Multipath TCP-Based IoT Communication Evaluation: From the Perspective of Multipath Management with Machine Learning

Ji, Ruiwen; Cao, Yuanlong; Fan, Xiaotian; Jiang, Yirui; Lei, Gang; Ma, Yong

doi:10.3390/s20226573

Cited by 9 publications

(4 citation statements)

References 36 publications

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“…However, the research results of this paper are in the initial stage of LDDoS attack feature extraction, and the accuracy rate analysis of the experimental results has not been carried out. In the future research work, we will further improve the feature extraction method, combining machine learning [36] and Convolutional Neural Networks and other related methods to extract the features of LDDoS attacks more accurately, and then use these attack features to detect and defend against LDDoS attacks, and improve the transmission performance and service quality of the MPTCP transmission system.…”

Section: Feature Extraction Analysismentioning

confidence: 99%

Extracting Low‐Rate DDoS Attack Characteristics: The Case of Multipath TCP‐Based Communication Networks

Lei

et al. 2021

Wireless Communications and Mobile Computing

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The multipath TCP (MPTCP) enables multihomed mobile devices to realize multipath parallel transmission, which greatly improves the transmission performance of the mobile communication network. With the rapid development of all kinds of emerging technologies, network attacks have shown a trend of development with many types and rapid updates. Among them, low-rate distributed denial of service (LDDoS) attacks are considered to be one of the most threatening issues in the field of network security. In view of the current research status, by using the network simulation software NS2, this paper first compares and analyzes the throughput and delay performance of the MPTCP transmission system under LDDoS attacks and, further, conducts simulation experiments and analysis on the queue occupancy rate of the LDDoS attack flow to extract the basic attack characteristics of the LDDoS attacks. The experimental results show that the LDDoS attacks will have a major destructive effect on the throughput performance and delay performance of the MPTCP transmission system, resulting in a decrease in the robustness of the transmission system. By analyzing and comparing the occupancy rate of the LDDoS attack flow in the MPTCP transmission system, it can be concluded that (1) the occupancy rate of the LDDoS scattered pulse traffic sent by each puppet machine changes slightly, and (2) the occupancy rate of LDDoS attack data flow is much greater than that of ordinary TCP data flow.

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Section: Feature Extraction Analysismentioning

confidence: 99%

Extracting Low‐Rate DDoS Attack Characteristics: The Case of Multipath TCP‐Based Communication Networks

Lei

et al. 2021

Wireless Communications and Mobile Computing

Self Cite

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“…The MPTCP transmits data over multiple paths by using subflows. The aim of this scheme is to increase throughput and robustness [28]. One common application of multipath communication in mobile phones is to use Wi-Fi and 3G paths simultaneously to transfer data in parallel, so that if any network path fails then another could be used for data transfer [29].…”

Section: Background and Related Workmentioning

confidence: 99%

“…But the aggressive behavior of Fast TCP causes more packet losses in congested networks. In [28], the authors proposed machine learning methods for MPTCP path management to select high quality paths.…”

Section: Background and Related Workmentioning

confidence: 99%

MFVL HCCA: A Modified Fast-Vegas-LIA Hybrid Congestion Control Algorithm for MPTCP Traffic Flows in Multihomed Smart Gas IoT Networks

Mudassir

Baig

2021

Electronics

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Multihomed smart gas meters are Internet of Things (IoT) devices that transmit information wirelessly to a cloud or remote database via multiple network paths. The information is utilized by the smart gas grid for accurate load forecasting and several other important tasks. With the rapid growth in such smart IoT networks and data rates, reliable transport layer protocols with efficient congestion control algorithms are required. The small Transmission Control Protocol/Internet Protocol (TCP/IP) stacks designed for IoT devices still lack efficient congestion control schemes. Multipath transmission control protocol (MPTCP) based congestion control algorithms are among the recent research topics. Many coupled and uncoupled congestion control algorithms have been proposed by researchers. The default congestion control algorithm for MPTCP is coupled congestion control by using the linked-increases algorithm (LIA). In battery powered smart meters, packet retransmissions consume extra power and low goodput results in poor system performance. In this study, we propose a modified Fast-Vegas-LIA hybrid congestion control algorithm (MFVL HCCA) for MPTCP by considering the requirements of a smart gas grid. Our novel algorithm operates in uncoupled congestion control mode as long as there is no shared bottleneck and switches to coupled congestion control mode otherwise. We have presented the details of our proposed model and compared the simulation results with the default coupled congestion control for MPTCP. Our proposed algorithm in uncoupled mode shows a decrease in packet loss up to 50% and increase in average goodput up to 30%.

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“…6 (November 1, 2020) As shown in Figure 1, each mobile device within a MANET system is deemed as a node acting equally as not only a client but also a router. Its communication through network is accomplished by dispatching packets from the source node to the destination node, and when a direct source-destination link is unavailable, nodes in between are used as routers, which is also called multi-hop communication [8] [9]. It does mean to be more robust than classic central networks for its information relayed mechanism avoiding cases like a drop of just one node leads to the breaking down of the whole system.…”

Section: Introductionmentioning

confidence: 99%

Parallel Load Balancing and Over-lay Authentication System for Secure Industrial Network Communications

Ji¹,

Lei²,

Ji³

et al. 2020

ReBICTE

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On one hand, being a highly self-establishing wireless network with dynamic topology, mobile adhocnetworks (MANET) are not constrained by limitations of fixed framework, and as a consequence,MANETs are now used increasingly in a wide range of fields. On the other hand, flexibility, the typicalnature of MANET, making all nodes in an uncontrolled environment. Every node despite itssituation is equal to have an opportunity to deal with route events causing an unstable performanceof the whole MANET system. To deal such an uncertain problem within any MANET system, thispaper presents a novel model called Parallel Load Balancing and Overlay authentication System forSecure Ad-hoc Communications. The model is designed to build up an over-layer to MANET systemwith those nodes in good condition, which is called strong peers in this paper and do the routejob to avoid some bad situation like route fail or authentication fail. Simulation results comparingMANET system with and without the help of over-layer are provided to demonstrate the proposedmodel suitability for secure ad-hoc communications.

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Multipath TCP-Based IoT Communication Evaluation: From the Perspective of Multipath Management with Machine Learning

Cited by 9 publications

References 36 publications

Extracting Low‐Rate DDoS Attack Characteristics: The Case of Multipath TCP‐Based Communication Networks

Extracting Low‐Rate DDoS Attack Characteristics: The Case of Multipath TCP‐Based Communication Networks

MFVL HCCA: A Modified Fast-Vegas-LIA Hybrid Congestion Control Algorithm for MPTCP Traffic Flows in Multihomed Smart Gas IoT Networks

Parallel Load Balancing and Over-lay Authentication System for Secure Industrial Network Communications

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