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Environment-aware streaming media transmission method in high-speed mobile networks
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作者 Jia Guo Jinqi Zhu +3 位作者 Xiang Li Bowen Sun Qian Gao Weijia Feng 《Digital Communications and Networks》 2025年第4期991-1005,共15页
With technological advancements,high-speed rail has emerged as a prevalent mode of transportation.During travel,passengers exhibit a growing demand for streaming media services.However,the high-speed mobile networks e... With technological advancements,high-speed rail has emerged as a prevalent mode of transportation.During travel,passengers exhibit a growing demand for streaming media services.However,the high-speed mobile networks environment poses challenges,including frequent base station handoffs,which significantly degrade wireless network transmission performance.Improving transmission efficiency in high-speed mobile networks and optimizing spatiotemporal wireless resource allocation to enhance passengers’media experiences are key research priorities.To address these issues,we propose an Adaptive Cross-Layer Optimization Transmission Method with Environment Awareness(ACOTM-EA)tailored for high-speed rail streaming media.Within this framework,we develop a channel quality prediction model utilizing Kalman filtering and an algorithm to identify packet loss causes.Additionally,we introduce a proactive base station handoffstrategy to minimize handoffrelated disruptions and optimize resource distribution across adjacent base stations.Moreover,this study presents a wireless resource allocation approach based on an enhanced genetic algorithm,coupled with an adaptive bitrate selection mechanism,to maximize passenger Quality of Experience(QoE).To evaluate the proposed method,we designed a simulation experiment and compared ACOTM-EA with established algorithms.Results indicate that ACOTM-EA improves throughput by 11%and enhances passengers’media experience by 5%. 展开更多
关键词 High-speed mobile networks Streaming media Environment-aware Kalman filtering Resource allocation
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CC-OLIA:A dynamic congestion control algorithm for multipath QUIC in mobile networks
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作者 Haoyu Wang Yang Liu +5 位作者 Zijun Li Yu Zhang Wenjing Gong Tao Jiang Ting Bi Jiaxi Zhou 《Digital Communications and Networks》 2025年第4期1180-1190,共11页
High-quality services in today’s mobile networks require stable delivery of bandwidth-intensive network content.Multipath QUIC(MPQUIC),as a multipath protocol that extends QUIC,can utilize multiple paths to support s... High-quality services in today’s mobile networks require stable delivery of bandwidth-intensive network content.Multipath QUIC(MPQUIC),as a multipath protocol that extends QUIC,can utilize multiple paths to support stable and efficient transmission.The standard coupled congestion control algorithm in MPQUIC synchronizes these paths to manage congestion,meeting fairness requirements and improving transmission efficiency.However,current algorithms’Congestion Window(CWND)reduction approach significantly decreases CWND upon packet loss,which lowers effective throughput,regardless of the congestion origin.Furthermore,the uncoupled Slow-Start(SS)in MPQUIC leads to independent exponential CWND growth on each path,potentially causing buffer overflow.To address these issues,we propose the CC-OLIA,which incorporates Packet Loss Classifcation(PLC)and Coupled Slow-Start(CSS).The PLC distinguishes between congestion-induced and random packet losses,adjusting CWND reduction accordingly to maintain throughput.Concurrently,the CSS module coordinates CWND growth during the SS,preventing abrupt increases.Implementation on MININET shows that CC-OLIA not only maintains fair performance but also enhances transmission efficiency across diverse network conditions. 展开更多
关键词 MPQUIC mobile network Congestion control Packet loss Slow start
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SDN-Based Data Offloading for 5G Mobile Networks 被引量:1
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作者 Mojdeh Amani Toktam Mahmoodi +1 位作者 Mallikarjun Tatipamula Hamid Aghvami 《ZTE Communications》 2014年第2期34-40,共7页
The rapid growth of 3G/4G enabled devices such as smartphones and tablets in large numbers has created increased demand for mobile data services. Wi-Fi offloading helps satisfy the requirements of data-rich applicatio... The rapid growth of 3G/4G enabled devices such as smartphones and tablets in large numbers has created increased demand for mobile data services. Wi-Fi offloading helps satisfy the requirements of data-rich applications and terminals with improved multi- media. Wi-Fi is an essential approach to alleviating mobile data traffic load on a cellular network because it provides extra capacity and improves overall performance. In this paper, we propose an integrated LTE/Wi-Fi architecture with software-defined networking (SDN) abstraction in mobile baekhaul and enhanced components that facilitate the move towards next-generation 5G mo- bile networks. Our proposed architecture enables programmable offloading policies that take into account real-time network conditions as well as the status of devices and applications. This mechanism improves overall network performance by deriving real- time policies and steering traffic between cellular and Wi-Fi networks more efficiently. 展开更多
