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A Hierarchical-Based Sequential Caching Scheme in Named Data Networking
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作者 Zhang Junmin Jin Jihuan +3 位作者 Hou Rui Dong Mianxiong Kaoru Ota Zeng Deze 《China Communications》 2025年第5期48-60,共13页
Named data networking(NDNs)is an idealized deployment of information-centric networking(ICN)that has attracted attention from scientists and scholars worldwide.A distributed in-network caching scheme can efficiently r... Named data networking(NDNs)is an idealized deployment of information-centric networking(ICN)that has attracted attention from scientists and scholars worldwide.A distributed in-network caching scheme can efficiently realize load balancing.However,such a ubiquitous caching approach may cause problems including duplicate caching and low data diversity,thus reducing the caching efficiency of NDN routers.To mitigate these caching problems and improve the NDN caching efficiency,in this paper,a hierarchical-based sequential caching(HSC)scheme is proposed.In this scheme,the NDN routers in the data transmission path are divided into various levels and data with different request frequencies are cached in distinct router levels.The aim is to cache data with high request frequencies in the router that is closest to the content requester to increase the response probability of the nearby data,improve the data caching efficiency of named data networks,shorten the response time,and reduce cache redundancy.Simulation results show that this scheme can effectively improve the cache hit rate(CHR)and reduce the average request delay(ARD)and average route hop(ARH). 展开更多
关键词 hierarchical router named data networking sequential caching
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Energy-Aware Traffic Routing with Named Data Networking 被引量:2
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作者 Song Yunlong Liu Min 《China Communications》 SCIE CSCD 2012年第6期71-81,共11页
Greening Internet is an important issue now, which studies the way to reduce the increas- ing energy expenditure. Our work focuses on the network infrastructure and considers its energy awareness in traffic routing. W... Greening Internet is an important issue now, which studies the way to reduce the increas- ing energy expenditure. Our work focuses on the network infrastructure and considers its energy awareness in traffic routing. We formulate the model by traffic engineering to achieve link rate a- daption, and also predict traffic matrices to pre- serve network stability. However, we realize that there is a tradeoff between network performance and energy efficiency, which is an obvious issue as Internet grows larger and larger. An essential cause is the huge traffic, and thus we try to fred its so- lution from a novel architecture called Named Data Networking (NDN) which tent in edge routers and can flexibly cache con- decrease the backbone traffic. We combine our methods with NDN, and finally improve both the network performance and the energy efficiency. Our work shows that it is effective, necessary and feasible to consider green- ing idea in the design of future Internet. 展开更多
关键词 Greening Internet energy-aware traf-fic routing named data networking traffic matri-ces prediction link stability
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A Cache Replacement Policy Based on Multi-Factors for Named Data Networking 被引量:2
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作者 Meiju Yu Ru Li Yuwen Chen 《Computers, Materials & Continua》 SCIE EI 2020年第10期321-336,共16页
