• 제목/요약/키워드: Sequence-based Method

검색결과 1,748건 처리시간 0.028초

Motivation based Behavior Sequence Learning for an Autonomous Agent in Virtual Reality

  • Song, Wei;Cho, Kyung-Eun;Um, Ky-Hyun
    • 한국멀티미디어학회논문지
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    • 제12권12호
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    • pp.1819-1826
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    • 2009
  • To enhance the automatic performance of existing predicting and planning algorithms that require a predefined probability of the states' transition, this paper proposes a multiple sequence generation system. When interacting with unknown environments, a virtual agent needs to decide which action or action order can result in a good state and determine the transition probability based on the current state and the action taken. We describe a sequential behavior generation method motivated from the change in the agent's state in order to help the virtual agent learn how to adapt to unknown environments. In a sequence learning process, the sensed states are grouped by a set of proposed motivation filters in order to reduce the learning computation of the large state space. In order to accomplish a goal with a high payoff, the learning agent makes a decision based on the observation of states' transitions. The proposed multiple sequence behaviors generation system increases the complexity and heightens the automatic planning of the virtual agent for interacting with the dynamic unknown environment. This model was tested in a virtual library to elucidate the process of the system.

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Sequence driven features for prediction of subcellular localization of proteins

  • Kim, Jong-Kyoung;Bang, Sung-Yang;Choi, Seung-Jin
    • 한국생물정보학회:학술대회논문집
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    • 한국생물정보시스템생물학회 2005년도 BIOINFO 2005
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    • pp.237-242
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    • 2005
  • Predicting the cellular location of an unknown protein gives a valuable information for inferring the possible function of the protein. For more accurate prediction system, we need a good feature extraction method that transforms the raw sequence data into the numerical feature vector, minimizing information loss. In this paper, we propose new methods of extracting underlying features only from the sequence data by computing pairwise sequence alignment scores. In addition, we use composition based features to improve prediction accuracy. To construct an SVM ensemble from separately trained SVM classifiers, we propose specificity based weighted majority voting. The overall prediction accuracy evaluated by the 5-fold cross-validation reached 88.53% for the eukaryotic animal data set. By comparing the prediction accuracy of various feature extraction methods, we could get the biological insight on the location of targeting information. Our numerical experiments confirm that our new feature extraction methods are very useful for predicting subcellular localization of proteins.

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An Improved Pseudorandom Sequence Generator and its Application to Image Encryption

  • Sinha, Keshav;Paul, Partha;Amritanjali, Amritanjali
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권4호
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    • pp.1307-1329
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    • 2022
  • This paper proposes an improved Pseudorandom Sequence Generator (PRSG) based on the concept of modular arithmetic systems with non-integral numbers. The generated random sequence use in various cryptographic applications due to its unpredictability. Here the mathematical model is designed to solve the problem of the non-uniform distribution of the sequences. In addition, PRSG has passed the standard statistical and empirical tests, which shows that the proposed generator has good statistical characteristics. Finally, image encryption has been performed based on the sort-index method and diffusion processing to obtain the encrypted image. After a thorough evaluation of encryption performance, there has been no direct association between the original and encrypted images. The results show that the proposed PRSG has good statistical characteristics and security performance in cryptographic applications.

PN 수열의 반복사용에 기반한 새로운 거리 측정 기법 (A Novel Distance Measuring Method Based on Repeated Usage PN Sequences)

  • 이명수;이영포;윤태웅;송정한;이영윤;김윤희;윤석호
    • 한국통신학회논문지
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    • 제34권5C호
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    • pp.555-560
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    • 2009
  • 차량 충돌 위험을 줄이기 위해 거리 측정용 차량 레이더에 대한 연구가 활발히 진행되고 있다. Direct sequence-ultra wideband를 (DS-UWB) 이용한 차량 레이더는 고속으로 이동하는 차량들 사이에서 충분한 시간적인 여유를 두어 목표물까지의 거리를 측정한다. 따라서 UWB 파형을 이용하면 수신기는 거리를 빠르게 측정하여, 충분한 시간적인 여유를 둘 수 있다. 이에 대한 연구가 진행된 바 있으나 본 논문에서는 그보다 간단한 시스템을 기반으로 빠른 처리 속도로 거리를 측정하여 차량 충돌 방지를 위한 시간적 여유를 확보할 수 있는 기법을 제안한다. 그리고 모의실험 결과를 통해 기존 기법보다 빠른 처리 속도를 확인할 수 있다.

특징적인 직선요소들의 검색에 기초한 EEG 파형 검출 (EEG WAVEFORM DETECTION BASED ON THE SEARCH OF DISTINCTIVE LINE-SEGMENTS)

  • 박승훈;장태규
    • 대한의용생체공학회:학술대회논문집
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    • 대한의용생체공학회 1992년도 춘계학술대회
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    • pp.121-122
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    • 1992
  • We present a new EEG waveform detection method, based on the search of distinctive line-segments. The method is based on the assumption that EEG waveform morphology is characterized by a sequence of its distinctive line-segments and their structural features. In this method, the distinctive line segments are first searched for, and the structural feature analysis is performed on the found line-segment sequence. Experiments of detecting epileptic spikes are performed on four different subjects.

