Learning-TCP: A stochastic approach for efficient update in TCP congestion window in ad hoc wireless networks
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The deterministic nature of TCP is more prone to cause higher contention losses and CWND synchronization problems in WANET, due to node mobility that continuously modifies the wireless multi-hop paths.
“the deterministic nature of TCP is more prone to cause higher contention losses and CWND synchronization problems in WANET, due to node mobility that continuously modifies the wireless multi-hop paths [29,379].”
From A comprehensive survey on machine learning for networking: Evolution, applications and research opportunities (2018) · cites this paper as [29]
Several simulations in ns-2 and GloMoSim show that both Learning-TCP and TCP-FALA outperform standard TCP-NewReno in terms of packet loss, goodput, and fairness.
“Several simulations in ns-2 and GloMoSim show that both Learning-TCP and TCP-FALA outperform standard TCP-NewReno in terms of packet loss, goodput, and fairness.”
From A comprehensive survey on machine learning for networking: Evolution, applications and research opportunities (2018) · cites this paper as [29]
Some RL-based approaches for updating CWND are designed for resource-constrained networks including WANETs and IoT, while others address wider network architectures such as satellite, cellular, and data center networks.
“Some of these approaches are particularly designed for resourceconstrained networks, including WANETs [29,219,379,380] and IoT [271], while others address a wider range of network architectures [30,122,477], such as satellite, cellular, and data center networks.”
From A comprehensive survey on machine learning for networking: Evolution, applications and research opportunities (2018) · cites this paper as [29]
A couple of the RL-based approaches also include experimental evaluation.
“A couple of these approaches [29,122] also include experimental evaluation.”
From A comprehensive survey on machine learning for networking: Evolution, applications and research opportunities (2018) · cites this paper as [29]
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Boutaba, R., Salahuddin, M. A., Limam, N., Ayoubi, S., Shahriar, N., Estrada-Solano, F., & Caicedo, O. M. (2018) · Journal of Internet Services and Applications · doi:10.1186/s13174-018-0087-2 · Cited by 1,036 · see citing works
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- Authors
- Badarla, V., & Murthy, C. S. R.
- Affiliations
- Indian Institute of Technology Jodhpur (IN)
- Indian Institute of Technology Madras (IN)
- Corresponding author
- Badarla, Venkataramana
- Venue
- Journal of Parallel and Distributed Computing
- Publisher
- Elsevier BV
- Published
- 2011-06
- Volume
- 71
- Issue
- 6
- Pages
- 863-878
- ISSN
- 0743-7315 (ISSN-L)
- OpenAlex
- W2088879777
- Cited by
- 12
- References
- 34
- Citations by year
- 2024: 1 · 2023: 1 · 2022: 2 · 2021: 2 · 2018: 1 · 2017: 1 · 2016: 1 · 2014: 2 · 2012: 1
- FWCI
- 1.18
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Parallel and Distributed Computing (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › Network Traffic and Congestion Control
- Physical Sciences › Computer Science › Computer Networks and Communications › Wireless Networks and Protocols
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advanced Wireless Network Optimization
- Keywords
- TCP congestion control, ad hoc networks, learning automata, TCP over wireless, packet loss reduction, TCP fairness, goodput
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