Named Data Networking(NDN)is one of the most excellent future Internet architectures and every router in NDN has the capacity of caching contents passing by.It greatly reduces network traffic and improves the speed of... Named Data Networking(NDN)is one of the most excellent future Internet architectures and every router in NDN has the capacity of caching contents passing by.It greatly reduces network traffic and improves the speed of content distribution and retrieval.In order to make full use of the limited caching space in routers,it is an urgent challenge to make an efficient cache replacement policy.However,the existing cache replacement policies only consider very few factors that affect the cache performance.In this paper,we present a cache replacement policy based on multi-factors for NDN(CRPM),in which the content with the least cache value is evicted from the caching space.CRPM fully analyzes multi-factors that affect the caching performance,puts forward the corresponding calculation methods,and utilize the multi-factors to measure the cache value of contents.Furthermore,a new cache value function is constructed,which makes the content with high value be stored in the router as long as possible,so as to ensure the efficient use of cache resources.The simulation results show that CPRM can effectively improve cache hit ratio,enhance cache resource utilization,reduce energy consumption and decrease hit distance of content acquisition. 展开更多
关键词 Cache replacement policy named data networking content popularity FRESHNESS energy consumption
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Preventing“Bad”Content Dispersal in Named Data Networking 被引量:2
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作者 Yi Wang Zhuyun Qi Bin Liu 《China Communications》 SCIE CSCD 2018年第6期109-119,共11页
Named Data Networking(NDN)improves the data delivery efficiency by caching contents in routers. To prevent corrupted and faked contents be spread in the network,NDN routers should verify the digital signature of each ... Named Data Networking(NDN)improves the data delivery efficiency by caching contents in routers. To prevent corrupted and faked contents be spread in the network,NDN routers should verify the digital signature of each published content. Since the verification scheme in NDN applies the asymmetric encryption algorithm to sign contents,the content verification overhead is too high to satisfy wire-speed packet forwarding. In this paper, we propose two schemes to improve the verification performance of NDN routers to prevent content poisoning. The first content verification scheme, called "user-assisted",leads to the best performance, but can be bypassed if the clients and the content producer collude. A second scheme, named ``RouterCooperation ‘', prevents the aforementioned collusion attack by making edge routers verify the contents independently without the assistance of users and the core routers no longer verify the contents. The Router-Cooperation verification scheme reduces the computing complexity of cryptographic operation by replacing the asymmetric encryption algorithm with symmetric encryption algorithm.The simulation results demonstrate that this Router-Cooperation scheme can speed up18.85 times of the original content verification scheme with merely extra 80 Bytes transmission overhead. 展开更多
关键词 named data networking ROUTER content verification encryption algorithm
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A Machine Learning-Based Attack Detection and Prevention System in Vehicular Named Data Networking 被引量:1
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作者 Arif Hussain Magsi Ali Ghulam +3 位作者 Saifullah Memon Khalid Javeed Musaed Alhussein Imad Rida 《Computers, Materials & Continua》 SCIE EI 2023年第11期1445-1465,共21页
Named Data Networking(NDN)is gaining a significant attention in Vehicular Ad-hoc Networks(VANET)due to its in-network content caching,name-based routing,and mobility-supporting characteristics.Nevertheless,existing ND... Named Data Networking(NDN)is gaining a significant attention in Vehicular Ad-hoc Networks(VANET)due to its in-network content caching,name-based routing,and mobility-supporting characteristics.Nevertheless,existing NDN faces three significant challenges,including security,privacy,and routing.In particular,security attacks,such as Content Poisoning Attacks(CPA),can jeopardize legitimate vehicles with malicious content.For instance,attacker host vehicles can serve consumers with invalid information,which has dire consequences,including road accidents.In such a situation,trust in the content-providing vehicles brings a new challenge.On the