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Localization Algorithm of Indoor Wi-Fi Access Points Based on Signal Strength Relative Relationship and Region Division 被引量:4
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作者 Wenyan Liu Xiangyang Luo +3 位作者 Yimin Liu Jianqiang Liu Minghao Liu Yun Q.Shi 《Computers, Materials & Continua》 SCIE EI 2018年第4期71-93,共23页
Precise localization techniques for indoor Wi-Fi access points(APs)have important application in the security inspection.However,due to the interference of environment factors such as multipath propagation and NLOS(No... Precise localization techniques for indoor Wi-Fi access points(APs)have important application in the security inspection.However,due to the interference of environment factors such as multipath propagation and NLOS(Non-Line-of-Sight),the existing methods for localization indoor Wi-Fi access points based on RSS ranging tend to have lower accuracy as the RSS(Received Signal Strength)is difficult to accurately measure.Therefore,the localization algorithm of indoor Wi-Fi access points based on the signal strength relative relationship and region division is proposed in this paper.The algorithm hierarchically divide the room where the target Wi-Fi AP is located,on the region division line,a modified signal collection device is used to measure RSS in two directions of each reference point.All RSS values are compared and the region where the RSS value has the relative largest signal strength is located as next candidate region.The location coordinate of the target Wi-Fi AP is obtained when the localization region of the target Wi-Fi AP is successively approximated until the candidate region is smaller than the accuracy threshold.There are 360 experiments carried out in this paper with 8 types of Wi-Fi APs including fixed APs and portable APs.The experimental results show that the average localization error of the proposed localization algorithm is 0.30 meters,and the minimum localization error is 0.16 meters,which is significantly higher than the localization accuracy of the existing typical indoor Wi-Fi access point localization methods. 展开更多
关键词 Wi-Fi access points indoor localization RSS signal strength relative relationship region division.
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Traffic prediction enabled dynamic access points switching for energy saving in dense networks 被引量:2
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作者 Yuchao Zhu Shaowei Wang 《Digital Communications and Networks》 SCIE CSCD 2023年第4期1023-1031,共9页
To meet the ever-increasing traffic demand and enhance the coverage of cellular networks,network densification is one of the crucial paradigms of 5G and beyond mobile networks,which can improve system capacity by depl... To meet the ever-increasing traffic demand and enhance the coverage of cellular networks,network densification is one of the crucial paradigms of 5G and beyond mobile networks,which can improve system capacity by deploying a large number of Access Points(APs)in the service area.However,since the energy consumption of APs generally accounts for a substantial part of the communication system,how to deal with the consequent energy issue is a challenging task for a mobile network with densely deployed APs.In this paper,we propose an intelligent AP switching on/off scheme to reduce the system energy consumption with the prerequisite of guaranteeing the quality of service,where the signaling overhead is also taken into consideration to ensure the stability of the network.First,based on historical traffic data,a long short-term memory method is introduced to predict the future traffic distribution,by which we can roughly determine when the AP switching operation should be triggered;second,we present an efficient three-step AP selection strategy to determine which of the APs would be switched on or off;third,an AP switching scheme with a threshold is proposed to adjust the switching frequency so as to improve the stability of the system.Experiment results indicate that our proposed traffic forecasting method performs well in practical scenarios,where the normalized root mean square error is within 10%.Furthermore,the achieved energy-saving is more than 28% on average with a reasonable outage probability and switching frequency for an area served by 40 APs in a commercial mobile network. 展开更多
关键词 access points switching on/off ENERGY-SAVING Green network Long short-term memory Traffic prediction
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Indoor localization with channel state information images from selected multiple access points
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作者 LONG Liang WANG Xiaopeng +1 位作者 WANG Jiang LI Gang 《Journal of Measurement Science and Instrumentation》 2025年第4期569-577,共9页
