• Title/Summary/Keyword: network time-delay

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An adaptive time-delay recurrent neural network for temporal learning and prediction (시계열패턴의 학습과 예측을 위한 적응 시간지연 회귀 신경회로망)

  • 김성식
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.21 no.2
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    • pp.534-540
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    • 1996
  • This paper presents an Adaptive Time-Delay Recurrent Neural Network (ATRN) for learning and recognition of temporal correlations of temporal patterns. The ATRN employs adaptive time-delays and recurrent connections, which are inspired from neurobiology. In the ATRN, the adaptive time-delays make the ATRN choose the optimal values of time-delays for the temporal location of the important information in the input parrerns, and the recurrent connections enable the network to encode and integrate temporal information of sequences which have arbitrary interval time and arbitrary length of temporal context. The ATRN described in this paper, ATNN proposed by Lin, and TDNN introduced by Waibel were simulated and applied to the chaotic time series preditcion of Mackey-Glass delay-differential equation. The simulation results show that the normalized mean square error (NMSE) of ATRN is 0.0026, while the NMSE values of ATNN and TDNN are 0.014, 0.0117, respectively, and in temporal learning, employing recurrent links in the network is more effective than putting multiple time-delays into the neurons. The best performance is attained bythe ATRN. This ATRN will be sell applicable for temporally continuous domains, such as speech recognition, moving object recognition, motor control, and time-series prediction.

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Passivity Bilateral Teleoperatio System with Time Delay (시간 지연을 가지는 수동성 양방향 텔레오퍼레이션 시스템)

  • Zhang, Changlei;Chong, Kil-To
    • Proceedings of the KIEE Conference
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    • 2006.10c
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    • pp.333-335
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    • 2006
  • This paper presents a force-reflecting teleoperation scheme with time delay. In reciprocal systems, to improve the stability and performance of the tleleoperation system, the network provides a wide bandwidth, no congestion. However, as use of Internet increases, congestion situation of network increased and transmission time and packet loss increased accordingly. This can make system unstable at remote control. In this paper, we present a passive control scheme for a force reflecting bilateral teleoperation system via the Internet and we investigated how a varying time delay affects the stability of a teleoperation system. A new approach based on a passive control scheme was designed for the system. The simulation results and the tracking performance of the implemented system are presented in this paper.

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Efficient Packet Transmission Method for Fast Data Dissemination in Senor Node (센서노드에서의 빠른 데이터 전달을 위한 효율적 패킷 전송 기법)

  • Lee, Joa-Hyoung;Jung, In-Bum
    • Journal of Industrial Technology
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    • v.27 no.B
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    • pp.235-243
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    • 2007
  • Sensor network is used to obtain sensing data in various area. The interval to sense the events depends on the type of target application and the amounts of data generated by sensor nodes are not constant. Many applications exploit long sensing interval to enhance the life time of network but there are specific applications that requires very short interval to obtain fine-grained, high-precision sensing data. If the number of nodes in the network is increased and the interval to sense data is shortened, the amounts of generated data are greatly increased and this leads to increased amount of packets to transfer to the network. To transfer large amount of packets fast, it is necessary that the delay between successive packet transmissions should be minimized as possible. In Sensor network, since the Operating Systems are worked on the event driven, the Timer Event is used to transfer packets successively. However, since the transferring time of packet completely is varies very much, it is very hard to set appropriate interval. The longer the interval, the higher the delay and the shorter the delay, the larger the fail of transfer request. In this paper, we propose ESTEO which reduces the delay between successive packet transmissions by using SendDone Event which informs that a packet transmission has been completed.In ESTEO, the delay between successive packet transmissions is shortened very much since the transmission of next packet starts at the time when the transmission of previous packet has completed, irrespective of the transmission timee. Therefore ESTEO could provide high packet transmission rate given large amount of packets.

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Delay and Jitter Analysis of Video Data Over ATM Network (ATM망 적용을 위한 비디오 데이터의 지연.지터 분석)

  • 경문현;서덕영
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 1996.06a
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    • pp.153-158
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    • 1996
  • Delay and jitter are critical factors in the real-time video services over ATM network. Mostly, delay and jitter problem are generated in input buffer when video are multiplexed. In this paper, we analyze delay and jitter of input buffer, and consider efficient control and flexible bandwidth allocation of video traffic. Also, we analyze decision of buffer size related maximum allowable delay.

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SNMP Based Routing Process for Hand Handoff (Fast Handoff를 위한 SNMP 기반의 라우팅 프로세스)

  • 유상훈;박수현;백두권
    • Proceedings of the Korea Society for Simulation Conference
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    • 2003.11a
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    • pp.139-144
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    • 2003
  • Mobile Node has to maintain communication as they move form place to place, so it doesn't guarantee Quality of Service(QoS). Fast Handoff is important to provide multimedia and real-time applications services in mobile, and it is closely related to handoff delay. Therefore, handoff delay problem is actively studied to quarantee QoS as a main issue in mobile IP research area. Next generation Mobile IPv6 resolve this problem somewhat, triangle problem for first packet and handoff delay still remain. In this paper, we suggest SNMP Information-based routing that adds keyword management method to Information-based routing in active network in order to resolve such a problem, and then suggest QoS controlled handoff based on SNMP Information-Based routing. After modeling of suggested method and existing handoff method, simulations are carried out with NS-2 for performance evaluation. The results of simulations show the some improvement on handoff delay, and therefore on QoS improvement.