other hand,ensuring privacy and preventing unauthorized access in vehicular(VNDN)is another challenge.Moreover,NDN’s pull-based content retrieval mechanism is inefficient for delivering emergency messages in VNDN.In this connection,our contribution is threefold.Unlike existing rule-based reputation evaluation,we propose a Machine Learning(ML)-based reputation evaluation mechanism that identifies CPA attackers and legitimate nodes.Based on ML evaluation results,vehicles accept or discard served content.Secondly,we exploit a decentralized blockchain system to ensure vehicles’privacy by maintaining their information in a secure digital ledger.Finally,we improve the default routing mechanism of VNDN from pull to a push-based content dissemination using Publish-Subscribe(Pub-Sub)approach.We implemented and evaluated our ML-based classification model on a publicly accessible BurST-Asutralian dataset for Misbehavior Detection(BurST-ADMA).We used five(05)hybrid ML classifiers,including Logistic Regression,Decision Tree,K-Nearest Neighbors,Random Forest,and Gaussian Naive Bayes.The qualitative results indicate that Random Forest has achieved the highest average accuracy rate of 100%.Our proposed research offers the most accurate solution to detect CPA in VNDN for safe,secure,and reliable vehicle communication. 展开更多
关键词 named data networking vehicular networks REPUTATION CACHING MACHINE-LEARNING
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Push-Based Content Dissemination and Machine Learning-Oriented Illusion Attack Detection in Vehicular Named Data Networking
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作者 Arif Hussain Magsi Ghulam Muhammad +2 位作者 Sajida Karim Saifullah Memon Zulfiqar Ali 《Computers, Materials & Continua》 SCIE EI 2023年第9期3131-3150,共20页
Recent advancements in the Vehicular Ad-hoc Network(VANET)have tremendously addressed road-related challenges.Specifically,Named Data Networking(NDN)in VANET has emerged as a vital technology due to its outstanding fe... Recent advancements in the Vehicular Ad-hoc Network(VANET)have tremendously addressed road-related challenges.Specifically,Named Data Networking(NDN)in VANET has emerged as a vital technology due to its outstanding features.However,the NDN communication framework fails to address two important issues.The current NDN employs a pull-based content retrieval network,which is inefficient in disseminating crucial content in Vehicular Named Data Networking(VNDN).Additionally,VNDN is vulnerable to illusion attackers due to the administrative-less network of autonomous vehicles.Although various solutions have been proposed for detecting vehicles’behavior,they inadequately addressed the challenges specific to VNDN.To deal with these two issues,we propose a novel push-based crucial content dissemination scheme that extends the scope of VNDN from pullbased content retrieval to a push-based content forwarding mechanism.In addition,we exploitMachine Learning(ML)techniques within VNDN to detect the behavior of vehicles and classify them as attackers or legitimate.We trained and tested our system on the publicly accessible dataset Vehicular Reference Misbehavior(VeReMi).We employed fiveML classification algorithms and constructed the bestmodel for illusion attack detection.Our results indicate that RandomForest(RF)achieved excellent accuracy in detecting all illusion attack types in VeReMi,with an accuracy rate of 100%for type 1 and type 2,96%for type 4 and type 16,and 95%for type 8.Thus,RF can effectively evaluate the behavior of vehicles and identify attacker vehicles with high accuracy.The ultimate goal of our research is to improve content exchange and secureVNDNfromattackers.Thus,ourML-based attack detection and preventionmechanismensures trustworthy content dissemination and prevents attacker vehicles from sharing misleading information in VNDN. 展开更多
关键词 named data networking vehicular networks pull-push illusion attack machine learning
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Secure vehicular data communication in Named Data Networking