To improve the accuracy of indoor localization methods with channel state information(CSI)images,a localization method that used CSI images from selected multiple access points(APs)was proposed.The method had an off-l... To improve the accuracy of indoor localization methods with channel state information(CSI)images,a localization method that used CSI images from selected multiple access points(APs)was proposed.The method had an off-line phase and an on-line phase.In the off-line phase,three APs were selected from the four APs in the localization area based on the received signal strength indication(RSSI).Next,CSI data was collected from the three selected APs using a commercial Intel 5300 network interface card.A single-channel subimage was constructed for each selected AP by combining the amplitude information from different antennas and the phase difference information between neighboring antennas.These sub-images were then merged to form a three-channel RGB image,which was subsequently fed into the convolutional neural network(CNN)for training.The CNN model was saved upon completion of training.In the on-line phase,the CSI data from the target device was collected,converted into images using the same process as in the off-line phase,and fed into the well-trained CNN model.Finally,the real position of the target device was estimated using a weighted centroid algorithm based on the model’s output probabilities.The proposed method was validated in indoor environments using two datasets,achieving good localization accuracy. 展开更多
关键词 WiFi indoor localization multiple access points channel state information image convolutional neural network(CNN) fingerprint localization weighted centroid algorithm
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Feasibility and acceptability of using Wi-Fi access points to provide smoking cessation help at 17 airports and 38 railway stations across China
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作者 Zhao Liu Ze-Lin Wang +2 位作者 Shuang Zhou Chen Wang Dan Xiao 《Chinese Medical Journal》 SCIE CAS CSCD 2019年第10期1173-1178,共6页
Background:The use of mobile phone significantly improved the outcomes of tobacco cessation.However,its feasibility and acceptability were unclear in the Chinese population.This study was to explore the feasibility of... Background:The use of mobile phone significantly improved the outcomes of tobacco cessation.However,its feasibility and acceptability were unclear in the Chinese population.This study was to explore the feasibility of using Wi-Fi access points(APs)as a platform to provide smoking cessation help at 17 airports and 38 railway stations across China.Methods:This study was divided into two stages:platform development and population survey.In the first stage,a survey platform was developed and incorporated into Wi-Fi service at airports and railway stations,which could provide survey content as a pop-up window when participants tried to access the Wi-Fi service.In the second stage,a population survey was conducted to explore the intention to receive tobacco cessation support.Results:A total of 20,199 users participated and 13,628 users submitted the survey,with a response rate of 67.47%.The smoking rate was 30.9%.A total of 86.58%of smoking participants and 2.44%of non-smoking participants wished to receive tobacco cessation support,respectively.The multivariate analysis showed intention to receive support did not differ in age,gender,and heaviness of smoking(P>0.05).Conclusion:Providing tobacco cessation support via Wi-Fi APs is feasible and efficient,and smokers have high intention to receive tobacco cessation support.It is suggested hospitals,academia,information technology industries,and government agencies must work together to provide tobacco cessation support via mHealth. 展开更多
关键词 Tobacco smoking Tobacco cessation WiFi access points Survey Mobile health(mHealth)
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Adaptive access points deployment for indoor bluetooth positioning accuracy enhancement
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作者 Tian Zengshan Ren Haoliang Zhou Mu 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2019年第5期82-93,共12页
The indoor positioning system based on fingerprint receives more and more attention due to its high positioning accuracy and time efficiency.In the existing positioning approaches,much consideration is given to the po... The indoor positioning system based on fingerprint receives more and more attention due to its high positioning accuracy and time efficiency.In the existing positioning approaches,much consideration is given to the positioning accuracy improvement by using the angle of signal,but the optimization of access points(APs)deployment is ignored.In this circumstance,an adaptive APs deployment approach is proposed.First of all,the criterion of reference points(RPs)effective coverage is proposed,and the number of deployed APs in target environment is obtained by using the region partition algorithm and full coverage algorithm.Secondly,the wireless signal propagation model is established for target environment,and meanwhile based on the initial APs deployment,the simulation fingerprint database is constructed for the sake of establishing the discrimination function with respect to fingerprint database.Thirdly,the greedy algorithm is applied to optimize APs deployment.Finally,the extensive experiments show that the proposed approach is capable of achieving adaptive APs deployment as well as improving positioning accuracy. 展开更多
关键词 fingerprint database indoor positioning signal propagation model greedy algorithm access points deployment
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PLC-Oriented Access Point Location Planning Algorithm in Smart-Grid Communication Networks 被引量:2
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作者 Ningzhe Xing Sidong Zhang +1 位作者 Yue Shi Shaoyong Guo 《China Communications》 SCIE CSCD 2016年第9期91-102,共12页