关键词 mobile data offloading LTE/Wi-Fi interworking policy derivation network selection software-defined networking dynamic policies 5G mobile networks
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Scheduling for Uncertain Data Broadcast in Mobile Networks 被引量:1
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作者 许华杰 李国徽 +1 位作者 胡小明 余艳玮 《Journal of Southwest Jiaotong University(English Edition)》 2009年第3期192-198,共7页
With the increasing popularity of wireless sensor network and GPS ( global positioning system), uncertain data as a new type of data brings a new challenge for the traditional data processing methods. Data broadcast... With the increasing popularity of wireless sensor network and GPS ( global positioning system), uncertain data as a new type of data brings a new challenge for the traditional data processing methods. Data broadcast is an effective means for data dissemination in mobile networks. In this paper, the def'mition of the mean uncertainty ratio of data is presented and a broadcasting scheme is proposed for uncertain data dissemination. Simulation results show that the scheme can reduce the uncertainty of the broadcasted uncertain data effectively at the cost of a minor increase in data access time, in the case of no transmission error and presence of transmission errors. As a result, lower uncertainty of data benefits the qualifies of the query results based on the data. 展开更多
关键词 mobile networks Uncertain data BROADCAST SCHEDULING
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Towards machine-learning-driven effective mashup recommendations from big data in mobile networks and the Internet-of-Things
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作者 Yueshen Xu Zhiying Wang +3 位作者 Honghao Gao Zhiping Jiang Yuyu Yin Rui Li 《Digital Communications and Networks》 SCIE CSCD 2023年第1期138-145,共8页
A large number of Web APIs have been released as services in mobile communications,but the service provided by a single Web API is usually limited.To enrich the services in mobile communications,developers have combin... A large number of Web APIs have been released as services in mobile communications,but the service provided by a single Web API is usually limited.To enrich the services in mobile communications,developers have combined Web APIs and developed a new service,which is known as a mashup.The emergence of mashups greatly increases the number of services in mobile communications,especially in mobile networks and the Internet-of-Things(IoT),and has encouraged companies and individuals to develop even more mashups,which has led to the dramatic increase in the number of mashups.Such a trend brings with it big data,such as the massive text data from the mashups themselves and continually-generated usage data.Thus,the question of how to determine the most suitable mashups from big data has become a challenging problem.In this paper,we propose a mashup recommendation framework from big data in mobile networks and the IoT.The proposed framework is driven by machine learning techniques,including neural embedding,clustering,and matrix factorization.We employ neural embedding to learn the distributed representation of mashups and propose to use cluster analysis to learn the relationship among the mashups.We also develop a novel Joint Matrix Factorization(JMF)model to complete the mashup recommendation task,where we design a new objective function and an optimization algorithm.We then crawl through a real-world large mashup dataset and perform experiments.The experimental results demonstrate that our framework achieves high accuracy in mashup recommendation and performs better than all compared baselines. 展开更多
关键词 Mashup recommendation Big data Machine learning mobile networks Internet-of-Things
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A New Handover Management Model for Two-Tier 5G Mobile Networks
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作者 Mohammad Arifin Rahman Khan Mohammed Golam Kaosar +1 位作者 Mohammad Shorfuzzaman Kire Jakimoski 《Computers, Materials & Continua》 SCIE EI 2022年第6期5491-5509,共19页
There has been an exponential rise in mobile data traffic in recent times due to the increasing popularity of portable devices like tablets,smartphones,and laptops.The rapid rise in the use of these portable devices h... There has been an exponential rise in mobile data traffic in recent times due to the increasing popularity of portable devices like tablets,smartphones,and laptops.The rapid rise in the use of these portable devices has put extreme stress on the network service providers while forcing telecommunication engineers to look for innovative solutions to meet the increased demand.One solution to the problem is the emergence of fifth-generation(5G)wireless communication,which can address the challenges by offering very broad wireless area capacity and potential cut-power consumption.The application of small cells is the fundamental mechanism for the 5Gtechnology.The use of small cells can enhance the facility for higher capacity and reuse.However,it must be noted that small cells deployment will lead to frequent handovers of mobile nodes.Considering the importance of small cells in 5G,this paper aims to examine a new resource management scheme that can work to minimize the rate of handovers formobile phones through careful resources allocation in a two-tier network.Therefore,the resource management problem has been formulated as an optimization issue thatwe aim to overcome through an optimal solution.To find a solution to the existing problem of frequent handovers,a heuristic approach has been used.This solution is then evaluated and validated through simulation and testing,during which the performance was noted to improve by 12%in the context of handover costs.Therefore,this model has been observed to be more efficient as compared to the existing model. 展开更多