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作者 Xiaonan Wang Xilan Chen Xingwei Wang 《Digital Communications and Networks》 SCIE CSCD 2023年第1期203-210,共8页
Vehicular data misuse may lead to traffic accidents and even loss of life,so it is crucial to achieve secure vehicular data communications.This paper focuses on secure vehicular data communications in the Named Data N... Vehicular data misuse may lead to traffic accidents and even loss of life,so it is crucial to achieve secure vehicular data communications.This paper focuses on secure vehicular data communications in the Named Data Networking(NDN).In NDN,names,provider IDs and data are transmitted in plaintext,which exposes vehicular data to security threats and leads to considerable data communication costs and failure rates.This paper proposes a Secure vehicular Data Communication(SDC)approach in NDN to supress data communication costs and failure rates.SCD constructs a vehicular backbone to reduce the number of authenticated nodes involved in reverse paths.Only the ciphtertext of the name and data is included in the signed Interest and Data and transmitted along the backbone,so the secure data communications are achieved.SCD is evaluated,and the data results demonstrate that SCD achieves the above objectives. 展开更多
关键词 named data networking Reverse path Secure data communication
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SAFT-VNDN: A Socially-Aware Forwarding Technique in Vehicular Named Data Detworking
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作者 Amel Boudelaa Zohra Abdelhafidi +4 位作者 Nasreddine Lagraa Chaker Abdelaziz Kerrache Muhammad Bilal Daehan Kwak Mohamed Bachir Yagoubi 《Computers, Materials & Continua》 SCIE EI 2022年第11期2495-2512,共18页
Vehicular Social Networks(VSNs)is the bridge of social networks and Vehicular Ad-Hoc Networks(VANETs).VSNs are promising as they allow the exchange of various types of contents in large-scale through Vehicle-to-Vehicl... Vehicular Social Networks(VSNs)is the bridge of social networks and Vehicular Ad-Hoc Networks(VANETs).VSNs are promising as they allow the exchange of various types of contents in large-scale through Vehicle-to-Vehicle(V2V)and Vehicle-to-Infrastructure(V2I)communication protocols.Vehicular Named Data Networking(VNDN)is an auspicious communication paradigm for the challenging VSN environment since it can optimize content dissemination by decoupling contents from their physical locations.However,content dissemination and caching represent crucial challenges in VSNs due to short link lifetime and intermittent connectivity caused by vehicles’high mobility.Our aim with this paper is to improve content delivery and cache hit ratio,as well as decrease the transmission delay between end-users.In this regard,we propose a novel hybrid VNDN-VSN forwarding technique based on social communities,which allows requester vehicles to easily find the most suitable forwarder or producer among the community members in their neighborhood area.Furthermore,we introduce an effective caching mechanism by dividing the content store into two parts,one for community private contents and the second one for public contents.Simulation results show that our proposed forwarding technique can achieve a favorable performance compared with traditional VNDN,in terms of data delivery ratio,average data delivery delay,and cache hit ratio. 展开更多
关键词 Vehicular Social networks(VSNs) Vehicular named data networking forwarding technique social communities
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Research on the Method of Implementing Named Data Network Interconnection Based on IP Network
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作者 Yabin Xu Lufa Qin Xiaowei Xu 《Journal of Cyber Security》 2022年第1期41-55,共15页
