A LDDoS-Aware Energy-Efficient Multipathing Scheme for Mobile Cloud Computing Systems

The multi-homed mobile devices in the mobile cloud computing (MCC) systems can improve their throughput by allocating the application data over several paths simultaneously, enabled by the promising Multipath TCP (MPTCP) technology. Meanwhile, network attacks against current Internet infrastructures...

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Published inIEEE access Vol. 5; pp. 21862 - 21872
Main Authors Cao, Yuanlong, Song, Fei, Liu, Qinghua, Huang, Minghe, Wang, Hao, You, Ilsun
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 01.01.2017
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN2169-3536
2169-3536
DOI10.1109/ACCESS.2017.2731899

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Abstract The multi-homed mobile devices in the mobile cloud computing (MCC) systems can improve their throughput by allocating the application data over several paths simultaneously, enabled by the promising Multipath TCP (MPTCP) technology. Meanwhile, network attacks against current Internet infrastructures are likely to increase, especially with the widely deployment of MCC systems. When a MPTCP connection is under network attacks and becomes a poor-performing path or a broken path, it can significantly affect other stable paths and in the absence of related schemes to handle this, MPTCP will undoubtedly suffer from serious performance degradation. Moreover, applying MPTCP to cloud data delivery may generally lead to higher energy consumption and is not favorable to a power-constrained mobile device. In this paper, we propose MPTCP-La/E 2 , a low-rate distributed denial-of-service (LDDoS) attack-aware energy-efficient MPTCP solution aiming at: 1) avoiding the LDDoS-caused performance degradation of cloud multipath transmission, which has been seldom considered in existing MPTCP solutions and 2) optimizing the energy usage while still maintaining user's perceived quality of cloud multipathing services. The simulation results show that MPTCP-La/E 2 outperforms the baseline MPTCP in terms of QoS and energy-savings in a multihomed MCC network environment.
AbstractList The multi-homed mobile devices in the mobile cloud computing (MCC) systems can improve their throughput by allocating the application data over several paths simultaneously, enabled by the promising Multipath TCP (MPTCP) technology. Meanwhile, network attacks against current Internet infrastructures are likely to increase, especially with the widely deployment of MCC systems. When a MPTCP connection is under network attacks and becomes a poor-performing path or a broken path, it can significantly affect other stable paths and in the absence of related schemes to handle this, MPTCP will undoubtedly suffer from serious performance degradation. Moreover, applying MPTCP to cloud data delivery may generally lead to higher energy consumption and is not favorable to a power-constrained mobile device. In this paper, we propose MPTCP-La/E2, a low-rate distributed denial-of-service (LDDoS) attack-aware energy-efficient MPTCP solution aiming at: 1) avoiding the LDDoS-caused performance degradation of cloud multipath transmission, which has been seldom considered in existing MPTCP solutions and 2) optimizing the energy usage while still maintaining user's perceived quality of cloud multipathing services. The simulation results show that MPTCP-La/E2 outperforms the baseline MPTCP in terms of QoS and energy-savings in a multihomed MCC network environment.
The multi-homed mobile devices in the mobile cloud computing (MCC) systems can improve their throughput by allocating the application data over several paths simultaneously, enabled by the promising Multipath TCP (MPTCP) technology. Meanwhile, network attacks against current Internet infrastructures are likely to increase, especially with the widely deployment of MCC systems. When a MPTCP connection is under network attacks and becomes a poor-performing path or a broken path, it can significantly affect other stable paths and in the absence of related schemes to handle this, MPTCP will undoubtedly suffer from serious performance degradation. Moreover, applying MPTCP to cloud data delivery may generally lead to higher energy consumption and is not favorable to a power-constrained mobile device. In this paper, we propose MPTCP-La/E 2 , a low-rate distributed denial-of-service (LDDoS) attack-aware energy-efficient MPTCP solution aiming at: 1) avoiding the LDDoS-caused performance degradation of cloud multipath transmission, which has been seldom considered in existing MPTCP solutions and 2) optimizing the energy usage while still maintaining user's perceived quality of cloud multipathing services. The simulation results show that MPTCP-La/E 2 outperforms the baseline MPTCP in terms of QoS and energy-savings in a multihomed MCC network environment.
Author Yuanlong Cao
Qinghua Liu
Hao Wang
Minghe Huang
Ilsun You
Fei Song
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Cites_doi 10.1109/TCOMM.2016.2584615
