• 제목/요약/키워드: Gain Optimization

검색결과 357건 처리시간 0.022초

Adaptive Techniques for Joint Optimization of XTC and DFE Loop Gain in High-Speed I/O

  • Oh, Taehyoun;Harjani, Ramesh
    • ETRI Journal
    • /
    • 제37권5호
    • /
    • pp.906-916
    • /
    • 2015
  • High-speed I/O channels require adaptive techniques to optimize the settings for filter tap weights at decision feedback equalization (DFE) read channels to compensate for channel inter-symbol interference (ISI) and crosstalk from multiple adjacent channels. Both ISI and crosstalk tend to vary with channel length, process, and temperature variations. Individually optimizing parameters such as those just mentioned leads to suboptimal solutions. We propose a joint optimization technique for crosstalk cancellation (XTC) at DFE to compensate for both ISI and XTC in high-speed I/O channels. The technique is used to compensate for between 15.7 dB and 19.7 dB of channel loss combined with a variety of crosstalk strengths from $60mV_{p-p}$ to $180mV_{p-p}$ adaptively, where the transmit non-return-to-zero signal amplitude is a constant $500mV_{p-p}$.

유전알리고즘을 이용한 유압모터의 속도제어파라메터 최적화 (Optimization of control parameters for speed control of a hydraulic motor using genetic algorithms)

  • 현장환;안철현;이정오
    • 한국정밀공학회지
    • /
    • 제14권9호
    • /
    • pp.139-145
    • /
    • 1997
  • This study is concerned with the optimizing method of control parameters for a hydraulic speed control system by using genetic algorithms which are general purpose search algorithms based on natural evolution and genetics. It is shown that the genetic altorithms satisfactorily oiptimized control gains of the PI speed control system of an electrohydraulic servomotor and that optimization of control para- meters can be achived without much experience and knowledge for tuning. It is also shown that optimal gains may be determined from fitness distribution curves plotted in given gain spaces.

  • PDF

초음파 진단 기기에서의 시간 이득 보상과 다이나믹 범위 조절을 위한 자동 최적화 알고리즘 (Automatic optimization for time gain compensation and dynamic range control in ultrasound diagnostic systems)

  • 이덕운;김용선;나종범
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 2005년도 추계종합학술대회
    • /
    • pp.399-402
    • /
    • 2005
  • For efficient and accurate diagnosis of ultrasound images, the time gain compensation (TGC) and dynamic range (DR) control of the ultrasound echo signal are important. TGC is for compensating the attenuation of the ultrasound echo signal along the depth, and DR is used to control the image contrast. In this paper, we propose an algorithm for finding the optimized values of TGC and DR automatically. For TGC, the degree of compensation is determined along the depth based on the effective attenuation estimation of ultrasound signal. For DR optimization, we introduce a novel cost function on the basis of the characteristics of ultrasound image, which provides the minimum value at the optimal DR. Experiments have been performed by applying the proposed algorithm to a real US imaging system. The results show that the algorithm automatically can determine the values of TGC and DR in realtime so that the subjective quality of the corresponding US image may be good enough for diagnosis.

  • PDF

Sigma-Delta A/D 변환기의 새로운 이득 최적화 방식 (New Gain Optimization Method for Sigma-Delta A/D Convertors)

  • 정요성;장영범
    • 대한전자공학회논문지TC
    • /
    • 제46권9호
    • /
    • pp.31-38
    • /
    • 2009
  • 이 논문에서는 Sigma-Delta A/D 변환기의 새로운 이득 최적화 방식을 제안한다. 제안된 방식은 변조기의 SNR을 최대화하는 상위 10개의 이득 값 후보군을 선정한 후에 데시메이션 필터를 통과시켜 가장 작은 MSE를 보이는 이득 값을 최적의 이득으로 결정하는 방식이다. 1차의 단일 비트 변조기의 실험 모델을 통하여 변조기의 후보군 중 6위를 보인 이득 값이 가장 작은 MSE를 보였다. 제안된 방식은 변조기의 SNR을 최대화하는 기존의 아이디어와 데시메이션 필터로 사용되는 CIC 필터의 샘플합 특성을 이용하여 최적의 이득 값을 결정하는 장점을 갖는다. 이 논문에서 제안한 이득 최적화 방식은 변조기의 실험을 통하여 더 많은 후보군을 선정하여 CIC 필터를 시뮬레이션하면 더 좋은 결과를 얻을 수 있을 것이다.