In order to extend the application scope of NDN and realize the transmission of different NDNs across IP networks,a method for interconnecting NDN networks distributed in different areas with IP networks is proposed.F... In order to extend the application scope of NDN and realize the transmission of different NDNs across IP networks,a method for interconnecting NDN networks distributed in different areas with IP networks is proposed.Firstly,the NDN data resource is located by means of the DNS mechanism,and the gateway IP address of the NDN network where the data resource is located is found.Then,the transmission between different NDNs across the IP network is implemented based on the tunnel technology.In addition,in order to achieve efficient and fast NDN data forwarding,we have added a small number of NDN service nodes in the IP network,and proposed an adaptive probabilistic forwarding strategy and a link cost function-based forwarding strategy to make NDN data obtaining the cache service provided by the NDN service node as much as possible.The results of analysis and simulation experiments show that,the interconnectionmethod of NDN across IP network proposed is generally effective and feasible,and the link cost function forwarding strategy is better than the adaptive probability forwarding strategy. 展开更多
关键词 ndn IP network named data network interconnection adaptive probability forwarding strategy link cost function forwarding strategy
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IS: Interest Set to Enhance Flow Transmission in Named-Data Networking
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作者 JIANG Xiaoke BI Jun 《China Communications》 SCIE CSCD 2016年第S1期65-71,共7页
Named-data Networking(NDN) is a promising future Internet architecture, which introduces some evolutionary elements into layer-3, e.g., consumer-driven communication, soft state on data forwarding plane and hop-byhop ... Named-data Networking(NDN) is a promising future Internet architecture, which introduces some evolutionary elements into layer-3, e.g., consumer-driven communication, soft state on data forwarding plane and hop-byhop traffic control. And those elements ensure data holders to solely return the requested data within the lifetime of the request, instead of pushing data whenever needed and whatever it is. Despite the dispute on the advantages and their prices, this pattern requires data consumers to keep sending requests at the right moments for continuous data transmission, resulting in significant forwarding cost and sophisticated application design. In this paper, we propose Interest Set(IS) mechanism, which compresses a set of similar Interests into one request, and maintains a relative long-term data returning path with soft state and continuous feedback from upstream. In this way, IS relaxes the above requirement, and scales NDN data forwarding by reducing forwarded requests and soft states that are needed to retrieve a given set of data. 展开更多
关键词 index terms—named-data networkING FLOW TRANSMISSION
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Enhancing Interest Forwarding for Fast Recovery from Unanticipated Data Access Failure in NDN 被引量:1
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作者 Xiaoyan Hu Xuhui Liu +2 位作者 Lixia Zhao Jian Gong Guang Cheng 《China Communications》 SCIE CSCD 2019年第7期120-130,共11页
We show that an aggregated Interest in Named Data Networking (NDN) may fail to retrieve desired data since the Interest previously sent upstream for the same content is judged as a duplicate one and then dropped by an... We show that an aggregated Interest in Named Data Networking (NDN) may fail to retrieve desired data since the Interest previously sent upstream for the same content is judged as a duplicate one and then dropped by an upstream node due to its multipath forwarding. Furthermore, we propose NDRUDAF, a NACK based mechanism that enhances the Interest forwarding and enables Detection and fast Recovery from such Unanticipated Data Access Failure. In the NDN enhanced with NDRUDAF, the router that aggregates the Interest detects such unanticipated data access failure based on a negative acknowledgement from the upstream node that judges the Interest as a duplicate one. Then the router retransmits the Interest as soon as possible on behalf of the requester whose Interest is aggregated to fast recover from the data access failure. We qualitatively and quantitatively analyze the performance of the NDN enhanced with our proposed NDRUDAF and compare it with that of the present NDN. Our experimental results validate that NDRUDAF improves the system performance in case of such unanticipated data access failure in terms of data access delay and network resource utilization efficiency at routers. 展开更多
