• Title/Summary/Keyword: 적응적 파라미터 제어

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A Study on Regression Class Generation of MLLR Adaptation Using State Level Sharing (상태레벨 공유를 이용한 MLLR 적응화의 회귀클래스 생성에 관한 연구)

  • 오세진;성우창;김광동;노덕규;송민규;정현열
    • The Journal of the Acoustical Society of Korea
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    • v.22 no.8
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    • pp.727-739
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    • 2003
  • In this paper, we propose a generation method of regression classes for adaptation in the HM-Net (Hidden Markov Network) system. The MLLR (Maximum Likelihood Linear Regression) adaptation approach is applied to the HM-Net speech recognition system for expressing the characteristics of speaker effectively and the use of HM-Net in various tasks. For the state level sharing, the context domain state splitting of PDT-SSS (Phonetic Decision Tree-based Successive State Splitting) algorithm, which has the contextual and time domain clustering, is adopted. In each state of contextual domain, the desired phoneme classes are determined by splitting the context information (classes) including target speaker's speech data. The number of adaptation parameters, such as means and variances, is autonomously controlled by contextual domain state splitting of PDT-SSS, depending on the context information and the amount of adaptation utterances from a new speaker. The experiments are performed to verify the effectiveness of the proposed method on the KLE (The center for Korean Language Engineering) 452 data and YNU (Yeungnam Dniv) 200 data. The experimental results show that the accuracies of phone, word, and sentence recognition system increased by 34∼37%, 9%, and 20%, respectively, Compared with performance according to the length of adaptation utterances, the performance are also significantly improved even in short adaptation utterances. Therefore, we can argue that the proposed regression class method is well applied to HM-Net speech recognition system employing MLLR speaker adaptation.

Implementation and Verification of Channel Adaptive Private Broadcasting System Based on USRP (USRP기반 채널 적응형 개인방송시스템 구현 및 검증)

  • Yoo, Sinwoo;Oh, Hyukjun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.5
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    • pp.694-702
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    • 2022
  • This paper shows a small and low-powered wireless communication system based on the ATSC broadcasting system using the ISM frequency band that can be used as a PBS(Personal Broadcasting System). It is designed to demonstrate a channel-adaptive CR(Cognitive Radio) system to provide a better service quality in the unlicensed band where co-channel interference exists. And it achieved very reliable communications by a closed-loop active phased array antenna. This ATSC-based personal broadcasting platform can be modified easily with given flexibility by using GNU Radio as an open-source signal processing platform based on USRP and implementing additional functions in FPGA. In addition, the chosen communication frequency resource can be managed and controlled by the return channel that transmits the channel status and communication parameters between transmission and reception in real-time.

A New RED Algorithm Adapting Automatically in Various Network Conditions (다양한 네트워크 환경에 자동적으로 적응하는 RED 알고리즘)

  • Kim, Dong-Choon
    • Journal of Advanced Navigation Technology
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    • v.18 no.5
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    • pp.461-467
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    • 2014
  • Active queue management (AQM) algorithms run on routers and detect incipient congestion by typically monitoring the instantaneous or average queue size. When the average queue size exceeds a certain threshold, AQM algorithms infer congestion on the link and notify the end systems to back off by proactively dropping some of the packets arriving at a router or marking the packets to reduce transmission rate at the sender. Among the existing AQM algorithms, random early detection (RED) is well known as the representative queue-based management scheme by randomizing packet dropping. To reduce the number of timeouts in TCP and queuing delay, maintain high link utilization, and remove bursty traffic biases, the RED considers an average queue size as a degree of congestions. However, RED do not well in the specified networks conditions due to the fixed parameters($P_{max}$ and $TH_{min}$) of RED. This paper addresses a extended RED to be adapted in various networks conditions. By sensing network state, $P_{max}$ and $TH_{min}$ can be automatically changed to proper value and then RED do well in various networks conditions.

A Rule for Reducing Error Remains in Multicopy Transmission ARQ

  • Shin, Woo-Cheol;Park, Jin-Kyung;Ha, Jun;Choi, Cheon-Won
    • Journal of IKEEE
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    • v.7 no.1 s.12
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    • pp.97-106
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    • 2003
  • In ARQ based error control, imperfect error detection leaves error remains on a packet. Aiming for a reduction of error remains in multicopy transmission ARQ system, we propose a rule of requesting a retransmission and deciding a correct copy, (identified as $(m, \;{\sigma})$rule). While the probability of error remains is reduced by the employment of the $(m, \;{\sigma})$ rule at multicopy transmission ARQ, delay and throughput performance may be degraded in comparison with those of conventional single copy transmission ARQ. Thus, we develop an analytical method to evaluate the performance trade-off in multicopy transmission ARQ following the $(m, \;{\sigma})$ rule. From the numerical results obtained by the analytical method, we investigate the effect of channel characteristics on the performance of error remains, packet loss, throughput, and packet delay, and confirm that the adaptability of the $(m, \;{\sigma})$ rule to conform to various QoS requirements with ease.