关键词 Two-tier mobile networks small cell densification management of mobility handover cost average throughput power consumption
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Enhance Vertical Handover Security During Execution Phase in Mobile Networks
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作者 Omar Khattab 《Computers, Materials & Continua》 SCIE EI 2022年第8期3863-3875,共13页
The Vertical Handover(VHO)is one of the most vital features provided for the heterogeneous mobile networks.It allows Mobile Users(MUs)to keep ongoing sessions without disruption while they continuously move between di... The Vertical Handover(VHO)is one of the most vital features provided for the heterogeneous mobile networks.It allows Mobile Users(MUs)to keep ongoing sessions without disruption while they continuously move between different Radio Access Technologies(RATs)such as Wireless Fidelity(Wi-Fi),Global System for Mobile Communication(GSM),Universal Mobile Telecommunications System(UMTS),Long Term Evolution(LTE)and Fifth Generation(5G).In order to fulfill this goal,the VHO must comply to three main phases:starting of collecting the required information and then passing it for decision phase to obtain the best available RAT for performing VHO by execution phase eventually.However,the execution phase still encounters some security issues which are exploited by hackers in launching malicious attacks such as ransomware,fragmentation,header manipulation,smurf,host initialization,reconnaissance,eavesdropping,Denial of Service(DoS),spoofing,Man in the Middle(MITM)and falsification.This paper thoroughly studies the recent security issues for hundreds VHO approaches found in the literature and comes up with a secure procedure to enhance VHO security during execution phase.A numerical analysis results of the proposed procedure are effectively evaluated in terms of security and signaling cost.Compared with the recent related work found in literature,the analysis demonstrates that the security is successfully improved by 20%whereas signaling cost is maintained as in non-proposed procedure. 展开更多
关键词 Vertical handover security mobile networks wireless networks heterogeneous wireless networks
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Development of multiple mobile networks call detailed records and its forensic analysis
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作者 Emmanuel Abba A.M.Aibinu J.K.Alhassan 《Digital Communications and Networks》 SCIE 2019年第4期256-265,共10页
Call Detailed Records(CDR)are generated and stored in Mobile Networks(MNs)and contain subscriber’s information about active or passive usage of the network for various communication activities.The spatio-temporal nat... Call Detailed Records(CDR)are generated and stored in Mobile Networks(MNs)and contain subscriber’s information about active or passive usage of the network for various communication activities.The spatio-temporal nature of CDR makes them a valuable dataset used for forensic activities.Advances in technology have led to the seamless communication across Multiple Mobile Network(MMN),which poses a threat to the availability and integrity of CDR data.Present CDR implementation is capable of logging peer-to-peer communications over single connection only,thus necessitating improvements on how the CDR data is stored for forensic analysis.In this paper,the problem is solved by identifying and conceptually modelling six new artifacts generated by such communication activities.The newly identified artifacts are introduced into the existing CDR for an incident capturing of the required data for forensic analysis during investigations involved in the MMN communication.Results show an improved absolute speed of 0.0058 s for the MMN-CDR to associate a suspect with an incident,which is 0.0038 s faster than the speed of 0.0097s for the existing CDR to associate a suspect with an accomplice.Thus,a novel method for forensically tracking calls over the MMN has been developed.The MMN-CDR,when forensically analyzed,reveals an increase in time efficiency over the existing CDR due to its high absolute speed.Also,higher accuracy and completeness percentage are both obtained. 展开更多
关键词 CDR INVESTIGATION Multiple mobile networks SUSPECT
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ZTE Showcases World's First VoLTE Call Based on IMS with Existing Mobile Networks at Mobile Asia Congress 2010
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《ZTE Communications》 2010年第4期56-56,共1页
ZTE Corporation, a leading global provider of telecommunications equipment and network solutions, demonstrated successful IMS based Voice over LTE (VoLTE) calls on CSL Limited (CSL)'s LTE network and its existing... ZTE Corporation, a leading global provider of telecommunications equipment and network solutions, demonstrated successful IMS based Voice over LTE (VoLTE) calls on CSL Limited (CSL)'s LTE network and its existing mobile networks at Mobile Asia Congress 2010 (MAC 2010). 展开更多
关键词 2010 IMS ZTE Showcases World’s First VoLTE Call Based on IMS with Existing mobile networks at mobile Asia Congress 2010 ASIA World
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Network-Aided Intelligent Traffic Steering in 5G Mobile Networks 被引量:4