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호모그래피행렬을 이용한 노면검출 (Ground Plane Detection Using Homography Matrix)

  • 이기용;이준웅
    • 제어로봇시스템학회논문지
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    • 제17권10호
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    • pp.983-988
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    • 2011
  • This paper presents a robust method for ground plane detection in vision-based applications based on a monocular sequence of images with a non-stationary camera. The proposed method, which is based on the reliable estimation of the homography between two frames taken from the sequence, aims at designing a practical system to detect road surface from traffic scenes. The homography is computed using a feature matching approach, which often gives rise to inaccurate matches or undesirable matches from out of the ground plane. Hence, the proposed homography estimation minimizes the effects from erroneous feature matching by the evaluation of the difference between the predicted and the observed matrices. The method is successfully demonstrated for the detection of road surface performed on experiments to fill an information void area taken place from geometric transformation applied to captured images by an in-vehicle camera system.

An online Calibration Algorithm using binary spreading code for the CDMA-based Adaptive Antenna Array

  • Lee, Chong-Hyun
    • 조명전기설비학회논문지
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    • 제20권9호
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    • pp.32-39
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    • 2006
  • In this paper, an iterative subspace-based calibration algorithm for a CDMA-based antenna array in the presence of unknown gain and phase error is presented. The algorithm does not depend on the array geometry and does not require a prior knowledge of the Directions Of Arrival (DOA) of the signals. The method requires the code sequence of a reference user only. The proposed algorithm is based on the subspace method and root finding approach, and it provides estimates of the calibration vector, the DOA and the channel impulse response, by using the code sequence of a reference user. The performance of the proposed algorithm was investigated by means of computer simulations and was verified using field data measured through a custom-built W-CDMA test-bed. The data show that experimental results match well with the theoretical calibration algorithm. Also, teh study propose an efficient algorithm using the simulated annealing technique. This algorithm overcomes the requirement of initial guessing in the subspace-based approach.

A DVR Control for Compensating Unbalanced Voltage Dips of a DFIG System using Zero Sequence Components

  • Thinh, Quach Ngoc;Ko, Ji-Han;Kim, Dong-Wan;Kim, Eel-Hwan
    • 조명전기설비학회논문지
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    • 제27권2호
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    • pp.62-68
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    • 2013
  • The dynamic voltage restorer (DVR) is an effective protection device for wind turbine generators based on doubly-fed induction generator (DFIG) that is operated under unbalanced voltage dip conditions. The compensating voltages of the DVR depend on the voltage dips and on the influence of the zero sequence component. The zero sequence component results in high insulation costs and asymmetry in terminal voltages. This paper proposes the use of a proportional-resonant controller in stationary reference frames for controlling zero sequence components in the DVR to protect the DFIG during unbalanced voltage dips. To enhance the proposed control method, a comparison is carried out between two cases: with and without using the control of a zero sequence component. Simulation results are presented to verify the effectiveness of the proposed control method by using the Psim simulation program.

역상분 전압 주입을 이용한 태양광 인버터의 단독 운전 검출 (Anti-islanding Detection of Photovoltaic Inverter Based on Negative Sequence Voltage Injection to Grid)

  • 김병헌;박용순;설승기;김우철;이현영
    • 전력전자학회논문지
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    • 제17권6호
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    • pp.546-552
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    • 2012
  • This paper presents an active anti-islanding detection method using negative sequence voltage injection to the grid through a three-phase photovoltaic inverters. Because islanding operation mode can cause a variety of problems, the islanding detection of grid-connected photovoltaic inverter is the mandatory feature. The islanding mode is detected by measuring the magnitude of negative sequence impedance calculated by the negative sequence voltage and current at the point of common coupling. Simulation and experimental test are performed to verify the effectiveness of the proposed method which can detect the islanding mode in the specified time. The test has been done in accordance with the condition on IEEE Std 929-2000.

3상 계통 연계형 인버터의 역상분 전류 주입을 이용한 계통 등가 임피던스 추정 기법 (Equivalent Grid Impedance Estimation Method Using Negative Sequence Current Injection in Three-Phase Grid-connected Inverter)

  • 박찬솔;송승호;임지훈
    • 전력전자학회논문지
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    • 제20권6호
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    • pp.526-533
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    • 2015
  • A new algorithm is proposed for the estimation of equivalent grid impedance at the point of common coupling of a grid-tie inverter output. The estimated impedance parameter can be used for the improvement of the performance and the stability of the distributed generation system. The estimation error is inevitable in the conventional estimation method because of the axis rotation due to PLL. In the conventional estimation error, the d-q voltage and current are used for the calculation of the impedance with active and reactive current injections. Conversely, in the proposed algorithm, the negative sequence current is injected, and then the negative sequence voltage is measured for the impedance estimation. As the positive and negative sequence current controller is independent and the PLL is based on the positive sequence component only, the estimation of the equivalent impedance can be achieved with high accuracy. Simulation and experimental results are compared to validate the proposed algorithm.