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Perception-Based Tone Mapping Technique for Rendering HDR Image Using Histogram Modification (히스토그램 변형을 이용한 HDR 영상 렌더링을 위한 인지기반 톤 맵핑 기법)

  • Kim, Wonkyun;Ha, Changwoo;Jeong, Jechang
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.38A no.11
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    • pp.919-927
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    • 2013
  • In this paper, we present a perception-based tone mapping technique using histogram modification for displaying high dynamic range image. HDR (high dynamic range) tone mapping algorithms are used to display HDR image on LDR (low dynamic rnage) devices. Although perception-based tone mapping methods provides better performance, it dose not always produce good results for a wide variety of images. The proposed method reduces dynamic range by using the perception-based tone mapping function and histogram modification. A derivative of perception-based tone mapping function is used as constraint function of histogram and additional compensation process is performed. This method not only improves contrast by adopting different constraints on each pixel value, but also preserves more visual details. In order to prevent over enhancement, histogram modification technique is applied. Furthermore, it can control the rate of image contrast using control parameters. Subjective and objective evaluations show that proposed algorithm is better than existing algorithms.

Joint Coverage and Radio Resource Management Scheme for Cellular CDMA Systems (셀룰러 CDMA 시스템을 위한 커버리지와 무선자원의 결합형 관리 기법)

  • Youm Dong Hwa;Uh Yoon;Kang Chang Soon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.10A
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    • pp.1139-1146
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    • 2004
  • An abrupt increase of traffic-load in cellular CDMA systems can cause overload, as a result, degrade the quality of service (QoS) and the spectrum utilization due to lacking radio resources in base stations. In this paper, we propose a joint coverage and resource management (JCRM) scheme which can improve the QoS degradation and the spectrum utilization. The JCRM scheme hands over the overloaded traffic to neighboring cells by virtually reducing overloaded cell coverage and extending neighboring cell coverage, as well the scheme allocates radio resources based on the necessary handover probability. The proposed scheme can be applied to the existing cellular CDMA systems as well as adaptive coverage management schemes for next generation mobile communication systems.

Evaluation of Word Recognition System For Mobile Telephone (이동전화를 위한 단어 인식기의 성능평가)

  • Kim Min-Jung;Hwang Cheol-Jun;Chung Ho-Youl;Chung Hyun-Yeol
    • Proceedings of the Acoustical Society of Korea Conference
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    • spring
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    • pp.92-95
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    • 1999
  • 본 논문에서는 음성에 의해 구동되는 이동천화를 구현하기 위한 기초 실험으로서, 이동전화상에서 많이 사용되는 단어 데이터를 직접 채록하여 단어 인식 실험을 수행하여 인식기의 성능을 평가하였다. 인식 실험에 사용된 단어 데이터베이스는 서울 화자 360명(남성화자 180명, 여성화자 180명), 41상도 화자 240명(남성화자 120명, 여성화자 120명)으로 구성된 600명의 발성을 이용하여 구성하였다. 발성 단어는 이동전화에 주로 사용되는 중요 기능과 제어 단어, 그리고 숫자음을 포함한 55개 단어로 구성되었으며, 각 화자가 3회씩 발성하였다. 데이터의 채집환경은 잡음이 다소 있는 사무실환경이며, 샘플링율은 8kHz였다. 인식의 기본단위는 48개의 유사음소단위(Phoneme Like Unit : PLU)를 사용하였으며, 정적 특징으로 멜켑스트럼과 동적 특징으로 회귀계수를 특징 파라미터로 사용하였다. 인식실험에서는 OPDP(One Pass Dynamic Programming)알고리즘을 사용하였다. 인식실험을 위한 모델은 각 지역에 따라 학습을 수행한 모델과, 지역에 상관없이 학습한 모델을 만들었으며, 기존의 16Htz의 초기 모델에 8kHz로 채집된 데이터를 적응화시키는 방법을 이용하여 학습을 수행하였다. 인식실험에 있어서는 각 지역별 모델과 지역에 관계없이 학습한 모델에 대하여, 각 지역별로, 그리고 지역에 관계없이 평가용 데이터로 인식실험을 수행하였다 인식실험 결과, $90\%$이상의 비교적 높은 인식률을 얻어 인식시스템 성능의 유효성을 확인할 수 있었다.

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Development of Five Finger type Myoelectric Hand Prosthesis for State Transition-Based Multi-Hand Gestures change (다중 손동작 변환을 위한 상태 전이 기반 5손가락 근전전동의수 개발)

  • Seung-Gi Kim;Sung-Yoon Jung;Beom-ki Hong;Hyun-Jun Shin;Kyoung-Ho Kim;Se-Hoon Park
    • Journal of the Institute of Convergence Signal Processing
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    • v.25 no.2
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    • pp.67-76
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    • 2024
  • Various types of assistive devices have been developed for upper limb amputees over the years, with myoelectric prosthesis particularly aimed at improving user convenience by enabling a range of hand gestures beyond simple grasping, tailored to the size and shape of objects. In this study, we developed a five-finger myoelectric prosthesis mimicking human hand size and finger movements, utilizing motor and worm gear mechanisms for stable and independent operation. Based on this, we designed a control system for independent finger control through electromyographic signal input, proposed a state transition-based hand gesture conversion algorithm by selecting representative eight hand gestures and defining conversion condition parameters. We introduced training and usability evaluation methods, and conducted usability assessments among upper limb amputees using dedicated tools, confirming the potential for commercial application of the algorithm and observing adaptive capabilities and high performance through iterative evaluations.