• 제목/요약/키워드: Mean square error

검색결과 2,202건 처리시간 0.024초

머신러닝을 활용한 가변 롤포밍 공정 web-warping 예측모델 개발 (Application of Machine Learning to Predict Web-warping in Flexible Roll Forming Process)

  • 우영윤;문영훈
    • 소성∙가공
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    • 제29권5호
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    • pp.282-289
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    • 2020
  • Flexible roll forming is an advanced sheet-metal-forming process that allows the production of parts with various cross-sections. During the flexible process, material is subjected to three-dimensional deformation such as transverse bending, inhomogeneous elongations, or contraction. Because of the effects of process variables on the quality of the roll-formed products, the approaches used to investigate the roll-forming process have been largely dependent on experience and trial- and-error methods. Web-warping is one of the major shape defects encountered in flexible roll forming. In this study, an SVR model was developed to predict the web-warping during the flexible roll forming process. In the development of the SVR model, three process parameters, namely the forming-roll speed condition, leveling-roll height, and bend angle were considered as the model inputs, and the web-warping height was used as the response variable for three blank shapes; rectangular, concave, and convex shape. MATLAB software was used to train the SVR model and optimize three hyperparameters (λ, ε, and γ). To evaluate the SVR model performance, the statistical analysis was carried out based on the three indicators: the root-mean-square error, mean absolute error, and relative root-mean-square error.

Optimum Nonseparable Filter Bank Design in Multidimensional M-Band Subband Structure

  • Park, Kyu-Sik;Lee, Won-Cheol
    • The Journal of the Acoustical Society of Korea
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    • 제15권2E호
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    • pp.24-32
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    • 1996
  • A rigorous theory for modeling, analysis, optimum nonseparable filter bank in multidimensional M-band quantized subband codec are developed in this paper. Each pdf-optimized quantizer is modeled by a nonlinear gain-plus-additive uncorrelated noise and embedded into the subband structure. We then decompose the analysis/synthesis filter banks into their polyphase components and shift the down-and up-samplers to the right and left of the analysis/synthesis polyphase matrices respectively. Focusing on the slow clock rate signal between the samplers, we derive the exact expression for the output mean square quantization error by using spatial-invariant analysis. We show that this error can be represented by two uncorrelated components : a distortion component due to the quantizer gain, and a random noise component due to fictitious uncorrelated noise at the uantizer. This mean square error is then minimized subject to perfect reconstruction (PR) constraints and the total bit allocation for the entire filter bank. The algorithm gives filter coefficients and subband bit allocations. Numerical design example for the optimum nonseparable orthonormal filter bank is given with a quincunx subsampling lattice.

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Segment Training Based Individual Channel Estimation for Multi-pair Two-Way Relay Network with Power Allocation

  • He, Xiandeng;Zhou, Ronghua;Chen, Nan;Zhang, Shun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권2호
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    • pp.566-578
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    • 2018
  • In this paper, we design a segment training based individual channel estimation (STICE) scheme for the classical two-way relay network (TWRN) with multi-pair sources (MPS) and amplify-and-forward (AF). We adopt the linear minimum mean square error (LMMSE) channel estimator to minimize the mean square error (MSE) without channel estimation error, where the optimal power allocation strategy from the relay for different sources is obtained. Then the MSE gains are given with different source pairs among the proposed power allocation scheme and the existing power allocation schemes. Numerical results show that the proposed method outperforms the existing ones.

양방향 Filtered-x 최소 평균 제곱 알고리듬에 대한 실험적인 연구 (Experimental Study on Bi-directional Filtered-x Least Mean Square Algorithm)

  • 권오상
    • 디지털산업정보학회논문지
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    • 제10권3호
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    • pp.197-205
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    • 2014
  • In applications of adaptive noise control or active noise control, the presence of a transfer function in the secondary path following the adaptive controller and the error path, been shown to generally degrade the performance of the Least Mean Square (LMS) algorithm. Thus, the convergence rate is lowered, the residual power is increased, and the algorithm can become unstable. In general, in order to solve these problems, the filtered-x LMS (FX-LMS) type algorithms can be used. But these algorithms have slow convergence speed and weakness in the environment that the secondary path and error path are varied. Therefore, I present the new algorithm called the "Bi-directional Filtered-x (BFX) LMS" algorithm with nearly equal computation complexity. Through experimental study, the proposed BFX-LMS algorithm has better convergence speed and better performance than the conventional FX-LMS algorithm, especially when the secondary path or error path is varied and the impulsive disturbance is flow in.