An Anti-Interference Cooperative Spectrum Sharing Strategy with Joint Optimization of Time and Bandwidth

  • Lu, Weidang;Wang, Jing;Ge, Weidong;Li, Feng;Hua, Jingyu;Meng, Limin
    • Journal of Communications and Networks
    • /
    • 제16권2호
    • /
    • pp.140-145
    • /
    • 2014
  • In this paper, we propose an anti-interference cooperative spectrum sharing strategy for cognitive system, in which a secondary system can operate on the same spectrum of a primary system. Specifically, the primary system leases a fraction of its transmission time to the secondary system in exchange for cooperation to achieve the target rate. To gain access to the spectrum of the primary system, the secondary system needs to allocate a fraction of bandwidth to help forward the primary signal. As a reward, the secondary system can use the remaining bandwidth to transmit its own signal. The secondary system uses different bandwidth to transmit the primary and its own signal. Thus, there will be no interference felt at primary and secondary systems. We study the joint optimization of time and bandwidth allocation such that the transmission rate of the secondary system is maximized, while guaranteeing the primary system, as a higher priority, to achieve its target transmission rate. Numerical results show that the secondary system can gain significant improvement with the proposed strategy.

미지 입력을 가진 기계 시스템을 위한 비선형 관측기 설계 (Design of a Nonlinear Observer for Mechanical Systems with Unknown Inputs)

  • 송봉섭;이지민
    • 제어로봇시스템학회논문지
    • /
    • 제22권6호
    • /
    • pp.411-416
    • /
    • 2016
  • This paper presents the design methodology of an unknown input observer for Lipschitz nonlinear systems with unknown inputs in the framework of convex optimization. We use an unknown input observer (UIO) to consider both nonlinearity and disturbance. By deriving a sufficient condition for exponential stability in the linear matrix inequality (LMI) form, existence of a stabilizing observer gain matrix of UIO will be assured by checking whether the quadratic stability margin of the error dynamics is greater than the Lipschitz constant or not. If quadratic stability margin is less than a Lipschitz constant, the coordinate transformation may be used to reduce the Lipschitz constant in the new coordinates. Furthermore, to reduce the maximum singular value of the observer gain matrix elements, an object function to minimize it will be optimally designed by modifying its magnitude so that amplification of sensor measurement noise is minimized via multi-objective optimization algorithm. The performance of UIO is compared to a nonlinear observer (Luenberger-like) with an application to a flexible joint robot system considering a change of load and disturbance. Finally, it is validated via simulations that the estimated angular position and velocity provide true values even in the presence of unknown inputs.

Estimating pile setup parameter using XGBoost-based optimized models

  • Xigang Du;Ximeng Ma;Chenxi Dong;Mehrdad Sattari Nikkhoo
    • Geomechanics and Engineering
    • /
    • 제36권3호
    • /
    • pp.259-276
    • /
    • 2024
  • The undrained shear strength is widely acknowledged as a fundamental mechanical property of soil and is considered a critical engineering parameter. In recent years, researchers have employed various methodologies to evaluate the shear strength of soil under undrained conditions. These methods encompass both numerical analyses and empirical techniques, such as the cone penetration test (CPT), to gain insights into the properties and behavior of soil. However, several of these methods rely on correlation assumptions, which can lead to inconsistent accuracy and precision. The study involved the development of innovative methods using extreme gradient boosting (XGB) to predict the pile set-up component "A" based on two distinct data sets. The first data set includes average modified cone point bearing capacity (qt), average wall friction (fs), and effective vertical stress (σvo), while the second data set comprises plasticity index (PI), soil undrained shear cohesion (Su), and the over consolidation ratio (OCR). These data sets were utilized to develop XGBoost-based methods for predicting the pile set-up component "A". To optimize the internal hyperparameters of the XGBoost model, four optimization algorithms were employed: Particle Swarm Optimization (PSO), Social Spider Optimization (SSO), Arithmetic Optimization Algorithm (AOA), and Sine Cosine Optimization Algorithm (SCOA). The results from the first data set indicate that the XGBoost model optimized using the Arithmetic Optimization Algorithm (XGB - AOA) achieved the highest accuracy, with R2 values of 0.9962 for the training part and 0.9807 for the testing part. The performance of the developed models was further evaluated using the RMSE, MAE, and VAF indices. The results revealed that the XGBoost model optimized using XGBoost - AOA outperformed other models in terms of accuracy, with RMSE, MAE, and VAF values of 0.0078, 0.0015, and 99.6189 for the training part and 0.0141, 0.0112, and 98.0394 for the testing part, respectively. These findings suggest that XGBoost - AOA is the most accurate model for predicting the pile set-up component.