In this study, we investigate the optimal location of access points (APs) to connect end nodes with a service provider through power-line communication in smartgrid communication networks. APs are the gateways of po... In this study, we investigate the optimal location of access points (APs) to connect end nodes with a service provider through power-line communication in smartgrid communication networks. APs are the gateways of power-distribution communication networks, connecting users to control centers. Hence, they are vital for the reliable, safe, and economical operation of a power system. This paper proposes a planning method for AP allocation that takes into consideration economics, reliability, network delay, and (n-l) resilience. First, an optimization model for the AP location is established, which minimizes the cost of installing APs, while satisfying the reliability, network delay, and (n-1) resilience constraints. Then, an improved genetic algorithm is proposed to solve the optimization problem. The simulation results indicate that the proposed planning method can deal with diverse network conditions satisfactorily. Furthermore, it can be applied effectively with high flexibility and scalability. 展开更多
关键词 smart-grid communication network optimal location access point network delay genetic algorithm
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Manageable Fast Handover at Access Point in WLAN
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作者 Gao YinLi Jie(Mobile Division of ZTE Corporation, Shanghai 201203, China) 《ZTE Communications》 2007年第1期42-45,共4页
The handover speed is always vital for the further development of Wireless Local Area Network (WLAN), which is enjoying a fast growth. Based on the handover technology specified in IEEE 802.11 WLAN, Manageable Fast Ha... The handover speed is always vital for the further development of Wireless Local Area Network (WLAN), which is enjoying a fast growth. Based on the handover technology specified in IEEE 802.11 WLAN, Manageable Fast Handover (MFHO) mechanism is proposed to speed up handover at the Access Point (AP), meet handover demands of services with different Quality of Service (QoS), and ensure service continuity. Adopting a handover policy named 'Make-before-break', this mechanism enables wireless APs to control and manage handover between two stations based on improving Inter-Access Point Protocol (IAPP). Tests have been carried out to compare functions and performance of MFHO and IAPP-based handover technology. The test results prove that MFHO provides a higher successful handover ratio and better handover performance than IAPP-based handover technology. 展开更多
关键词 Manageable Fast Handover at access Point in WLAN access AP
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A Hybrid Small-Cell and Clustered Cell-Free Massive MIMO System under Mobility Scenarios
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作者 Lu Guangyan Li Lihua Tian Hui 《China Communications》 SCIE CSCD 2024年第12期49-65,共17页
Recently,cell-free(CF)massive multipleinput multiple-output(MIMO)becomes a promising architecture for the next generation wireless communication system,where a large number of distributed access points(APs)are deploye... Recently,cell-free(CF)massive multipleinput multiple-output(MIMO)becomes a promising architecture for the next generation wireless communication system,where a large number of distributed access points(APs)are deployed to simultaneously serve multiple user equipments(UEs)for improved performance.Meanwhile,a clustered CF system is considered to tackle the backhaul overhead issue in the huge connection network.In this paper,taking into account the more realistic mobility scenarios,we propose a hybrid small-cell(SC)and clustered CF massive MIMO system through classifications of the UEs and APs,and constructing the corresponding pairs to run in SC or CF mode.A joint initial AP selection of this paradigm for all the UEs is firstly proposed,which is based on the statistics of estimated channel.Then,closed-form expressions of the downlink achievable rates for both the static and moving UEs are provided under Ricean fading channel and Doppler shift effect.We also develop a semi-heuristic search algorithm to deal with the AP selection for the moving UEs by maximizing the weight average achievable rate.Numerical results demonstrate the performance gains and effective rates balancing of the proposed system. 展开更多
关键词 access point(AP)selection clustered cell-free Doppler shift effect massive multiple-input multiple-output(MIMO) small-cell
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Position Vectors Based Efcient Indoor Positioning System 被引量:1
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作者 Ayesha Javed Mir Yasir Umair +3 位作者 Alina Mirza Abdul Wakeel Fazli Subhan Wazir Zada Khan 《Computers, Materials & Continua》 SCIE EI 2021年第5期1781-1799,共19页
