• Title/Summary/Keyword: 근사화

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A Design of the CMAC-based Fuzzy Logic Controller with an Accurate Approximation Ability (정확한 근사화 능력을 갖는 CMAC 신경망 기반 퍼지 제어기의 설계)

  • 김대진;이한별
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 1998.10a
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    • pp.289-295
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    • 1998
  • 본 논문은 빠른 학습과 정확한 근사 능력을 갖는 새로운 CMAC 신경망 기반 퍼지 제어기르 제안한다. 제안한 CMAC 신경망 기반 퍼지 제어기(CBFLC)는 한 학습 주기 동안 전향 및 역전파 연산시 신경망내 유닛중 극히 일부분만이 활성화되어 학습에 참가하므로 학습 시간이 매우 빠르고, 비퍼지화 연산시 소속 함수의 중심값 뿐 아니라 폭을 동시에 고려하여 정확한 근사화를 얻는다. 제안한 퍼지 제어기내 입?출력 소속 함수의 중심값 및 폭 등의 구조적 파라메터들은 역전파 알고리즘에 의해 갱신된다. 제안한 CMAC 신경망 기반 퍼지 제어기를 트럭 후진 주차문제에 적용하여 근사화 능력 및 제어 성능면에서 여러 다른 퍼지 제어기들과 비교한다.

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Rate-Distortion Based Image Segmentation Using Recursive Merging and Texture Approximation (질감 근사화 및 반복적 병합을 이용한 율왜곡 기반 영상 분할)

  • 정춘식;임채환;김남철
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.25 no.1B
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    • pp.156-166
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    • 2000
  • A rate-distortion based segmentation using recursive merging is presented, which considers texture as a homogeneity by adopting the procedure of a generalized texture approximation. The texture in a region is approximated by SA-DCT and a set of two uniform quantizers with fixed step sizes, one for DC and another for AC. Using the approximated texture, we calculated the rate-distortion based cost. The segmentation using recursive merging is performed by using the rate-distortion based cost. Experimental results for 256$\times$256 Lena show that the region-based coding using the proposed segmentation yields the PSNR improvements of 0.8~ 1.0 dB and 1.2~1.5 dB over that using the rate-distortion based segmentation with DC approximation only and JPEG, respectively.

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Adaptive Fuzzy Sliding Mode Control for Nonlinear Systems Using Estimation of Bounds for Approximation Errors (근사화 오차 유계 추정을 이용한 비선형 시스템의 적응 퍼지 슬라이딩 모드 제어)

  • Seo Sam-Jun
    • Journal of the Korean Institute of Intelligent Systems
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    • v.15 no.5
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    • pp.527-532
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    • 2005
  • In this paper, we proposed an adaptive fuzzy sliding control for unknown nonlinear systems using estimation of bounds for approximation errors. Unknown nonlinearity of a system is approximated by the fuzzy logic system with a set of IF-THEN rules whose consequence parameters are adjusted on-line according to adaptive algorithms for the purpose of controlling the output of the nonlinear system to track a desired output. Also, using assumption that the approximation errors satisfy certain bounding conditions, we proposed the estimation algorithms of approximation errors by Lyapunov synthesis methods. The overall control system guarantees that the tracking error asymptotically converges to zero and that all signals involved in controller are uniformly bounded. The good performance of the proposed adaptive fuzzy sliding mode controller is verified through computer simulations on an inverted pendulum system.

A Comparative Study of Approximation Techniques on Design Optimization of a FPSO Riser Support Structure (FPSO Riser 지지구조의 설계최적화에 대한 근사화 기법의 비교 연구)

  • Shim, Chun-Sik;Song, Chang-Yong
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.24 no.5
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    • pp.543-551
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    • 2011
  • The paper deals with the comparative study of design optimization based on various approximation techniques in strength design of riser support structure installed on floating production storage and offloading unit(FPSO) using offshore operation loading conditions. The design optimization problem is formulated such that structural member sizing variables are determined by minimizing the weight of riser support structure subject to the constraints of structural strength in terms of loading conditions. The approximation techniques used in the comparative study are response surface method based sequential approximate optimization(RBSAO), Kriging based sequential approximate optimization(KBSAO), and the enhanced moving least squares method(MLSM) based approximate optimization such as CF(constraint feasible)-MLSM and Post-MLSM. Commercial process integration and design optimization(PIDO) tools are employed for the applications of RBSAO and KBSAO. The enhanced MLSM based approximate optimization techniques are newly developed to ensure the constraint feasibility. In the context of numerical performances such as design solution and computational cost, the solution results from approximate techniques based design optimization are compared to actual non-approximate design optimization.

Design Optimization Using the Two-Point Convex Approximation (이점 볼록 근사화 기법을 적용한 최적설계)

  • Kim, Jong-Rip;Choi, Dong-Hoon
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.27 no.6
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    • pp.1041-1049
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    • 2003
  • In this paper, a new local two-point approximation method which is based on the exponential intervening variable is proposed. This new algorithm, called the Two-Point Convex Approximation(TPCA), use the function and design sensitivity information from the current and previous design points of the sequential approximate optimization to generate a sequence of convex, separable subproblems. This paper describes the derivation of the parameters associated with the approximation and the numerical solution procedure. In order to show the numerical performance of the proposed method, a sequential approximate optimizer is developed and applied to solve several typical design problems. These optimization results are compared with those of other optimizers. Numerical results obtained from the test examples demonstrate the effectiveness of the proposed method.

