• Title/Summary/Keyword: Handover Prediction

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Seamless Handover with Motion Prediction in 802.16e (휴대인터넷에서 움직임 예측을 이용한 seamless handover 방법)

  • Lee, Ho-Jeong;Yun, Chan-Young;Oh, Young-Hwan
    • Proceedings of the KIEE Conference
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    • 2005.10b
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    • pp.397-399
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    • 2005
  • Handover is one of the most important factors that may degrade the performance of TCP connections and real-time applications in wireless data networks. We proposed a seamless handover with Motion Prediction in IEEE 802.16e-based broadband wireless access networks. By intergrating MAC and network layer handovers efficiently, this scheme minimizes the handover delay and eliminates packet losses during handover Simulations show that this scheme achieves loss-free packet delivery without packet duplication and increases TCP throughput significantly.

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Dynamic Channel Reservation for Mobility Prediction Handover

  • Kim, Hoon-ki;Jung, Jae-il
    • Proceedings of the IEEK Conference
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    • 2002.07c
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    • pp.1463-1466
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    • 2002
  • This paper suggests the effective channel assignment scheme for mobility prediction handover. For maintaining required quality of service (QoS) during handover, there are handover algorithms these reserve the channel where the movement is predicted. But channel assignment schemes these have been studied are not considered mobility prediction handover. This paper suggests the channel assignment scheme that considers mobility predicted handover. The suggested algorithm maintains dropping probability of handover calls, decreases blocking probability of new calls and increases channel utilization.

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Bi-LSTM model with time distribution for bandwidth prediction in mobile networks

  • Hyeonji Lee;Yoohwa Kang;Minju Gwak;Donghyeok An
    • ETRI Journal
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    • v.46 no.2
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    • pp.205-217
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    • 2024
  • We propose a bandwidth prediction approach based on deep learning. The approach is intended to accurately predict the bandwidth of various types of mobile networks. We first use a machine learning technique, namely, the gradient boosting algorithm, to recognize the connected mobile network. Second, we apply a handover detection algorithm based on network recognition to account for vertical handover that causes the bandwidth variance. Third, as the communication performance offered by 3G, 4G, and 5G networks varies, we suggest a bidirectional long short-term memory model with time distribution for bandwidth prediction per network. To increase the prediction accuracy, pretraining and fine-tuning are applied for each type of network. We use a dataset collected at University College Cork for network recognition, handover detection, and bandwidth prediction. The performance evaluation indicates that the handover detection algorithm achieves 88.5% accuracy, and the bandwidth prediction model achieves a high accuracy, with a root-mean-square error of only 2.12%.

An Intelligent Handover Scheme for the Next Generation Personal Communication Systems

  • Ming-Hui;Kuang, Eric-Hsiao;Chao-Hsu
    • Journal of Communications and Networks
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    • v.6 no.3
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    • pp.245-257
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    • 2004
  • Driven by the growing number of the mobile subscribers, efficient channel resource management plays a key role for provisioning multimedia service in the next generation personal communication systems. To reuse limited channel resources, diminishing the coverage areas of cells seems to be the ultimate solution. Thus, however, causes more handover events. To provide seamless connection environment for mobile terminals and applications, this article presents a novel handover scheme called the intelligent channel reservation (ICR) scheme, which exploits the location prediction technologies to accurately reserve channel resources for handover connections. Considering the fact that each mobile terminal has its individual mobility characteristic, the ICR scheme utilizes a channel reserving notification procedure (CRNP) to collect adequate parameters for predicting the future location of individual mobile terminals. These parameters will be utilized by the handover prediction function to estimate the expected handover blocking rate and the expected number of idle channels. Based on the handover prediction estimations, a cost function for calculating the damages from blocking the handover connections and idling channel resources, and a corresponding algorithm for minimizing the cost function are proposed. In addition, a guard channel decision maker (GCDM) determines the appropriate number of guard channels. The experimental results show that the ICR scheme does reduce the handover-blocking rate while keeping the number of idle channels small.

A Seamless Handover Scheme Based on Path-Prediction for Network Mobility (네트워크 이동성 지원을 위한 이동경로 예측 기반의 끊김없는 핸드오버 방안)

  • Park Hee-Dong;Kwon Yong-Ha;Lee Kang-Won;Choi Young-Soo;Cho You-Ze;Cho Bong-Kwan
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.30 no.7A
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    • pp.550-556
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    • 2005
  • This paper proposes a path prediction-based seamless handover scheme to minimize service disruption and packet loss due to handovers for mobile networks such as Dams. This scheme exploits a peculiar characteristics of trains which move on a predetermined path. The mobile router on the train can predict a handover point and then perform network-layer handover before link-layer handover occurs. This leads to the reduction of handover latency and packet loss during handovers. The performance evaluation showed that the proposed scheme could provide excellent performance, compared with the NEMO basic support scheme.

