• 제목/요약/키워드: Adaptive adjustment

검색결과 136건 처리시간 0.024초

Online Parameter Estimation and Convergence Property of Dynamic Bayesian Networks

  • Cho, Hyun-Cheol;Fadali, M. Sami;Lee, Kwon-Soon
    • International Journal of Fuzzy Logic and Intelligent Systems
    • /
    • 제7권4호
    • /
    • pp.285-294
    • /
    • 2007
  • In this paper, we investigate a novel online estimation algorithm for dynamic Bayesian network(DBN) parameters, given as conditional probabilities. We sequentially update the parameter adjustment rule based on observation data. We apply our algorithm to two well known representations of DBNs: to a first-order Markov Chain(MC) model and to a Hidden Markov Model(HMM). A sliding window allows efficient adaptive computation in real time. We also examine the stochastic convergence and stability of the learning algorithm.

다중제약 배낭문제를 위한 새로운 유전 알고리즘 (A Novel Genetic Algorithm for Multiconstrained Knapsack Problem)

  • 이상욱;석상문;이주상;장석철;안병하
    • 한국경영과학회:학술대회논문집
    • /
    • 한국경영과학회/대한산업공학회 2005년도 춘계공동학술대회 발표논문
    • /
    • pp.773-774
    • /
    • 2005
  • The knapsack problem (KP) is one of the traditional optimization problems. Specially, multiconstrained knapsack problem (MKP) is well-known NP-hard problem. Many heuristic algorithms and evolutionary algorithms have tackled this problem and shown good performance. This paper presents a novel genetic algorithm for the multiconstrained knapsack problem. The proposed algorithm is called 'Adaptive Link Adjustment'. It is based on integer random key representation and uses additional ${\alpha}$ and ${\beta}$-process as well as selection, crossover and mutation. The experiment results show that it can be archive good performance.

  • PDF

An Adaptive Selection of Congestion Window for TCP over Ad-Hoc Networks

  • Song, Jung-Hoon;Lee, Sang-Don;Han, Ki-Jun
    • 한국정보과학회:학술대회논문집
    • /
    • 한국정보과학회 2004년도 가을 학술발표논문집 Vol.31 No.2 (3)
    • /
    • pp.541-543
    • /
    • 2004
  • TCP does not distinguish between congestion and packet losses due to route change and link failures, which are prevalent in mobile ad hoc networks. So, TCP does not show satisfactory performance in ad hoc networks since it assumes that all packet losses are due to network congestions. In particular, when a route is reestablished it needs to be adaptively determined CWND according to the new route features. In this paper, we proposed CWND adjustment scheme to improve the TCP performance overad hoc networks. TCP sender effectively adjusts CWND by monitoring the network situation using control packets. Simulation results using NS-2 show that the proposed scheme increases TCP throughput compared with those of general TCP.

  • PDF

Dynamic Adjustment of Ad hoc Traffic Indication Map(ATIM) window to save Power in IEEE 802.11 DCF

  • Nam, Jae-Hyun
    • Journal of information and communication convergence engineering
    • /
    • 제6권3호
    • /
    • pp.343-347
    • /
    • 2008
  • Wakeup schemes that turn off sensors' radio when communication is not necessary have great potential in energy saving. At the start of each beacon interval in the IEEE 802.11 power saving mode specified for DCF, each node periodically wakes up for duration called the ATIM Window. However, in the power saving mechanism specified in IEEE 802.11, all nodes use the same ATIM window size. Since the ATIM window size critically affects throughput and energy consumption, a fixed ATIM window does not perform well in all situations. This paper proposes an adaptive mechanism to dynamically choose an ATIM window size according to network condition. Simulation results show that the proposed scheme outperforms the IEEE 802.11 power saving mechanism in terms of the amount of power consumed and the packet delivery ratio.

Fast Reference Region Adjustment Using Sizing Factor Generation in Correlation-Based Image Tracking

  • Sung, Si-Hun;Chien, Sung-Il
    • Journal of Electrical Engineering and information Science
    • /
    • 제3권2호
    • /
    • pp.230-238
    • /
    • 1998
  • When size and shape of moving object have been changed, a correlator often accumulates walk-off error. A success of correlation-based tracking largely depends on choosing suitable window size and position and thus transferring the proper reference image to the next frame. For this, we propose the Adaptive Window Algorithm with Four-Direction Sizing Factors (AWA-FSF) for fast adjusting a reference region to enhance reliability of correlation-based image tracking in complex cluttered environments. Since the AWA-FSF is capable of adjusting a reference image size more rapidly and properly, we can minimize the influence of complex background and clutter. In addition, we can finely tune the center point of the reference image repeatedly after main tracking process. Thus we have increased stability and reliability of correlation-based image tracking. We tested performance of the AWA-FSF using 45 real image sequences made of over 3400 images and had the satisfied results for most of them.

