• 제목/요약/키워드: least-square training

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고정 태그 위치의 정확한 확인을 위한 시스템 구축에 관한 연구 (A Study on the Construction of System for Correct Location Determination of Fixed Tag)

  • 이두용;장정환;장청윤;조용철;이창호
    • 대한안전경영과학회지
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    • 제14권1호
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    • pp.209-215
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    • 2012
  • This paper deals with the construction of system for correct location determination of fixed tag. We adapted to construct the above method. Also we adapted the several filtering method. This system was constructed through using of several filtering methods to decrease the location determination error and fingerprint method which is composed of training phase and positioning phase. We constructed this system using Labview 2010 and MS-SQL 2000 as database. This system results in less location determination error than least square method, triangulation positioning method, and other fingerprint methods.

삼각측량법과 최소자승법을 활용한 실내 위치 결정의 산포 감소 방안에 관한 연구 (A Study on Error Reduction of Indoor Location Determination using triangulation Method and Least Square Method)

  • 장정환;이두용;장청윤;조용철;이창호
    • 대한안전경영과학회지
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    • 제14권1호
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    • pp.217-224
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    • 2012
  • Location-Based Services(LBS) is a service that provide location information by using communication network or satellite signal. In order to provide LBS precisely and efficiently, we studied how we can reduce the error on location determination of objects such people and things. We focus on using the least square method and triangulation positioning method to improves the accuracy of the existing location determination method. Above two methods is useful if the distance between the AP and the tags can be find. Though there are a variety of ways to find the distance between the AP and tags, least squares and triangulation positioning method are wildely used. In this thesis, positioning method is composed of preprocessing and calculation of location coordinate and detail of methodology in each stage is explained. The distance between tag and AP is adjusted in the preprocessing stage then we utilize least square method and triangulation positioning method to calculate tag coordinate. In order to confirm the performance of suggested method, we developed the test program for location determination with Labview2010. According to test result, triangulation positioning method showed up loss error than least square method by 38% and also error reduction was obtained through adjustment process and filtering process. It is necessary to study how to reduce error by using additional filtering method and sensor addition in the future and also how to improve the accuracy of location determination at the boundary location between indoor and outdoor and mobile tag.

A BLMS Adaptive Receiver for Direct-Sequence Code Division Multiple Access Systems

  • Hamouda Walaa;McLane Peter J.
    • Journal of Communications and Networks
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    • 제7권3호
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    • pp.243-247
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    • 2005
  • We propose an efficient block least-mean-square (BLMS) adaptive algorithm, in conjunction with error control coding, for direct-sequence code division multiple access (DS-CDMA) systems. The proposed adaptive receiver incorporates decision feedback detection and channel encoding in order to improve the performance of the standard LMS algorithm in convolutionally coded systems. The BLMS algorithm involves two modes of operation: (i) The training mode where an uncoded training sequence is used for initial filter tap-weights adaptation, and (ii) the decision-directed where the filter weights are adapted, using the BLMS algorithm, after decoding/encoding operation. It is shown that the proposed adaptive receiver structure is able to compensate for the signal-to­noise ratio (SNR) loss incurred due to the switching from uncoded training mode to coded decision-directed mode. Our results show that by using the proposed adaptive receiver (with decision feed­back block adaptation) one can achieve a much better performance than both the coded LMS with no decision feedback employed. The convergence behavior of the proposed BLMS receiver is simulated and compared to the standard LMS with and without channel coding. We also examine the steady-state bit-error rate (BER) performance of the proposed adaptive BLMS and standard LMS, both with convolutional coding, where we show that the former is more superior than the latter especially at large SNRs ($SNR\;\geq\;9\;dB$).

훈련 수열을 이용한 UWB 채널 추정 기법 (A UWB Channel Estimation Technique Using Training Sequence)

  • 김종민;김선용
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2003년도 하계종합학술대회 논문집 I
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    • pp.27-30
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    • 2003
  • 무선 통신 서비스에 대한 수요가 급격히 증가하면서 높은 데이터 전송율을 갖는 무선 통신에 대한 연구가 활발히 진행되고 있다. UWB는 (Ultra Wide Band) 이러한 문제점을 해결할 수 있는 통신 방법 중의 하나로 이 논문에서는 현재 IEEE 802.15.TG3a 표준화 위원회에서 제시하고 있는 채널 모델에 대해서 알아보고, 제시된 채널 모델에 LS (Least Square) 방법을 적용하여 채널의 임펄스 응답을 (Channel Impulse Response) 추정한다. 채널 추정의 성능 지표로 Preamble의 크기에 따른 MSE와 (Mean Square Error) 각각의 채널에 대한 비트 에러율을 사용하여 모의 실험을 본 논문에서 다루는 추정 기법의 성능을 분석한다.