등가의 Wiener-Hopf 방정식에 관한 연구 (Research on an Equivalent Wiener-Hopf Equation)

  • 안봉만;조주필
    • 한국통신학회논문지
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    • 제33권9C호
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    • pp.743-748
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    • 2008
  • 본 논문은 평균 자승 측면에서 직교 입력 신호에 대하여 TDL 필터의 계수를 구할 수 있는 등가의 Wiener-Hopf 방정식을 제안한다. 본 논문에서 제안한 등가의 Wiener-Hopf 방정식을 이용하면 직교 입력 신호에 대하여 역 직교화 과정을 거치지 않고 직접적으로 TDL 필터의 계수와 오차를 표현할 수 있다. 본 논문에는 MMSE(minimum mean square error)에 대한 이론적 해석을 포함하였으며 수학적 예제에서 Wiener-Hopf 해와 제안한 등가의 Wiener-Hopf 해를 동시에 나타내었다.

Spatial Multiuser Access for Reverse Link of Multiuser MIMO Systems

  • 신오순
    • 한국통신학회논문지
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    • 제33권10A호
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    • pp.980-986
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    • 2008
  • Spatial multiuser access is investigated for the reverse link of multiuser multiple-input multiple-output (MIMO) systems. In particular, we consider two alternative a aches to spatial multiuser access that adopt the same detection algorithm at the base station: one is a closed-loop approach based on singular value decomposition (SVD) of the channel matrix, whereas the other is an open-loop approach based in space-time block coding (STBC). We develop multiuser detection algorithms for these two spatial multiuser access schemes based on the minimum mean square error (MMSE) criterion. Then, we compare the bit error rate (BER) performance of the two schemes and a single-user MIMO scheme. Interestingly, it is found that the STBC approach can provide much better BER performance than the SVD approach as well as than a single-user MIMO scheme.

고밀도 광 기록 채널을 위한 터보 코드와 터보 등화기를 연접한 데이터 복호 방법 (A Stop-and-Go Dual-Mode Modified Constant Modulus Algorithm for Adaptive Blind Equalization of High-Order QAM Signals)

  • 임창현;김기윤;김동규;최형진
    • 한국통신학회논문지
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    • 제25권6B호
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    • pp.1074-1081
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    • 2000
  • In this paper, in order to speed up the convergence process and improve the steady mean square error simultaneously, we propose the Stop-and-Go Dual Mode Modified Constant Modulus Algorithm(SAG DM MCMA) for adaptive blind channel equalization of high order QAM. The proposed algorithm is a hybrid scheme of the Modified CMA that treat error signals with real and imaginary components of the equalizer output, the concept of dual mode CMA, and Stop-and-Go algorithm. As a result it can prevent blind equalization from converging to incorrect direction and simultaneously operates reliably for tap weight adaptation. We demonstrate via simulation that the proposed algorithm achieves lower steady state mean square error and residual ISI than the conventional algorithms under high order QAM signals and severe channel environment.

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Performance analysis of WPM-based transmission with equalization-aware bit loading

  • Buddhacharya, Sarbagya;Saengudomlert, Poompat
    • ETRI Journal
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    • 제41권2호
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    • pp.184-196
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    • 2019
  • Wavelet packet modulation (WPM) is a multicarrier modulation (MCM) technique that has emerged as a potential alternative to the widely used orthogonal frequency-division multiplexing (OFDM) method. Because WPM has overlapped symbols, equalization cannot rely on the use of the cyclic prefix (CP), which is used in OFDM. This study applies linear minimum mean-square error (MMSE) equalization in the time domain instead of in the frequency domain to achieve low computational complexity. With a modest equalizer filter length, the imperfection of MMSE equalization results in subcarrier attenuation and noise amplification, which are considered in the development of a bit-loading algorithm. Analytical expressions for the bit error rate (BER) performance are derived and validated using simulation results. A performance evaluation is carried out in different test scenarios as per Recommendation ITU-R M.1225. Numerical results show that WPM with equalization-aware bit loading outperforms OFDM with bit loading. Because previous comparisons between WPM and OFDM did not include bit loading, the results obtained provide additional evidence of the benefits of WPM over OFDM.