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Analysis of GPS-derived Total Zenith Delay Estimates for Climate Studies in the Korean Peninsula

  • Park Kwan-Dong;Ha Jihyun
    • Proceedings of the KSRS Conference
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    • 2004.10a
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    • pp.703-706
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    • 2004
  • Tropospheric parameters, in the form of Total Zenith Delay (TZD) corrections, were estimated with the current GPS network of Korea. We estimated the TZD using the Korea Astronomy Observatory GPS Network of nine permanent stations. About four years of data were processed to get the continuous time series of the TZD. The longest time series is obtained from the site DAEJ, which has been in operation for about 10 years. We analyzed the seasonal and annual signals in the TZD estimates at DAEJ and spatial correlations among eight sites.

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A Study on EMG Pattern Recognition using Time Delayed Counter-Propagation Neural Network (TDCPN을 이용한 EMG 신호의 패턴 인식에 관한 연구)

  • Jung, In-Kil;Kwon, Jang-Woo;Jang, Young-Gun;Min, Hong-Ki;Hong, Seung-Hong
    • Proceedings of the KOSOMBE Conference
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    • v.1994 no.12
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    • pp.165-168
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    • 1994
  • We proposed a new model of neural network, called Time Delay Counter-Propagation Neural network (TDCPN). This model is combined properly by the merits of Time Delay Neural Network (TDNN) structure and those of Counter - Propagation Neural network (CPN) learning rule, so that increase recognition rate but decrease total teaming time. And we use this model to simulate classification of EMG signals, and compare the recognition rate and teaming time with those of another neural network model. As a result of simulation, the proposed model is proved to be very effective.

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On-line fault diagnosis of a distillation column using time-delay neural network (Time-Delay Neural Network를 이용한 증류탑의 on-line 고장 진단)

  • 이상규;박선원
    • 제어로봇시스템학회:학술대회논문집
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    • 1992.10a
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    • pp.1109-1114
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    • 1992
  • Modern chemical processes are becoming more complicated. The sophisticated chemical processes have needed the fault diagnosis pxpert systems that can detect and diagnose the fault diagnosis expert systems that can detect and diagnose the faults of some processes and give and advice to the operator in the event of process faults. We present the Time-Delay Neural Network(TDNN) approach for on-line fautl diagnosis. The on-line fault diagnosis system finds the exact origin of the fault of which the symptom is propagated continuously with time. The proposed method has been applied to a pilot distillation column to show the merits and applicability of the TDNN.

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A Comprehensive Analysis of the End-to-End Delay for Wireless Multimedia Sensor Networks

  • Abbas, Nasim;Yu, Fengqi
    • Journal of Electrical Engineering and Technology
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    • v.13 no.6
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    • pp.2456-2467
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    • 2018
  • Wireless multimedia sensor networks (WMSNs) require real-time quality-of-service (QoS) guarantees to be provided by the network. The end-to-end delay is very critical metric for QoS guarantees in WMSNs. In WMSNs, due to the transmission errors incurred over wireless channels, it is difficult to obtain reliable delivery of data in conjunction with low end-to-end delay. In order to improve the end-to-end delay performance, the system has to drop few packets during network congestion. In this article, our proposal is based on optimization of end-to end delay for WMSNs. We optimize end-to-end delay constraint by assuming that each packet is allowed fixed number of retransmissions. To optimize the end-to-end delay, first, we compute the performance measures of the system, such as end-to-end delay and reliability for different network topologies (e.g., linear topology, tree topology) and against different choices of system parameters (e.g., data rate, number of nodes, number of retransmissions). Second, we study the impact of the end-to-end delay and packet delivery ratio on indoor and outdoor environments in WMSNs. All scenarios are simulated with multiple run-times by using network simulator-2 (NS-2) and results are evaluated and discussed.

The study on effective operation of ToP (Timing over Packet) (ToP (Timing over Packet)의 효과적인 운용 방안)

  • Kim, Jung-Hun;Shin, Jun-Hyo;Hong, Jin-Pyo
    • 한국정보통신설비학회:학술대회논문집
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    • 2007.08a
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    • pp.136-141
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    • 2007
  • The frequency accuracy and phase alignment is necessary for ensuring the quality of service (QoS) for applications such as voice, real-time video, wireless hand-off, and data over a converged access medium at the telecom network. As telecom networks evolve from circuit to packet switching, proper synchronization algorithm should be meditated for IP networks to achieve performance quality comparable to that of legacy circuit-switched networks. The Time of Packet (ToP) specified in IEEE 1588 is able to synchronize distributed clocks with an accuracy of less than one microsecond in packet networks. But, The ToP can be affected by impairments of a network such as packet delay variation. This paper proposes the efficient method to minimize the expectable delay variation when ToP synchronizes the distributed clocks. The simulation results are presented to demonstrate the improved performance case when the efficient ToP transmit algorithm is applied.

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