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비동기 DS-CDMA시스템에서 RAKE 수신기를 채용한 적응형 CM 배열 안테나 (Adaptive CM Array Antenna employing RAKE Receiver in Asynchronous DS-CDMA systems)

  • 김용석;서성진;황금찬
    • 한국통신학회논문지
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    • 제29권5C호
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    • pp.601-610
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    • 2004
  • 본 논문에서는 IMT-2000 3GPP 규격의 비동기 역방향 링크 DS-CDMA 시스템에서 신호 구조 기반 Constant Modulus Algorithm (U)을 이용하는 적응 배열 안테나 RAKE 시스템의 성능을 평가한다. 또한, 참조 신호 기반 Least Mean Square (LMS)방식을 이용하는 배열 안테나 시스템과 비교한다. Monte Carlo 실험에서 다중경로, 경로간 감쇄지수, 확산이득 다중사용자 둥과 같은 환경 파라미터가 고려된다. 결과로부터 신호 전력을 분산시키는 다중 경로의 경우 CMA을 이용하는 적응 배열 안테나가 LMS를 이용하는 배열 안테나에 비해 더 큰 수용 용량을 얻을 수 있음을 알 수 있다.

제한 최소 자승오차법 (The Constrained Least Mean Square Error Method)

  • 나희승;박영진
    • 소음진동
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    • 제4권1호
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    • pp.59-69
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    • 1994
  • A new LMS algorithm titled constrained LMS' is proposed for problems with constrained structure. The conventional LMS algorithm can not be used because it destroys the constrained structures of the weights or parameters. Proposed method uses error-back propagation, which is popular in training neural networks, for error minimization. The illustrative examplesare shown to demonstrate the applicability of the proposed algorithm.

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근적외선분광법을 이용한 택사의 산지 판별법 연구 (Discrimination of Alismatis Rhizoma According to Geographical Origins using Near Infrared Spectroscopy)

  • 이동영;김승현;김효진;성상현
    • 생약학회지
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    • 제44권4호
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    • pp.344-349
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    • 2013
  • Near infrared spectroscopy (NIRS) combined with multivariate analysis was used to discriminate the geographical origin of Alisma orientale from Korea (n=94) and China (n=72). Two-thirds of samples were selected randomly for the training set, and one-third of samples for the test set. Second derivative was used for the pretreatment of NIR spectra. Partial least square discriminant analysis (PLS-DA) models correctly discriminated 100% of the Korean and Chinese A. orientale samples. These results demonstrate the potential use of NIR spectroscopy combined with multivariate analysis as a rapid and accurate method to discriminate A. orientale according to their geographical origin.

적응필터 및 신경회로망에 의한 음장의 역 필터링 (Reverse Filtering of Sound Field by Adaptive Filter and Neural Network)

  • 최재승
    • 한국전자통신학회논문지
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    • 제5권2호
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    • pp.145-151
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    • 2010
  • 본 논문에서는 두 개의 음으로부터 전달되어온 음장의 상태를 구하여 역 필터를 구성하는 적응필터 및 신경회로망을 사용한 음장의 역 필터링 시스템을 제안한다. 본 논문에서는 최소 2승 평균법을 사용하여 FIR 필터의 계수를 계산하여 이를 갱신함으로써 역 필터링을 구축하는 방법을 사용한다. 본 논문에서 제안한 신경회로망 및 적응필터의 기법에 의하여 비선형 왜곡이 있는 간단한 파형이 학습 가능한 것을 실험 결과로부터 확인할 수 있었다.

A Joint Channel Estimation and Data Detection for a MIMO Wireless Communication System via Sphere Decoding

  • Patil, Gajanan R.;Kokate, Vishwanath K.
    • Journal of Information Processing Systems
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    • 제13권4호
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    • pp.1029-1042
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    • 2017
  • A joint channel estimation and data detection technique for a multiple input multiple output (MIMO) wireless communication system is proposed. It combines the least square (LS) training based channel estimation (TBCE) scheme with sphere decoding. In this new approach, channel estimation is enhanced with the help of blind symbols, which are selected based on their correctness. The correctness is determined via sphere decoding. The performance of the new scheme is studied through simulation in terms of the bit error rate (BER). The results show that the proposed channel estimation has comparable performance and better computational complexity over the existing semi-blind channel estimation (SBCE) method.

무선헤드셋을 위한 능동 잡음 제거기의 성능 개선 (Performance Improvement of ANC System for Wireless Headset)

  • 박성진;김석찬
    • 한국통신학회논문지
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    • 제36권6C호
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    • pp.343-348
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    • 2011
  • 이 논문은 NFxLMS (normalized filtered-x least mean square) 적응 필터기반의 실시간 ANC (active noise control) 무선 헤드셋에 관해서 연구한다. RMS (root mean square) 지연 분포를 측정한 후 채널을 보정해서 학습시간을 줄이고, 학습 시간동안 NFxLMS 필터 계수를 갱신해서 잡음 제거 필터의 수렴속도를 개선하는 방법을 제안한다. 제안한 방법을 실제 잡음 환경에서 이용할 경우에 짧은 학습 시간과 빠른 수렴속도를 가지면서 기존 잡음 제거기와 비슷한 성능을 가지는 잡음 제거기를 구성할 수 있다.