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作者 Dae-Young Kim Seokhoon Kim 《Computers, Materials & Continua》 SCIE EI 2020年第10期243-261,共19页
Recently,the fifth generation(5G)of mobile networks has been deployed and various ranges of mobile services have been provided.The 5G mobile network supports improved mobile broadband,ultra-low latency and densely dep... Recently,the fifth generation(5G)of mobile networks has been deployed and various ranges of mobile services have been provided.The 5G mobile network supports improved mobile broadband,ultra-low latency and densely deployed massive devices.It allows multiple radio access technologies and interworks them for services.5G mobile systems employ traffic steering techniques to efficiently use multiple radio access technologies.However,conventional traffic steering techniques do not consider dynamic network conditions efficiently.In this paper,we propose a network aided traffic steering technique in 5G mobile network architecture.5G mobile systems monitor network conditions and learn with network data.Through a machine learning algorithm such as a feed-forward neural network,it recognizes dynamic network conditions and then performs traffic steering.The proposed scheme controls traffic for multiple radio access according to the ratio of measured throughput.Thus,it can be expected to improve traffic steering efficiency.The performance of the proposed traffic steering scheme is evaluated using extensive computer simulations. 展开更多
关键词 mobile network 5G traffic steering machine learning MEC
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A New Provably-Secure Key Agreement Protocol for Roaming in Mobile Networks 被引量:1
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作者 LI Guangsong WANG Penghai 《Wuhan University Journal of Natural Sciences》 CAS 2008年第5期605-608,共4页
Protocols for authentication and key establishment have special requirements in a wireless environment. This paper presents a new key agreement protocol HAKA (home server aided key agreement) for roaming scenario. I... Protocols for authentication and key establishment have special requirements in a wireless environment. This paper presents a new key agreement protocol HAKA (home server aided key agreement) for roaming scenario. It is carried out by a mobile user and a foreign server with the aid of a home server, which provides all necessary authentications of the three parties. The session key can be obtained by no one except for the mobile user and the foreign server. HAKA is based on Diffie-Hellman key exchange and a secure hash function without using any asymmetric encryption. The protocol is proved secure in Canetti-Krawczyk (CK) model. 展开更多
关键词 mobile network ROAMING key agreement provablesecurity
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Privacy Preserving Bee Routing Protocol for Intermittently Connected Mobile Networks 被引量:1
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作者 S. Ramesh R. Praveen 《Circuits and Systems》 2016年第7期1079-1086,共8页
The Intermittently Connected Mobile Networks (ICMN) is a disconnected mobile network where a complete connectivity never exists. More number of moving nodes makes them impenetrable genre which in turn makes the n... The Intermittently Connected Mobile Networks (ICMN) is a disconnected mobile network where a complete connectivity never exists. More number of moving nodes makes them impenetrable genre which in turn makes the network intermittently connected. Detection of malicious node and routing is onerous due to its genre. In this paper, we put forward a secure routing that aids in detecting and preventing intrusion of malicious nodes. The routing process is made more adorable through Bee Colony Optimization (BCO). The amalgamation of BCO with authentication series leads a novel routing protocol named Privacy Preserving Bee Routing Protocol (PPBRP) which is highly secure. The degree of security is tested with malicious nodes in the network to prove that the proposed PPBRP ensures secure routing. 展开更多
关键词 mobile Network ICMN PPBRP BCO Authentication Series
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Security Service Technology for Mobile Networks
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作者 Aiqun Hu Tao Li Mingfu Xue 《ZTE Communications》 2011年第3期49-54,共6页
As mobile networks become high speed and attain an all-IP structure,more services are possible.This brings about many new security requirements that traditional security programs cannot handle.This paper analyzes secu... As mobile networks become high speed and attain an all-IP structure,more services are possible.This brings about many new security requirements that traditional security programs cannot handle.This paper analyzes security threats and the needs of 3G/4G mobile networks,and then proposes a novel protection scheme for them based on their whole structure.In this scheme,a trusted computing environment is constructed on the mobile terminal side by combining software validity verification with access control.At the security management center,security services such as validity verification and integrity check are provided to mobile terminals.In this way,terminals and the network as a whole are secured to a much greater extent.This paper also highlights problems to be addressed in future research and development. 展开更多
关键词 mobile network security security service trusted computing access control
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A Minimum Cost Handover Algorithm for Mobile Satellite Networks 被引量:1