  • PDF

A modified tabu search for redundancy allocation problem of complex systems of ships

  • Kim, Jae-Hwan;Jang, Kil-Woong
    • Journal of Advanced Marine Engineering and Technology
    • /
    • 제38권2호
    • /
    • pp.225-232
    • /
    • 2014
  • The traditional RAP (Redundancy Allocation Problem) of complex systems has considered only the redundancy of subsystem with homogeneous components. In this paper we extend it as a RAP of complex systems with heterogeneous components which is more flexible than the case of homogeneous components. We model this problem as a nonlinear integer programming problem, find its optimal solution by tabu search, and suggest an example of the efficient reliability design with heterogeneous components. In order to improve the quality of the solution of the tabu search, we suggest a modified tabu search to employ an adaptive procedure (1-opt or 2-opt exchange) to generate the efficient neighborhood solutions. Computational results show that our modified procedure obtains better solutions as the size of problem increases from 30 to 50, even though it requires rather more computing time. With some adjustment of the parameters of the proposed method, it can be applied to the optimal reliability designs of complex systems of ships.

Implementation of Acoustic Echo Canceller with FPGA

  • Lim, Un-Cheon;Moon, Dai-Tchul
    • The Journal of the Acoustical Society of Korea
    • /
    • 제23권3E호
    • /
    • pp.79-84
    • /
    • 2004
  • In this paper, the AEC(acoustic echo canceller) is designed and implemented using VHDL(VHSIC hardware description language). The designed Echo Canceller employs the pipeline and the master-slave structure, and is realized with FPGA. As an adaptive algorithm, the Normalized LMS algorithm is used. For the coefficient adjustment, the Stochastic Iteration Algorithm(SIA) which uses only current residual values is used and the number of registers are evidently reduced and convergence speed is also much improved comparing to existing methods by using EAB of FPGA for FIR filter structure of transceiver. The designed Echo Canceller is verified with the test board implemented for this paper. From the timing simulation echo signals at about 1500 sampling data are converged and ERLE is improved by about 42-dB.

블록 정합 알고리즘을 이용한 움직임 추정의 적응적 탐색 영역 조정 기법 (An adaptive search area adjustment of the block-matching algorithm for motion estimation)

  • 오황석;서영호;이흥규
    • 한국통신학회논문지
    • /
    • 제26권8B호
    • /
    • pp.1109-1118
    • /
    • 2001
  • 움직임 추정 및 보상 기법은 비디오 코딩 응용 분야에서 일반적으로 많이 사용되는 방법이나 많은 계산량으로 인하여 실시간 움직임 추정이 쉽지 않다. 본 논문에서는 낮은 비트율 비디오 코딩을 위한 전역 탐색 기법의 블록 정합 알고리즘의 복잡도를 줄이기 위하여 탐색 영역을 적응적으로 줄여주는 기법을 제안한다. 제안된 기법은 연속한 비디오 프레임에서 변위된 블록의 차이(displaced block difference)와 블록 구분 정보(block classification information) 등과 같은 상관성을 이용하여 탐색 영역의 범위를 적응적으로 조정한다. 실험을 통하여 제안된 기법이 전역 탐색 영역 기법과 비교하여 계산량에서 1/2의 계산량 이득이 있으며, 비슷한 MSE(mean square error) 성능을 가짐을 보인다.

  • PDF

적응적 탐색 범위 조정을 고려한 1비트 변환 알고리듬 (Adaptive search range adjustment with one bit transform)

  • 김일승;유호선;정제창
    • 한국방송∙미디어공학회:학술대회논문집
    • /
    • 한국방송공학회 2011년도 추계학술대회
    • /
    • pp.222-224
    • /
    • 2011
  • 본 논문은 1 비트 변환(1-bit transform: 1BT) 알고리듬에 적응적 탐색 지점 조정을 추가적으로 적용한 알고리듬이다. 1BT는 정합 오차 기준을 Sum of Absolute(SAD)를 대신 하여 Number of Non-matching Point(NNMP)를 사용하여 속도를 향상시키고, 하드웨어 구현을 용이하게 했다. 하지만 정합 오차 기준만 바뀌었을 뿐, 전역 탐색(FS: Full Search)알고리듬을 사용한다. 본 논문에서는 1BT방법에 적응적 탐색 지점 조정을 적용함으로써 추가적으로 속도 향상하는 알고리듬을 제안하였다. 실험 결과에서는 기존의 1BT와 제안하는 알고리듬을 비교하여 PSNR과 시간 측면에서의 뛰어난 성능을 보여준다.

  • PDF

Capacity aware Scalable Video Coding in P2P on Demand Streaming Systems

  • Xing, Changyou;Chen, Ming;Hu, Chao
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제7권9호
    • /
    • pp.2268-2283
    • /
    • 2013
  • Scalable video coding can handle peer heterogeneity of P2P streaming applications, but there is still a lack of comprehensive studies on how to use it to improve video playback quality. In this paper we propose a capacity aware scalable video coding mechanism for P2P on demand streaming system. The proposed mechanism includes capacity based neighbor selection, adaptive data scheduling and streaming layer adjustment, and can enable each peer to select appropriate streaming layers and acquire streaming chunks with proper sequence, along with choosing specific peers to provide them. Simulation results show that the presented mechanism can decrease the system's startup and playback delay, and increase the video playback quality as well as playback continuity, and thus it provides a better quality of experience for users.