An efficient fixed-point implementation of the IMDCT for audio compression (오디오 압축을 위한 IMDCT의 최적 DSP 근사구현 기법 연구)

  • Jeong, J.H.;Chang, T.G.;Son, Y.K.;Lee, J.W.
    • Proceedings of the KIEE Conference
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    • 2001.07d
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    • pp.2513-2515
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    • 2001
  • 본 논문에서는 유한비트 근사화를 통하여 고정소수점 연산을 이용하여 DCT구현시 발생하는 오차 영향에 대한 해석을 수행하였다. 고정소수점 연산을 위해서는 유한 비트 근사화를 실시하여야 하는데 이 과정에서 수치 표현범위의 제약으로 인한 오차가 발생하게 되고, 특히 순환 연산구조를 가지는 DCT등의 알고리즘 구현시 급격한 성능의 감소를 가져오게 된다. 본 논문에서는 순환 연산식을 유한비트 근사화를 통하여 구현시 발생되는 에러에 대한 분석을 수행하고, 해석식을 도출하였다.

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Approximated Soft-Decision Demapping Algorithm for Coded 4+12+16 APSK (부호화된 4+12+16 APSK를 위한 근사화된 연판정 디매핑 알고리즘)

  • Lee, Jaeyoon;Jang, Yeonsoo;Yoon, Dongweon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37A no.9
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    • pp.738-745
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    • 2012
  • This paper proposes an approximated soft decision demapping algorithm with low computational complexity for coded 4+12+16 amplitude phase shift keying (APSK) in an additive white Gaussian noise (AWGN) channel. To derive the proposed algorithm, we approximate the decision boundaries for 4+12+16 APSK symbols, and then decide the log likelihood ratio (LLR) value for each bit from the approximated decision boundaries. Although the proposed algorithm shows about 0.6~1.1dB degradation on the error performance compared with the conventional max-log algorithm, it gives a significant result in terms of the computational complexity.

IIR Filter Design of HRTF for Real-Time Implementation of 3D Sound by Synthetic Stereo Method (합성 스테레오 방식 3차원 입체음향의 실시간 구현을 위한 머리전달 함수의 IIR 필터 설계)

  • Park Jang-Sik;Kim Hyun-Tae
    • The Journal of the Korea Contents Association
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    • v.5 no.6
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    • pp.74-86
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    • 2005
  • In this paper, we proposed an algorithm for the approximation of high order FIR filters by low order IIR filters to efficient implementing two channel 3-D surround sound systems using Head-related transfer functions(HRTFs). The algorithm is based on a concept of the balanced model reduction. The binaural sounds using the approximated HRTFs are reproduced by headphone, and serves as a cue of sound image localization. HRTFs of dummy-head are approximated from 512-order FIR filters by 32-order IIR filters and compare with each other. .Experiment of sound image are carried out for 10 participants. We perform the experiment based on computer simulation and hardware experiment with TMS320C32. The results of the experiments show that the localization using the approximated HRTFs is the same accuracy as the case of FIR filters that simulate the HRTFs.

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Circle Detection and Approximation for Inspecting a Fiber Optic Connector Endface (광섬유 연결 종단면 검사를 위한 원형 검출과 근사화 방법)

  • Kim, Jin-Soo
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.18 no.12
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    • pp.2953-2960
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    • 2014
  • In the field of image recognition, circle detection is one of the most widely used techniques. Conventional algorithms are mainly based on Hough transform, which is the most straightforward algorithm for detecting circles and for providing enough robust algorithm. However, it suffers from large memory requirements and high computational loads, and sometimes tends to detect incorrect circles. This paper proposes an optimal circle detection and approximation method which is applicable for inspecting fiber optic connector endface. The proposed method finds initial center coordinates and radius based on the initial edge lines. Then, by introducing the simplified K-means algorithm, the proposed method investigates a substitute-circle by minimizing the area of non-overlapped regions. Through extensive simulations, it is shown that the proposed method can improve the error rate by as much as 67% and also can reduce the computing time by as much as 80%, compared to the Hough transform provided by the OpenCV library.

An analysis of the effects of LLR approximation on LDPC decoder performance (LLR 근사화에 따른 LDPC 디코더의 성능 분석)

  • Na, Yeong-Heon;Jeong, Sang-Hyeok;Shin, Kyung-Wook
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2009.10a
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    • pp.405-409
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    • 2009
  • In this paper, the effects of LLR (Log-Likelihood Ratio) approximation on LDPC (Low-Density Parity-Check) decoder performance are analyzed, and optimal design conditions of LDPC decoder are derived. The min-sum LDPC decoding algorithm which is based on an approximation of LLR sum-product algorithm is modeled and simulated by MATLAB, and it is analyzed that the effects of LLR approximation bit-width and maximum iteration cycles on the bit error rate (BER) performance of LDCP decoder. The parity check matrix for IEEE 802.11n standard which has block length of 1,944 bits and code rate of 1/2 is used, and AWGN channel with QPSK modulation is assumed. The simulation results show that optimal BER performance is achieved for 7 iteration cycles and LLR bit-width of (7,5).

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