Combining Popularity and Locality to Enhance In-Network Caching Performance and Mitigate Pollution Attacks in Content-Centric Networking

Zhang, Guozhi; Liu, Jiqiang; Chang, Xiaolin; Chen, Zhi

doi:10.1109/access.2017.2754058

Cited by 25 publications

(6 citation statements)

References 29 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Zhang et al 24 proposed a CPA defense approach based on popularity and cache locality. Their approach is a caching strategy, which prevents the polluted contents being stored into cache.…”

Section: Related Workmentioning

confidence: 99%

An efficient caching security approach for content‐centric mobile networks in internet of things systems

Obaidat

et al. 2023

Security and Privacy

View full text Add to dashboard Cite

With the expansion of internet of things (IoT), the IP-based network architecture has been difficult to support the development of IoT. Content-centric mobile networking (CCMN) models are based on naming the content to get rid of address-space scarcity, caching the content at intermediate nodes to provide efficient data delivery, which can solve the development bottleneck ofIoT. The in-network caching is a key factor to enable practical deployments of CCMN. And it is also subject to serious security threats of cache pollution attacks (CPA), which can tamper the distribution of content and reduce the advantages of built-in cache. In addition, the identity and trust mechanism of mobile devices are also important factors hindering the deployment of CCMN. However, existing caching security mechanisms cannot be applied directly, because the features of the built-in cache, including ubiquity, mobility, and heterogeneity, bring new challenges on designing the caching security mechanism against CPA. In this article, we propose a lightweight CPA detection and defense approach for CCMN. We first model the attack and defense process of CPA as a dynamic game, which can optimize the performance of the attack detection. Then, we adopt popularity analysis to detect CPA, and accurately estimate the current network and attack state by a logical regression algorithm. Our design can also intelligently maintain the identity and trust mechanism.Finally, we design a punishment mechanism to deal with the attackers. Extensive simulations demonstrate that our approach can detect CPA efficiently, mitigate the impact of CPA effectively. Our game model can reduce the impact of locality-disruption attack and false-locality attack by 60% and 30%, respectively, compared with the state-of-the-art methods. When the game reaches Nash equilibrium, our model can reduce the impact of CPA on cache hit ratio by 55% on average.

show abstract

“…Zhang et al 24 proposed a CPA defense approach based on popularity and cache locality. Their approach is a caching strategy, which prevents the polluted contents being stored into cache.…”

Section: Related Workmentioning

confidence: 99%

An efficient caching security approach for content‐centric mobile networks in internet of things systems

Obaidat

et al. 2023

Security and Privacy

View full text Add to dashboard Cite

show abstract

“…Attack Type Popularity Matric Memory Overhead Computational Overhead Park et al [17] LDA Entropy-based Detection Low High Xie et al [22] LDA Shield Function High High Conti et al [4] Both VOM Low Low Karami et al [13] Both ANFIS-based Decision Low Low Xu et al [23] Both LFM Sketch Low Low Kamimoto et al [12] FLA WRVP Low Low Salah et al [18] Both RR High Low Zhang et al [25] LDA COV and PPP Low Low Zen et al [20] FLA Four parameters High Low Singh and Ujjwal [24] Both Interest popularity High Low…”

Section: Refmentioning

confidence: 99%

“…Hence, the hit ratio of the requests generated by legitimate consumers decreases. Most of the countermeasures [17,22,4,13,23,12,18,25] employed for mitigating LDA are caching schemes based on the local popularity of contents. These schemes calculate the popularity of contents based on the statistics of the router.…”

Section: Introductionmentioning

confidence: 99%

IBPC: An Approach for Mitigation of Cache Pollution Attack in NDN using Interface-Based Popularity

Kumar

Srivastava

2023

Arab J Sci Eng

View full text Add to dashboard Cite

The performance of Named Data Networking (NDN) depends on the caching efficiency of routers. Cache Pollution Attack (CPA) refers to colonization of unpopular contents in the Content Store (CS) of an NDN router, which leads to declined Quality of Service (QoS) in NDN. CPA has very few solutions proposed for its mitigation. Most of these solutions are based on the statistics of the router itself. However, an attacker can influence these statistics by requesting unpopular contents repeatedly. This article proposes a new parameter for the detection of CPA, which is based on the number of distinct users requesting interest packets for a content over a period of time. The local popularity of the attackers' content does not affect the proposed approach. Results show that the proposed approach consumes less storage, reduces processing time, and more effectively mitigates the CPA, as compared to the other existing approaches.

show abstract

“…Finally, each interest that requests a blacklisted prefix will be dropped. Zhang et al [18] propose a mechanism based on the Coefficient of Variation (CV), where the decision is made based on several parameters, namely : The prefix received x, the interface from which the interest is received and the frequency of sending such an interest.…”

Section: Interest Flooding Attack and Its Impactmentioning

confidence: 99%

Attacks, Detection Mechanisms and Their Limits in Named Data Networking (NDN)

Hidouri

Hadded

Touati

et al. 2022

Lecture Notes in Computer Science

View full text Add to dashboard Cite

HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L'archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d'enseignement et de recherche français ou étrangers, des laboratoires publics ou privés.

show abstract

Combining Popularity and Locality to Enhance In-Network Caching Performance and Mitigate Pollution Attacks in Content-Centric Networking

Cited by 25 publications

References 29 publications

An efficient caching security approach for content‐centric mobile networks in internet of things systems

An efficient caching security approach for content‐centric mobile networks in internet of things systems

IBPC: An Approach for Mitigation of Cache Pollution Attack in NDN using Interface-Based Popularity

Attacks, Detection Mechanisms and Their Limits in Named Data Networking (NDN)

Contact Info

Product

Resources

About