A Fast Inter-Domain Network-based IP Mobility Scheme for Urban Areas

  • Taghizadeh, Alireza;Wan, Tat-Chee;Budiarto, Rahmat
    • Journal of Communications and Networks
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    • v.16 no.6
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    • pp.645-655
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    • 2014
  • Latency, an identified element of Internet protocol (IP) mobility protocol execution, can reduce handover performance in mobile networks. Although the performance can be improved by applying an effective network-based IP mobility scheme in place of the traditional host-based alternatives, the existing inter-domain extensions of network-based IP mobility continue to suffer from an extended handover latency. This paper proposes a new inter-domain network-based IP mobility scheme based on node movement prediction. The proposed scheme accelerates the handover by preparing the future domain of the mobile node in a proactive manner. Analytical and simulation-based evaluations confirm improved performance of the proposed scheme in terms of handover latency and packet loss compared with existing schemes.

Low-Latency Handover Scheme Using Exponential Smoothing Method in WiBro Networks (와이브로 망에서 지수평활법을 이용한 핸드오버 지연 단축 기법)

  • Pyo, Se-Hwan;Choi, Yong-Hoon
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.8 no.3
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    • pp.91-99
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    • 2009
  • Development of high-speed Internet services and the increased supply of mobile devices have become the key factor for the acceleration of ubiquitous technology. WiBro system, formed with lP backbone network, is a MBWA technology which provides high-speed multimedia service in a possibly broader coverage than Wireless LAN can offer. Wireless telecommunication environment needs not only mobility support in Layer 2 but also mobility management protocol in Layer 3 and has to minimize handover latency to provide seamless mobile services. In this paper, we propose a fast cross-layer handover scheme based on signal strength prediction in WiBro environment. The signal strength is measured at regular intervals and future value of the strength is predicted by Exponential Smoothing Method. With the help of the prediction, layer-3 handover activities are able to occur prior to layer-2 handover, and therefore, total handover latency is reduced. Simulation results demonstrate that the proposed scheme predicts that future signal level accurately and reduces the total handover latency.

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Preserving Mobile QoS during Handover via Predictive Scheduling in IMT Advanced System (IMT Advanced 시스템에서 예측 스케줄링을 통한 핸드오버시 모바일 QoS 보존 방법)

  • Poudyal, Neeraj;Lee, Byung-Seub
    • Journal of Advanced Navigation Technology
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    • v.14 no.6
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    • pp.865-873
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    • 2010
  • In this paper, a novel schedulability criteria is developed to provide handover calls with Quality of Service (QoS) guarantees in terms of both minimum available bandwidth, maximum tolerated packet delay, and other additive QoS constraints as required by the real-time mobile traffic. This requires prediction of the handover time using mobility trends on the mobile station, which is used as input to this work. After the handover time and the QoS are negotiated, the destination base station makes attempts to give priority to handover calls over new calls, and pre-reserves resources that will have more chance of being available during the actual handover.

Mobile Computing Algorithm on IEEE 802.11b for Ubiquitous Computing

  • Kim, Wu-Woan
    • Journal of the Korean Data and Information Science Society
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    • v.19 no.1
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    • pp.11-24
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    • 2008
  • In this paper, the patterns of movement used in the mobile communication systems are adopted in the mobile computing environment to reduce handover delay and to support seamless handover for MIPv6 based on IEEE 802.11 networks. That is, RtSolPr message and PrRtAdv message can be treated before handover. As the result, it is possible to assign NCoA to MN and Next Access Router(NAR) before handover starts. This can minimize handover delay and reduce the total handover delay.

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Cross-Layer Handover Scheme Using Linear Regression Analysis in Mobile WiMAX Networks (선형 회귀 분석을 이용한 모바일 와이맥스에서 계층 통합적 핸드오버 기법)

  • Choi, Yong-Hoon;Yun, Seok-Yeul;Chung, Young-Uk;Kim, Beom-Joon;Lee, Jung-Ryun;Lee, Hyun-Joon
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.8 no.2
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    • pp.91-99
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    • 2009
  • Mobile WiMAX is an emerging technology that can provide ubiquitous Internet access. To provide seamless service in mobile WiMAX environment, delay or disruption in dealing with mobility must be minimized. However offering seamless services on IEEE 802.16e networks is very hard due to long handover latency both in layer 2 and 3. In this paper, we propose a fast cross-layer handover scheme based on prediction algorithm. With the help of the prediction, layer-3 handover activities are able to occur prior to layer-2 handover, and therefore, total handover latency can be reduced. The experiments conducted with system parameters and propagation model defined by WiMAX Forum demonstrate that the proposed method predicts the future signal level accurately and reduces the total handover latency.

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