关键词 named data networking INTEREST aggregation multipath FORWARDING data access FAILURE negative ACKNOWLEDGEMENT
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基于预测的V-NDN多决策兴趣包转发方法
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作者 邢光林 朱远 《中南民族大学学报(自然科学版)》 2025年第3期365-372,共8页
车载命名数据网络(V-NDN)是基于车载自组织网络(VANET)建立通信的一种新型网络框架.洪泛转发策略在当前V-NDN中被广泛使用,造成大量的网络资源被浪费.针对上述问题,提出基于预测的多决策兴趣包转发方法(KMNDN),该方法实现了通过内容发... 车载命名数据网络(V-NDN)是基于车载自组织网络(VANET)建立通信的一种新型网络框架.洪泛转发策略在当前V-NDN中被广泛使用,造成大量的网络资源被浪费.针对上述问题,提出基于预测的多决策兴趣包转发方法(KMNDN),该方法实现了通过内容发现来定位内容节点,根据车辆运动状态构造转发路径,以减少网络中的无用流量.为保证链路稳定性,在链路构造过程中结合卡尔曼滤波预测、速度以及备选节点车流密度,再通过设定权重对待选车辆进行排序,从而选择出风险最小的节点作为下一跳.实验结果显示:所提方法在提高数据包交付率,以及降低网络时延方面具有一定优势. 展开更多
关键词 车辆命名数据网络 兴趣包转发 卡尔曼滤波 CRITIC权重法
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Caching Strategies in NDN Based Wireless Ad Hoc Network:A Survey 被引量:1
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作者 Ahmed Khalid Rana Asif Rehman Byung-Seo Kim 《Computers, Materials & Continua》 SCIE EI 2024年第7期61-103,共43页
Wireless Ad Hoc Networks consist of devices that are wirelessly connected.Mobile Ad Hoc Networks(MANETs),Internet of Things(IoT),and Vehicular Ad Hoc Networks(VANETs)are the main domains of wireless ad hoc network.Int... Wireless Ad Hoc Networks consist of devices that are wirelessly connected.Mobile Ad Hoc Networks(MANETs),Internet of Things(IoT),and Vehicular Ad Hoc Networks(VANETs)are the main domains of wireless ad hoc network.Internet is used in wireless ad hoc network.Internet is based on Transmission Control Protocol(TCP)/Internet Protocol(IP)network where clients and servers interact with each other with the help of IP in a pre-defined environment.Internet fetches data from a fixed location.Data redundancy,mobility,and location dependency are the main issues of the IP network paradigm.All these factors result in poor performance of wireless ad hoc networks.The main disadvantage of IP is that,it does not provide in-network caching.Therefore,there is a need to move towards a new network that overcomes these limitations.Named Data Network(NDN)is a network that overcomes these limitations.NDN is a project of Information-centric Network(ICN).NDN provides in-network caching which helps in fast response to user queries.Implementing NDN in wireless ad hoc network provides many benefits such as caching,mobility,scalability,security,and privacy.By considering the certainty,in this survey paper,we present a comprehensive survey on Caching Strategies in NDN-based Wireless AdHocNetwork.Various cachingmechanism-based results are also described.In the last,we also shed light on the challenges and future directions of this promising field to provide a clear understanding of what caching-related problems exist in NDN-based wireless ad hoc networks. 展开更多
关键词 Content centric network Internet of Things mobile ad hoc network named data network vehicular ad hoc network
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A Hierarchal Clustered Based Proactive Caching in NDN-Based Vehicular Network 被引量:1
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作者 Muhammad Yasir Khan Muhammad Adnan +3 位作者 Jawaid Iqbal Noor ul Amin Byeong-Hee Roh Jehad Ali 《Computer Systems Science & Engineering》 SCIE EI 2023年第10期1185-1208,共24页