진화전략 기법을 이용한 19.05GHz 고이득 4X4 배열 안테나 최적설계 (An Optimal Design of a 19.05GHz High Gain 4X4 Array Antenna Using the Evolution Strategy)

  • 김군태;권소현;고재형;김형석
    • 전기학회논문지
    • /
    • 제60권4호
    • /
    • pp.811-816
    • /
    • 2011
  • In this paper, we propose a optimal design using the Evolution Strategy of a high gain $4\times4$ array antenna that have the resonant frequency of a 19.05GHz with 18.86GHz~19.26GHz bandwidth. The proposed array antenna structure is designed to be allocated equally electric power by microstrip patch power splitter. Thus the optimal array antenna with power splitter are determined by using an optimal design program based on the evolution strategy. To achieve this, an interface program between a commercial EM analysis tool and the optimal design program is constructed for implementing the evolution strategy technique that seeks a global optimum of the objective function through the iterative design process consisting of variation and reproduction. The simulation result of $4\times4$ array antenna is confirmed that the Gain is 19.36 dBi at resonance frequency 19.05GHz.

Optimization of the Gain Parameters in a Tracking Module for ARPA system on Board High Dynamic Warships

  • Pan, Bao-Feng;Njonjo, Anne Wanjiru;Jeong, Tae-Gweon
    • 한국항해항만학회지
    • /
    • 제40권5호
    • /
    • pp.241-247
    • /
    • 2016
  • The tracking filter plays a key role in the accurate estimation and prediction of maneuvering a vessel's position and velocity when attempting to enhance safety by avoiding collision. Therefore, in order to achieve accurate estimation and prediction, many oceangoing vessels are equipped with the Automatic Radar Plotting Aid (ARPA) system. However, the accuracy of prediction depends on the tracking filter's ability to reduce noise and maintain a stable transient response. The purpose of this paper is to derive the optimal values of the gain parameters used in tracking a High Dynamic Warship. The algorithm employs a ${\alpha}-{\beta}-{\gamma}$ filter to provide accurate estimates and updates of the state variables, that is, positions, velocity and acceleration of the high dynamic warship based on previously observed values. In this study, the filtering coefficients ${\alpha}$, ${\beta}$ and ${\gamma}$ are determined from set values of the damping parameter, ${\xi}$. Optimization of the damping parameter, ${\xi}$, is achieved experimentally by plotting the residual error against different values of the damping parameter to determine the least value of the damping parameter that results in the optimum smoothing coefficients leading to a reduction in the noise corruption effect. Further investigation of the performance of the filter indicates that optimal smoothing coefficients depend on the initial and average velocity of the target.

다중 사용자 다중 안테나 하향링크 채널에서 에너지 효율 향상을 위한 기지국 활성 안테나 수 최적화 기법 (Optimization of the Number of Active Antennas for Energy-Efficiency in the MIMO Broadcast Channel)

  • 최승규;김도훈;이충용
    • 전자공학회논문지
    • /
    • 제51권5호
    • /
    • pp.29-34
    • /
    • 2014
  • 본 논문에서는 다중 사용자 다중 안테나 하향링크 채널에서 에너지 효율을 향상시키기 위하여 zero-forcing beamforming (ZFBF) 전처리 필터 기반의 기지국 활성 안테나 수 최적화 기법을 제안한다. 제안하는 기법에서는 최적의 안테나 수를 찾는 연산과정의 복잡도를 줄이기 위하여 사용자의 순시 채널 이득 대신 ZFBF의 평균 채널 이득을 사용한다. 그리고 분수함수 형태의 목적함수를 차를 이용한 목적함수로 변환하여 최적의 안테나 수와 최대 에너지 효율을 찾는 과정을 반복 수행하여 문제를 해결한다. 모의실험을 통해 제안하는 기법의 에너지 효율은 exhaustive search 방법으로 찾은 최대 에너지 효율과 거의 동일함을 확인한다.