable for small businesses by developing a location information machine learning system that automatically creates a document security Green Zone through learning, and an ECM-based electronic document leakage prevention system that manages generated Green Zone information by reflecting it into the document authority system. And step by step, propose a universal solution through cloud services..

EM Algorithm-based Segmentation of Magnetic Resonance Image Corrupted by Bias Field (바이어스필드에 의해 왜곡된 MRI 영상자료분할을 위한 EM 알고리즘 기반 접근법)

  • 김승구
    • The Korean Journal of Applied Statistics
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    • v.16 no.2
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    • pp.305-319
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    • 2003
  • This paper provides a non-Bayesian method based on the expanded EM algorithm for segmenting the magnetic resonance images degraded by bias field. For the images with the intensity as a pixel value, many segmentation methods often fail to segment it because of the bias field(with low frequency) as well as noise(with high frequency). Our contextual approach is appropriately designed by using normal mixture model incorporated with Markov random field for noise-corrective segmentation and by using the penalized likelihood to estimate bias field for efficient bias filed-correction.

ECM and GLR Based Multiuser Detection with I-CSI

  • Maio Antonio De;Episcopo Roberto;Lops Marco
    • Journal of Communications and Networks
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    • v.7 no.1
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    • pp.29-35
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    • 2005
  • This paper deals with the problem of multiuser detection over a direct-sequence code-division multiple access (DS-CDMA) channel with incomplete channel state informations (I-CSI). We devise and assess two novel recursive detectors based on the expectation conditional maximization (ECM) algorithm and the generalized likelihood ratio (GLR) principle, respectively. Both receivers entail an affordable computational complexity. Moreover, the performance assessment, conducted via Monte Carlo techniques, shows that they achieve satisfactory performance levels and outperform linear detectors.

A Fast EM Algorithm for Gaussian Mixtures

  • Jung, Hye-Kyung;Seo, Byung-Tae
    • Communications for Statistical Applications and Methods
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    • v.19 no.1
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    • pp.157-168
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    • 2012
  • The EM algorithm is the most important tool to obtain the maximum likelihood estimator in finite mixture models due to its stability and simplicity. However, its convergence rate is often slow because the conventional EM algorithm is based on a large missing data space. Several techniques have been proposed in the literature to reduce the missing data space. In this paper, we review existing methods and propose a new EM algorithm for Gaussian mixtures, which reduces the missing data space while preserving the stability of the conventional EM algorithm. The performance of the proposed method is evaluated with other existing methods via simulation studies.