An Information-Centric Network(ICN)provides a promising paradigm for the upcoming internet architecture,which will struggle with steady growth in data and changes in accessmodels.Various ICN architectures have been de... An Information-Centric Network(ICN)provides a promising paradigm for the upcoming internet architecture,which will struggle with steady growth in data and changes in accessmodels.Various ICN architectures have been designed,including Named Data Networking(NDN),which is designed around content delivery instead of hosts.As data is the central part of the network.Therefore,NDN was developed to get rid of the dependency on IP addresses and provide content effectively.Mobility is one of the major research dimensions for this upcoming internet architecture.Some research has been carried out to solve the mobility issues,but it still has problems like handover delay and packet loss ratio during real-time video streaming in the case of consumer and producer mobility.To solve this issue,an efficient hierarchical Cluster Base Proactive Caching for Device Mobility Management(CB-PC-DMM)in NDN Vehicular Networks(NDN-VN)is proposed,through which the consumer receives the contents proactively after handover during the mobility of the consumer.When a consumer moves to the next destination,a handover interest is sent to the connected router,then the router multicasts the consumer’s desired data packet to the next hop of neighboring routers.Thus,once the handover process is completed,consumers can easily get the content to the newly connected router.A CB-PCDMM in NDN-VN is proposed that improves the packet delivery ratio and reduces the handover delay aswell as cluster overhead.Moreover,the intra and inter-domain handover handling procedures in CB-PC-DMM for NDN-VN have been described.For the validation of our proposed scheme,MATLAB simulations are conducted.The simulation results show that our proposed scheme reduces the handover delay and increases the consumer’s interest satisfaction ratio.The proposed scheme is compared with the existing stateof-the-art schemes,and the total percentage of handover delays is decreased by up to 0.1632%,0.3267%,2.3437%,2.3255%,and 3.7313%at the mobility speeds of 5 m/s,10 m/s,15 m/s,20 m/s,and 25 m/s,and the efficiency of the packet delivery ratio is improved by up to 1.2048%,5.0632%,6.4935%,6.943%,and 8.4507%.Furthermore,the simulation results of our proposed scheme show better efficiency in terms of Packet Delivery Ratio(PDR)from 0.071 to 0.077 and a decrease in the handover delay from 0.1334 to 0.129. 展开更多
关键词 Vehicular network named data networking CACHING hierarchical architecture
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Proposed Caching Scheme for Optimizing Trade-off between Freshness and Energy Consumption in Name Data Networking Based IoT 被引量:1
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作者 Rahul Shrimali Hemal Shah Riya Chauhan 《Advances in Internet of Things》 2017年第2期11-24,共14页
Over the last few years, the Internet of Things (IoT) has become an omnipresent term. The IoT expands the existing common concepts, anytime and anyplace to the connectivity for anything. The proliferation in IoT offer... Over the last few years, the Internet of Things (IoT) has become an omnipresent term. The IoT expands the existing common concepts, anytime and anyplace to the connectivity for anything. The proliferation in IoT offers opportunities but may also bear risks. A hitherto neglected aspect is the possible increase in power consumption as smart devices in IoT applications are expected to be reachable by other devices at all times. This implies that the device is consuming electrical energy even when it is not in use for its primary function. Many researchers’ communities have started addressing storage ability like cache memory of smart devices using the concept called—Named Data Networking (NDN) to achieve better energy efficient communication model. In NDN, memory or buffer overflow is the common challenge especially when internal memory of node exceeds its limit and data with highest degree of freshness may not be accommodated and entire scenarios behaves like a traditional network. In such case, Data Caching is not performed by intermediate nodes to guarantee highest degree of freshness. On the periodical updates sent from data producers, it is exceedingly demanded that data consumers must get up to date information at cost of lease energy. Consequently, there is challenge in maintaining tradeoff between freshness energy consumption during Publisher-Subscriber interaction. In our work, we proposed the architecture to overcome cache strategy issue by Smart Caching Algorithm for improvement in memory management and data freshness. The smart caching strategy updates the data at precise interval by keeping garbage data into consideration. It is also observed from experiment that data redundancy can be easily obtained by ignoring/dropping data packets for the information which is not of interest by other participating nodes in network, ultimately leading to optimizing tradeoff between freshness and energy required. 展开更多