대한침구학회지 논문의 통계적 오류에 관한 연구 (An Assessment of Statistical Validity of Articles Published in the Journal of Korean Acupuncture & Moxibusition Society - from 1984 to 2002 -)

  • 이승덕
    • Journal of Acupuncture Research
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    • 제21권1호
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    • pp.176-188
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    • 2004
  • This study was carried out to investigate statistical validity of medical articles that used various statistical techniques such as t-test, analysis of variance, correlation analysis, regression analysis and chi-square test. For study 429 original articles using those statistical methods were selected from Journal of Korean Acupuncture & Moxibusition Society published from 1984 to 2002. 429 original articles were reviewed to analyzed the statistical procedures. Results are summarized as follows : 1. In this study 93 articles(21.68%) of 429 ones didn't report statement of statistical method in detail. 2. 53 articles(12.53%) didn't report p-value in correctly, and 245 articles(57.11 %) used mean${\pm}$standard error (Mean${\pm}$SEM.) and 109 articles used mean${\pm}$standard deviation(Mean${\pm}$SD.). All of 23 articles using nonparametric statistical techniques made an error to central tendency or dispersion. 3. 175 articles(59.93%) and 14 articles(4.79%) of 292 ones made an error to description of equal variances and normal distribution. 4. 99 articles(50%) of 185 ones misused t-test and 4 articles of 5 ones misused chi-square test. 5. 28 articles(73.68%) of 38 ones using discrete variable misused parametric technique such as t-test or ANOVA. 2 articles and 1 article of 125 ones choosing paired samples misused independent t-test and Mann-Whitney U test. 6. 20 articles using analysis of variance didn't use multiple comparison.

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스마트 빌딩을 위한 가시광 통신 시스템의 성능 향상 기법 (Performance Enhancement Technique in Visible Light Communication System for Smart Building)

  • 서성일
    • 한국인터넷방송통신학회논문지
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    • 제20권5호
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    • pp.39-43
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    • 2020
  • 본 논문은 스마트 빌딩을 위한 가시광 통신 시스템 (VLC, Visible Light Communication)에서 통신의 안정성 및 데이터의 신뢰성을 향상시키는 다중 채널 간섭 제거 알고리즘에 대해 연구하였다. 가시광 통신 시스템은 LED (Light Emitting Diode)를 통해 방사되는 가시광을 이용한 차세대 통신 시스템으로 스마트 빌딩을 위한 유비쿼터스 네트워크 서비스 환경에서 에너지 절감 효과를 가져 올 수 있다. 또한 기존 인프라를 활용하여 고출력 전송이 가능하며 유지 보수비용을 절감할 수 있다. 실내에서 다수의 사용자가 통신을 할 경우, 채널 간섭으로 인해 성능의 열화가 발생하게 된다. 간섭 제거를 위해 먼저 MMSE (Minimum Mean Square Error) 기법을 통해 간섭을 제거한 후, 순차 연속 간섭 제거(SIC, Successive Interference Cancellation) 알고리즘을 이용하여 추가적으로 주변의 영향력이 큰 간섭원을 제거하여 성능을 향상시켰다. 채널 모델로서 실내 가시광 통신 모델을 적용 하였고, 비트 오류율 (BER, Bit Error Rate)을 평가하여 성능을 검증하였다. 모의실험을 통해 제안된 시스템의 성능을 검증하였고 기존의 시스템보다 향상된 결과가 나타냈다. 제안한 시스템 모델은 가시광 통신뿐만 아니라 일반적인 통신 시스템에서도 신호의 품질을 향상시킬 수 있도록 다양하게 적용이 가능하다.