With the advent and advancements in the wireless technologies,Wi-Fi ngerprinting-based Indoor Positioning System(IPS)has become one of the most promising solutions for localization in indoor environments.Unlike the ou... With the advent and advancements in the wireless technologies,Wi-Fi ngerprinting-based Indoor Positioning System(IPS)has become one of the most promising solutions for localization in indoor environments.Unlike the outdoor environment,the lack of line-of-sight propagation in an indoor environment keeps the interest of the researchers to develop efcient and precise positioning systems that can later be incorporated in numerous applications involving Internet of Things(IoTs)and green computing.In this paper,we have proposed a technique that combines the capabilities of multiple algorithms to overcome the complexities experienced indoors.Initially,in the database development phase,Motley Kennan propagation model is used with Hough transformation to classify,detect,and assign different attenuation factors related to the types of walls.Furthermore,important parameters for system accuracy,such as,placement and geometry of Access Points(APs)in the coverage area are also considered.New algorithm for deployment of an additional AP to an already existing infrastructure is proposed by using Genetic Algorithm(GA)coupled with Enhanced Dilution of Precision(EDOP).Moreover,classication algorithm based on k-Nearest Neighbors(k-NN)is used to nd the position of a stationary or mobile user inside the given coverage area.For k-NN to provide low localization error and reduced space dimensionality,three APs are required to be selected optimally.In this paper,we have suggested an idea to select APs based on Position Vectors(PV)as an input to the localization algorithm.Deducing from our comprehensive investigations,it is revealed that the accuracy of indoor positioning system using the proposed technique unblemished the existing solutions with signicant improvements. 展开更多
关键词 Indoor positioning systems Internet of Things access points position vectors genetic algorithm k-nearest neighbors
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Enabling Efficient Caching in High Mobility UAV Communications Network under Limited Backhaul 被引量:1
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作者 Yan Wu Jiandong Li +2 位作者 Junyu Liu Min Sheng Chenxi Zhao 《China Communications》 SCIE CSCD 2022年第10期207-219,共13页
Due to flexible deployment,unmanned aerial vehicle(UAV)mounted aerial access points are capable of expanding the coverage capabilities of existing terrestrial base stations(TBSs).Different from TBSs,however,UAV access... Due to flexible deployment,unmanned aerial vehicle(UAV)mounted aerial access points are capable of expanding the coverage capabilities of existing terrestrial base stations(TBSs).Different from TBSs,however,UAV access points(UAPs)are of high mobility in horizontal and vertical dimensions,which may deteriorate the coverage performance.Worsestill,the mobility of UAPs would as well increase the pressure of wireless backhaul.In this light,we investigate the performance of the cache-enabled UAV communications network(CUCN)in terms of network spatial throughput(ST)by analyzing the line of sight(LoS)connections and non-line of sight(NLoS)connections.It is found that the network ST is exponentially decreased with the square of UAP altitude.Furthermore,contrary to intuition,a large cache size may deteriorate the network ST when UAPs are over-deployed.The reason is that a large cache size increases the hit probability,which may increase the activation of UAPs and consequently result in complicated interference.Aiming to maximize the network ST,we optimize the cache strategy under limited backhaul.Remarkably,the results show that network ST could be substantially improved by the optimized cache strategy and the performance degeneration brought by UAP high mobility could be even eliminated especially when the UAP altitude is high. 展开更多
关键词 caching optimization UAV communications network spatial throughput stochastic geometry aerial access point
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Neighboring AP discovery and information exchange methods in Plug-and-Play WLAN system
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作者 梁立涛 Wang Lei +4 位作者 Zhang Qixun Feng Zhiyong Yu Yifan Bai Yong Chen Lan 《High Technology Letters》 EI CAS 2008年第3期225-231,共7页
To overcome the problem of existing neighboring access point (AP) discovery methods in WLAN, for example they (PnP) of mul proposed. Us can not provide the accurate neighboring APs information needed for the Plug-... To overcome the problem of existing neighboring access point (AP) discovery methods in WLAN, for example they (PnP) of mul proposed. Us can not provide the accurate neighboring APs information needed for the Plug-and-Play ti-mode APs, three kinds of neighboring AP discovery and information exchange methods are ing these three neighboring AP discovery methods, passive discovery method, active discovery method and station assistant discovery method, the multi-mode AP can discover all neighboring APs and obtain needed information. We further propose two whole process flows, which combine three discovery methods in different manner, to achieve different goals. One process flow is to discover the neighboring AP as fast as possible, called fast discovery process flow. The other is to discover the neighboring AP with minimal interference to neighboring and accuracy of the method is confirmed APs, called the minimal interference process flow. The validity by the simulation. 展开更多
关键词 Plug-and-Play access point auto-configuration neighboring AP discovery WLAN
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Scheme of Rogue AP detection in managed WLAN based on AP's location
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作者 Kwontaek Lim Jiawei Shao +1 位作者 Jonghoon Lee Souhwan Jung 《Journal of Measurement Science and Instrumentation》 CAS 2012年第4期370-373,共4页
