• Title/Summary/Keyword: prediction-based handover

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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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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%.

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.

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.

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.

Channel Allocation Using Mobile Mobility and Neural Net Spectrum Hole Prediction in Cellular-Based Wireless Cognitive Radio Networks (셀룰러 기반 무선 인지망에서 모바일 이동성과 신경망 스펙트럼 홀 예측에 의한 채널할당)

  • Lee, Jin-yi
    • Journal of Advanced Navigation Technology
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    • v.21 no.4
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    • pp.347-352
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    • 2017
  • In this paper, we propose a method that reduces mobile user's handover call dropping probability by using cognitive radio technology(CR) in cellular - based wireless cognitive radio networks. The proposed method predicts a cell to visit by Ziv-Lempel algorithm, and then supports mobile user with prediction of spectrum holes based on CR technology when allocated channels are short in the cell. We make neural network predict spectrum hole resources, and make handover calls use the resources before initial calls. Simulation results show CR technology has the capability to reduce mobile user handover call dropping probability in cellular mobile communication networks.

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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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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Performance Analysis on Link Quality of Handover Mechanism based on the Terminal Mobility in Wired and Wireless Integrated Networks (유무선 복합망에서 이동 단말 기반 핸드오버의 링크 품질에 관한 성능 분석)

  • Park, Nam-Hun;Gwon, O-Jun;Kim, Yeong-Seon;Gam, Sang-Ha
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.8S
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    • pp.2608-2619
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    • 2000
  • This paper proposes the Handover Scheme for the mobile and describes the result of the performance analysis. In the conventional scheme of handover request, the withdrawal of terminal may occur because handover request is performed based on fixed signal level without considering network load and terminal mobility. The proposed scheme offers the minimization of withdrawal and handover blocking probability by means of the handover request of terminal based on the network load and terminal mobility. Conventional handover scheme has the sequential procedure that network performs resource check and path rerouting on the handover by MT(Mobile Terminal). Proposed handover scheme pre-processes the resource check before the handover request by predicting the handover request timo so that handover latency can be reduced. Moreover, path optimization is executed after the completion of handover in order to reduce handover latency. The rdduction of handover latency prevents the dropping of service by minimizing backward handover blocking. In summary, we propose the prediction of handover request time and decision method based on terminal, validating the performance of proposed scheme considering various cases of simulation.

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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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