10.1109/TNET.2014.2300140
10.1109/TBC.2016.2590819
10.1109/MCC.2017.14
10.1109/CC.2017.7868178
10.1109/TCSVT.2014.2376138
10.1109/LCOMM.2016.2542809
10.1109/TVT.2016.2543842
10.1109/INFOCOM.2016.7524600
10.1109/TMC.2015.2504091
10.1109/TIFS.2011.2107320
10.1109/TNET.2016.2527759
10.17487/rfc6824
10.1109/COMST.2016.2558818
10.1109/MCOM.2016.7432153
10.1109/JSAC.2017.2659478
10.1145/2632951.2632971
10.1109/LCOMM.2011.120211.111818
10.1109/LCN.2015.7366348
10.1109/TMC.2015.2497238
10.1109/LCN.2016.26
10.1109/MIC.2015.70
10.1109/TDSC.2015.2443807
10.1109/TBC.2009.2015985
10.1109/icc.2011.5962991
10.1109/TIFS.2014.2321034
10.1504/IJAHUC.2015.069492
10.1186/s13638-016-0728-8
10.1109/INFOCOM.2014.6848120
10.1007/s11277-015-2304-7
10.1109/TWC.2016.2545656
10.1016/j.pmcj.2015.05.002
10.1109/ICNP.2014.47
10.1145/2627585.2627596
10.1109/TNET.2014.2379698
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References ref13
ref12
ref37
ref15
ref36
ref14
ref31
ref32
ref10
cao (ref11) 0
lee (ref41) 2009; 55
ref2
chen (ref28) 2013
ref1
ref39
ref17
ref38
ref16
ref19
ref18
nikravesh (ref35) 2016
(ref42) 1996
wu (ref23) 2017; 35
ref24
ref26
ref25
ref20
ref22
ref21
(ref30) 2017
ref27
ref29
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
xu (ref34) 2015; 25
paxson (ref33) 2000
References_xml – ident: ref12
  doi: 10.1109/TCOMM.2016.2584615
– ident: ref18
  doi: 10.1109/TNET.2014.2300140
– ident: ref3
  doi: 10.1109/TBC.2016.2590819
– ident: ref29
  doi: 10.1109/MCC.2017.14
– ident: ref40
  doi: 10.1109/CC.2017.7868178
– volume: 25
  start-page: 1175
  year: 2015
  ident: ref34
  article-title: Cross-layer fairness-driven concurrent multipath video delivery over heterogeneous wireless networks
  publication-title: IEEE Trans Circuits Syst Video Technol
  doi: 10.1109/TCSVT.2014.2376138
– ident: ref32
  doi: 10.1109/LCOMM.2016.2542809
– ident: ref14
  doi: 10.1109/TVT.2016.2543842
– year: 1996
  ident: ref42
  publication-title: Methods for subjective determination of transmission quality
– ident: ref13
  doi: 10.1109/INFOCOM.2016.7524600
– ident: ref2
  doi: 10.1109/TMC.2015.2504091
– ident: ref31
  doi: 10.1109/TIFS.2011.2107320
– start-page: 1291
  year: 2013
  ident: ref28
  article-title: An energy-aware multipath-TCP-based content delivery scheme in heterogeneous wireless networks
  publication-title: Proc IEEE WCNC
– ident: ref10
  doi: 10.1109/TNET.2016.2527759
– ident: ref5
  doi: 10.17487/rfc6824
– ident: ref7
  doi: 10.1109/COMST.2016.2558818
– ident: ref9
  doi: 10.1109/MCOM.2016.7432153
– ident: ref1
  doi: 10.1109/JSAC.2017.2659478
– year: 2000
  ident: ref33
  publication-title: Computing TCP's Retransmission Timer
– ident: ref24
  doi: 10.1145/2632951.2632971
– ident: ref27
  doi: 10.1109/LCOMM.2011.120211.111818
– ident: ref26
  doi: 10.1109/LCN.2015.7366348
– year: 2017
  ident: ref30
  publication-title: MPTCP-NS3 Project
– ident: ref15
  doi: 10.1109/TMC.2015.2497238
– ident: ref16
  doi: 10.1109/LCN.2016.26
– ident: ref22
  doi: 10.1109/MIC.2015.70
– ident: ref21
  doi: 10.1109/TDSC.2015.2443807
– volume: 55
  start-page: 516
  year: 2009
  ident: ref41
  article-title: Performance-aware replication of distributed pre-recorded IPTV content
  publication-title: IEEE Trans Broadcast
  doi: 10.1109/TBC.2009.2015985
– volume: 35
  start-page: 30
  year: 2017
  ident: ref23
  article-title: Energy-efficient bandwidth aggregation for delay-constrained video over heterogeneous wireless networks
  publication-title: IEEE J Sel Areas Commun
– ident: ref39
  doi: 10.1109/icc.2011.5962991
– ident: ref20
  doi: 10.1109/TIFS.2014.2321034
– ident: ref38
  doi: 10.1504/IJAHUC.2015.069492
– ident: ref36
  doi: 10.1186/s13638-016-0728-8
– ident: ref19
  doi: 10.1109/INFOCOM.2014.6848120
– ident: ref4
  doi: 10.1007/s11277-015-2304-7
– ident: ref8
  doi: 10.1109/TWC.2016.2545656
– start-page: 189
  year: 2016
  ident: ref35
  article-title: An in-depth understanding of multipath TCP on mobile devices: Measurement and system design
  publication-title: Proc ACM MobiCom
– ident: ref37
  doi: 10.1016/j.pmcj.2015.05.002
– year: 0
  ident: ref11
  article-title: (PU)2M2: A potentially underperforming-aware path usage management mechanism for secure MPTCP-based multipathing services
  publication-title: Concurrency Comput Pract Exp
– ident: ref17
  doi: 10.1109/ICNP.2014.47
– ident: ref25
  doi: 10.1145/2627585.2627596
– ident: ref6
  doi: 10.1109/TNET.2014.2379698
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SubjectTerms Bandwidth
Cloud computing
Denial of service attacks
Electronic devices
Energy consumption
energy usage
failure detection
low-rate DDoS attacks
Mobile cloud applications
Mobile communication
Mobile computing
Mobile handsets
Multipath TCP
Multipath transmission
Performance degradation
Performance evaluation
Power consumption
Quality of service architectures
Throughput
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Title A LDDoS-Aware Energy-Efficient Multipathing Scheme for Mobile Cloud Computing Systems
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