A scheme of rogue access point(Rogue AP)detection based on AP's localization is proposed.Global position system(GPS)information and received signal strength(RSS)information are used to get the location of AP in a ... A scheme of rogue access point(Rogue AP)detection based on AP's localization is proposed.Global position system(GPS)information and received signal strength(RSS)information are used to get the location of AP in a smartphone,which is compared with the database located in a remote server.The proposed scheme can detect not only fake access point(Fake AP)but also Evil Twin AP.It can be a user-oriented solution to detecting Rogue AP threats,and users can use it flexibly. 展开更多
关键词 rogue access point(Rogue AP) wireless local area network(WLAN) security Evil Twin attacks
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浅谈家庭Wi-Fi的组网方式及发展前景
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作者 宋振亮 《信息通信》 2020年第6期281-282,共2页
随着通信及互联网技术的发展和日益完善,智慧家庭的概念开始广泛进入千家万户,居民通过与手机等智能终端的互动即可方便快捷的享受到舒适、高效的家居生活,而作为承载智慧家庭的家庭宽带网络,Wi-Fi(Wireless Fidelity)已成为大多数家庭... 随着通信及互联网技术的发展和日益完善,智慧家庭的概念开始广泛进入千家万户,居民通过与手机等智能终端的互动即可方便快捷的享受到舒适、高效的家居生活,而作为承载智慧家庭的家庭宽带网络,Wi-Fi(Wireless Fidelity)已成为大多数家庭必不可少的组成部分。文章主要介绍了现如今比较流行的几种家庭Wi-Fi组网方式,并对未来家庭WiFi的发展前景做出简要分析和研究。 展开更多
关键词 Wi-Fi(Wireless Fidelity) 路由器 AC(Wireless access Controller) AP(Wireless access Point) Mesh组网
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Secure resource allocation against colluding eavesdropping in a user-centric cell-free massive multiple-input multiple-output system
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作者 Na LI Yuanyuan GAO +4 位作者 Kui XU Xiaochen XIA Huazhi HU Yang LI Yueyue ZHANG 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2024年第4期500-512,共13页
We investigate the resource allocation problem of a cell-free massive multiple-input multiple-output system under the condition of colluding eavesdropping by multiple passive eavesdroppers.To address the problem of li... We investigate the resource allocation problem of a cell-free massive multiple-input multiple-output system under the condition of colluding eavesdropping by multiple passive eavesdroppers.To address the problem of limited pilot resources,a scheme is proposed to allocate the pilot with the minimum pollution to users based on access point selection and optimize the pilot transmission power to improve the accuracy of channel estimation.Aiming at the secure transmission problem under a colluding eavesdropping environment by multiple passive eavesdroppers,based on the local partial zero-forcing precoding scheme,a transmission power optimization scheme is formulated to maximize the system’s minimum security spectral efficiency.Simulation results show that the proposed scheme can effectively reduce channel estimation error and improve system security. 展开更多
关键词 CELL-FREE Colluding eavesdropping Limited pilot resources access point selection Security rate
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Survey of outdoor and indoor architecture design in TVWS networks
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作者 Yang Jingmin Zhang Wenjie Zou Fumin 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2017年第6期24-38,共15页
To understand the utilizability of TV white spaces (TVWS), a comprehensive overview of the outdoor and indoor network design over TVWS is given. The related challenges are analyzed. The potential approaches to overc... To understand the utilizability of TV white spaces (TVWS), a comprehensive overview of the outdoor and indoor network design over TVWS is given. The related challenges are analyzed. The potential approaches to overcoming these challenges are discussed. The open research issues are investigated. The result shows that: in the indoor scenario, the white space ratio is on average 18.4% higher than that in the outdoor scenario, which corresponds to 7.7 vacant TV channels. Both network design includes 7 key components: TV spectrum identification, access point (AP) discovery, AP association, spectrum allocation, band width adaptation, interface control and disruption handling. Due to building penetration loss, the indoor TVWS identification and AP placement should be carefully considered in the indoor scenario. 展开更多
关键词 TVWS network design IDENTIFICATION access point discovery spectrum allocation
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A New Enhanced Fast Handover Algorithm in Hierarchical Mobile IPv6 Network
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作者 XU Kai JI Hong YUE Guang-xin 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2004年第z1期18-25,共8页
Hierarchical Mobile IPv6 (HMIPv6) can reduce the delay and the amount of signaling during handover compared with the basic mobile IPv6. However, the protocol still cannot meet the requirement for traffic that is delay... Hierarchical Mobile IPv6 (HMIPv6) can reduce the delay and the amount of signaling during handover compared with the basic mobile IPv6. However, the protocol still cannot meet the requirement for traffic that is delay sensitive, such as voice, especially in macro mobility handover. Duplicate address detection and the transmission time for the handover operation could cause high handover delay. This paper proposes a new mechanism to improve the fast handover algorithm's efficiency in HMIPv6 network. And we present and analyze the performance testing for our proposal by comparing it with the traditional HMIPv6 fast handover algorithm. The results of simulation show that our scheme can reduce the handover delay much more than the traditional fast handover method for HMIPv6 network. 展开更多
关键词 hierarchical mobile Internet protocol fast handover triangle routing access point
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