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作者 张涛 张军 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第3期269-274,共6页
For mobile satellite networks, an appropriate handover scheme should be devised to shorten handover delay with optimized application of network resources. By introducing the handover cost model of service, this articl... For mobile satellite networks, an appropriate handover scheme should be devised to shorten handover delay with optimized application of network resources. By introducing the handover cost model of service, this article proposes a rerouting triggering scheme for path optimization after handover and a new minimum cost handover algorithm for mobile satellite networks. This algorithm ensures the quality of service (QoS) parameters, such as delay, during the handover and minimizes the handover costs. Simulation indicates that this algorithm is superior to other current algorithms in guaranteeing the QoS and decreasing handover costs. 展开更多
关键词 mobile satellite networks satellite handover REROUTING QOS
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Adaptive and distance-driven power control scheme in mobile ad hoc networks
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作者 陶军 刘莹 +2 位作者 肖鹏 朱利旻 陈文强 《Journal of Southeast University(English Edition)》 EI CAS 2013年第3期252-258,共7页
In order to save the energy and reduce the latency of the end-to-end transmission in mobile ad hoc networks an adaptive and distance-driven power control ADPC scheme is proposed by means of distance research in random... In order to save the energy and reduce the latency of the end-to-end transmission in mobile ad hoc networks an adaptive and distance-driven power control ADPC scheme is proposed by means of distance research in random geometrics. Through mathematical proof the optimal number of relay nodes and the optimal location of each node for data transmission can be obtained when a distance is given.In the ADPC first the source node computes the optimal number and the sites of the relay nodes between the source and the destination nodes.Then it searches feasible relay nodes around the optimal virtual relay-sites and selects one link with the minimal total transmission energy consumption for data transmission.Simulation results show that the ADPC can reduce both the energy dissipation and the end-to-end latency of the transmission. 展开更多
关键词 power control mobile ad hoc networks energyefficient route optimal virtual relay-site
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Improved approach to enhanced Internet connectivity for mobile ad hoc networks
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作者 沈斌 李波 石冰心 《Journal of Southeast University(English Edition)》 EI CAS 2007年第1期16-21,共6页
An improved internetworking approach is proposed to enhance the Internet connectivity which is deteriorated due to unidirectional links and blind rebroadcasting of gateway discovery packets for mobile ad hoc networks.... An improved internetworking approach is proposed to enhance the Internet connectivity which is deteriorated due to unidirectional links and blind rebroadcasting of gateway discovery packets for mobile ad hoc networks. The hybrid gateway discovery scheme that combined the advantages of a proactive and reactive gateway discovery approach is used to achieve high connectivity while keeping overhead costs low. By exchanging ad hoc on-demand distance vector (AODV) hello packet which includes additional fields named symmetric neighbor list and asymmetric neighbor list, unidirectional links are removed from route computation and broadcast storm can also be relieved simultaneously. Performance results using ns-2 simulations, under varying numbers of unidirectional links and node speeds, show that this improved Internet connectivity approach can provide better performance than others. 展开更多
关键词 mobile ad hoc networks Internet connectivity gateway discovery unidirectional link broadcast storm
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Research on Link Duration for Mobile Multihop Communication Networks
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作者 Danyang Qin Shuang Jia +2 位作者 Songxiang Yang Erfu Wang Qun Ding 《China Communications》 SCIE CSCD 2016年第8期159-168,共10页
Mobile multihop communication network is an important branch of modern mobile communication system, and is an important technical support for ubiquitous communication. The random movement of the nodes makes the networ... Mobile multihop communication network is an important branch of modern mobile communication system, and is an important technical support for ubiquitous communication. The random movement of the nodes makes the networking be more flexible, but the frequently changing topology will decrease the link duration between nodes significantly, which will increase the packets loss probability and affect the network communication performance. Aiming at the problem of declining link duration caused by nomadic characteristics in mobile multihop communication network, four link duration models for possible moving states are established based on different features in real networking process in this paper, which will provide reliable criterion for the optimal routing selection. Model analysis and simulation results show that the reliable route established by the proposed model will effectively extend the link duration, and can enhance the global stability of the mobile multihop information transmission, so as to provide new option to transmission reliability improvement for the mobile communication network. 展开更多