关键词 Internet of Things (IoT) named data networkING Smart CACHING Table Pending INTEREST Forwarding INFORMATION Base CONTENT Store CONTENT Centric networkING INFORMATION Centric networkING data & INTEREST Packets SCTSmart CACHING
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基于离线-在线DRL的NDN缓存策略
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作者 桂易琪 李鹏海 +2 位作者 王鹏程 杭志伟 张璐 《扬州大学学报(自然科学版)》 2025年第4期60-71,共12页
网络内容传递需求激增推动信息中心网络(information centric networking,ICN)成为研究热点。针对网络节点缓存容量有限所引发的数据访问效率低及网络拥塞问题,提出了一种结合离线训练与在线微调的深度强化学习(deep reinforcement lear... 网络内容传递需求激增推动信息中心网络(information centric networking,ICN)成为研究热点。针对网络节点缓存容量有限所引发的数据访问效率低及网络拥塞问题,提出了一种结合离线训练与在线微调的深度强化学习(deep reinforcement learning,DRL)缓存策略。基于隐式强化学习(implicit Ql-earn ing,IQL)模型,利用命名数据网络(named data networking,NDN)的缓存日志进行离线训练,学习最优缓存决策策略。该策略综合考虑了节点重要性、边缘度、闲置率和内容流行度等多维状态属性,以提升缓存决策的效率和效能。离线训练后,该策略被部署到实际NDN网络中进行在线微调,适应网络环境的动态变化。实验结果表明,与现有典型缓存策略相比,所提策略在缓存命中率、延迟和路径拉伸率等方面均有所提升。 展开更多
关键词 命名数据网络 缓存策略 深度强化学习 离线训练-在线微调
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自然灾害场景下基于兴趣偏好与局部流行度的NDN缓存优化策略研究
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作者 聂堰 赵长名 王旨 《软件导刊》 2025年第6期136-141,共6页
针对传统的TCP/IP网络在处理重大自然灾害情况时存在缓存局部性能差和更新延迟的问题,提出一种自然灾害下基于兴趣偏好与局部流行度的NDN缓存优化策略(BIPLP)。该策略采用命名数据网络(NDN)替代TCP/IP网络,通过对用户兴趣偏好的分析,确... 针对传统的TCP/IP网络在处理重大自然灾害情况时存在缓存局部性能差和更新延迟的问题,提出一种自然灾害下基于兴趣偏好与局部流行度的NDN缓存优化策略(BIPLP)。该策略采用命名数据网络(NDN)替代TCP/IP网络,通过对用户兴趣偏好的分析,确定用户对不同内容的需求程度,并结合路由节点处的局部流行度和请求代价来计算缓存概率,决定是否在路由节点进行缓存操作,使用户感兴趣的内容能够更快被缓存。仿真实验结果显示,相比NDN中常见的缓存策略,该缓存优化策略在自然灾害背景下能针对不同内容进行有效的数据传输,提高了缓存命中率,减少了网络拥塞,降低了网络延迟,具有一定的可行性。 展开更多
关键词 命名数据网络 缓存策略 兴趣偏好 局部流行度 请求代价
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基于SDN与NDN的卫星网络多约束路由算法 被引量:5
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作者 刘治国 姚巧雨 潘成胜 《计算机应用研究》 CSCD 北大核心 2022年第8期2454-2458,共5页
针对NDN卫星网络内容传输时延高、丢包率高且请求命中率低的问题,提出了一种基于SDN与NDN的卫星网络多约束路由算法,并命名为SNMcRA。基于SDN的集中控制与全局视图,通过建立多约束路由模型,将链路多约束信息与蚁群算法相结合以求解满足... 针对NDN卫星网络内容传输时延高、丢包率高且请求命中率低的问题,提出了一种基于SDN与NDN的卫星网络多约束路由算法,并命名为SNMcRA。基于SDN的集中控制与全局视图,通过建立多约束路由模型,将链路多约束信息与蚁群算法相结合以求解满足时延、带宽、丢包率多约束的代价最小路径,由节点在包转发的过程中动态完成转发表FIB和待定请求表PIT的构建。实验结果表明,该算法与DSP算法相比时延降低了35%,带宽利用率提升了29%,丢包率降低了17%,并且在请求命中率方面也具有显著优势。 展开更多
关键词 SDN ndn 卫星网络 路由算法
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LEO卫星网络中基于拥塞感知和内容价值的自适应缓存部署
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作者 刘忠禹 谢亚琴 +1 位作者 张余 朱建月 《电子与信息学报》 北大核心 2026年第2期651-661,共11页
低地球轨道(LEO)卫星网络凭借其全球无缝覆盖与低传输延迟的优势,被视为空天地一体化通信系统的关键组成部分。然而,用户请求若未命中本地卫星缓存,则需通过星间链路或星地链路回源,从而引入较高延迟。同时,受限于星载硬件资源,卫星节... 低地球轨道(LEO)卫星网络凭借其全球无缝覆盖与低传输延迟的优势,被视为空天地一体化通信系统的关键组成部分。然而,用户请求若未命中本地卫星缓存,则需通过星间链路或星地链路回源,从而引入较高延迟。同时,受限于星载硬件资源,卫星节点的存储容量极为有限,难以支持大规模内容缓存,这对动态自适应的缓存部署机制设计提出了严峻挑战。该文聚焦LEO卫星网络中的缓存部署问题,基于拥塞感知和内容价值,提出一种自适应缓存部署方案,根据网络的实时状态实施缓存决策,从而提升缓存命中率、降低星地回传负载、优化用户服务质量。首先,卫星节点实时监测链路拥塞状态,并将链路拥塞的概率通过数据包反馈给下游节点;其次,结合兴趣包的内容流行度、数据包的新鲜度构建二维价值评估模型;最后,依据拥塞等级动态调整缓存阈值,再结合跳数控制因子进行缓存决策。仿真结果表明,所提策略在缓存命中率、平均路由跳数及平均请求时延3项核心指标上均优于基于流行度感知的邻近度缓存(PaCC)与处处缓存(LCE)策略:在缓存容量动态变化场景下,缓存命中率较PaCC和LCE策略分别提升9.5%和43.7%;在Zipf分布参数变化场景下,缓存命中率较上述2种策略分别提升8.7%和29.1%;在网络传输性能方面,所提策略的平均路由跳数较PaCC策略总体下降2.24%,平均请求时延则较PaCC和LCE策略总体下降2.8%和9.5%。 展开更多
关键词 低轨卫星网络 命名数据网络 缓存部署 拥塞感知
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NDN网络中基于路径上缓存的多路径路由机制 被引量:1
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作者 黄胜 姜良浩 +2 位作者 郝言明 刘四军 何玉杰 《计算机工程与设计》 北大核心 2017年第12期3191-3196,共6页
为充分利用命名数据网络内缓存的内容,提出一种基于路径上缓存的多路径路由机制MRBRC。边缘节点通过扩展的转发信息表,描述不同内容在每条路径上请求热度的不同(即路径上缓存副本存在的可能性不同),为每个内容条目维护多条可用路径。在... 为充分利用命名数据网络内缓存的内容,提出一种基于路径上缓存的多路径路由机制MRBRC。边缘节点通过扩展的转发信息表,描述不同内容在每条路径上请求热度的不同(即路径上缓存副本存在的可能性不同),为每个内容条目维护多条可用路径。在下一次请求到达时,路由器根据转发信息表中的记录实现有目的性的转发。仿真结果表明,该策略能够在一定程度上提升请求在网内节点的命中率,减小时延,降低请求命中的平均跳数。 展开更多
关键词 命名数据网络 多路径转发 路由 缓存 有目的性的转发
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