关键词 multihop mobile networks link duration network reliability node mobility models
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Multi-agent cooperative intrusion response in mobile adhoc networks 被引量:6
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作者 Yi Ping Zou Futai +1 位作者 Jiang Xinghao Li Jianhua 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第4期785-794,共10页
The nature of adhoc networks makes them vulnerable to security attacks. Many security technologies such as intrusion prevention and intrusion detection are passive in response to intrusions in that their countermea- s... The nature of adhoc networks makes them vulnerable to security attacks. Many security technologies such as intrusion prevention and intrusion detection are passive in response to intrusions in that their countermea- sures are only to protect the networks, and there is no automated network-wide counteraction against detected intrusions, the architecture of cooperation intrusion response based multi-agent is propose. The architecture is composed of mobile agents. Monitor agent resides on every node and monitors its neighbor nodes. Decision agent collects information from monitor nodes and detects an intrusion by security policies. When an intruder is found in the architecture, the block agents will get to the neighbor nodes of the intruder and form the mobile firewall to isolate the intruder. In the end, we evaluate it by simulation. 展开更多
关键词 computer networks SECURITY mobile agent mobile adhoc networks intrusion detection intrusion response
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Distributed intrusion detection for mobile ad hoc networks 被引量:8
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作者 Yi Ping Jiang Xinghao +1 位作者 Wu Yue Liu Ning 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期851-859,共9页
Mobile ad hoc networking (MANET) has become an exciting and important technology in recent years, because of the rapid proliferation of wireless devices. Mobile ad hoc networks is highly vulnerable to attacks due to... Mobile ad hoc networking (MANET) has become an exciting and important technology in recent years, because of the rapid proliferation of wireless devices. Mobile ad hoc networks is highly vulnerable to attacks due to the open medium, dynamically changing network topology, cooperative algorithms, and lack of centralized monitoring and management point. The traditional way of protecting networks with firewalls and encryption software is no longer sufficient and effective for those features. A distributed intrusion detection approach based on timed automata is given. A cluster-based detection scheme is presented, where periodically a node is elected as the monitor node for a cluster. These monitor nodes can not only make local intrusion detection decisions, but also cooperatively take part in global intrusion detection. And then the timed automata is constructed by the way of manually abstracting the correct behaviours of the node according to the routing protocol of dynamic source routing (DSR). The monitor nodes can verify the behaviour of every nodes by timed automata, and validly detect real-time attacks without signatures of intrusion or trained data. Compared with the architecture where each node is its own IDS agent, the approach is much more efficient while maintaining the same level of effectiveness. Finally, the intrusion detection method is evaluated through simulation experiments. 展开更多
关键词 mobile ad hoc networks routing protocol SECURITY intrusion detection timed automata.
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Joint Resource Allocation Using Evolutionary Algorithms in Heterogeneous Mobile Cloud Computing Networks 被引量:10
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作者 Weiwei Xia Lianfeng Shen 《China Communications》 SCIE CSCD 2018年第8期189-204,共16页
The problem of joint radio and cloud resources allocation is studied for heterogeneous mobile cloud computing networks. The objective of the proposed joint resource allocation schemes is to maximize the total utility ... The problem of joint radio and cloud resources allocation is studied for heterogeneous mobile cloud computing networks. The objective of the proposed joint resource allocation schemes is to maximize the total utility of users as well as satisfy the required quality of service(QoS) such as the end-to-end response latency experienced by each user. We formulate the problem of joint resource allocation as a combinatorial optimization problem. Three evolutionary approaches are considered to solve the problem: genetic algorithm(GA), ant colony optimization with genetic algorithm(ACO-GA), and quantum genetic algorithm(QGA). To decrease the time complexity, we propose a mapping process between the resource allocation matrix and the chromosome of GA, ACO-GA, and QGA, search the available radio and cloud resource pairs based on the resource availability matrixes for ACOGA, and encode the difference value between the allocated resources and the minimum resource requirement for QGA. Extensive simulation results show that our proposed methods greatly outperform the existing algorithms in terms of running time, the accuracy of final results, the total utility, resource utilization and the end-to-end response latency guaranteeing. 展开更多
关键词 heterogeneous mobile cloud computing networks resource allocation genetic algorithm ant colony optimization quantum genetic algorithm
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