{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,3]],"date-time":"2026-03-03T15:49:43Z","timestamp":1772552983012,"version":"3.50.1"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2023,2,15]],"date-time":"2023-02-15T00:00:00Z","timestamp":1676419200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,2,15]],"date-time":"2023-02-15T00:00:00Z","timestamp":1676419200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Wireless Netw"],"published-print":{"date-parts":[[2023,7]]},"DOI":"10.1007\/s11276-023-03254-3","type":"journal-article","created":{"date-parts":[[2023,2,17]],"date-time":"2023-02-17T07:33:16Z","timestamp":1676619196000},"page":"1937-1948","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["TCP-RLLD: TCP with reinforcement learning based loss differentiation for mobile adhoc networks"],"prefix":"10.1007","volume":"29","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1962-7255","authenticated-orcid":false,"given":"Hardik K.","family":"Molia","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amit D.","family":"Kothari","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,2,15]]},"reference":[{"key":"3254_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/1687-1499-2011-96","volume":"2011","author":"N Mast","year":"2011","unstructured":"Mast, N., & Owens, T. J. (2011). A survey of performance enhancement of transmission control protocol (TCP) in wireless adhoc networks. EURASIP Journal on Wireless Communications and Networking, 2011, 1\u201323.","journal-title":"EURASIP Journal on Wireless Communications and Networking"},{"key":"3254_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/1687-1499-2011-198","volume":"2011","author":"AM Al-Jubari","year":"2011","unstructured":"Al-Jubari, A. M., Othman, M., Mohd Ali, B., & Abdul Hamid, N. A. W. (2011). TCP performance in multi-hop wireless ad hoc networks challenges and solution. EURASIP Journal on Wireless Communications and Networking, 2011, 1\u201325.","journal-title":"EURASIP Journal on Wireless Communications and Networking"},{"key":"3254_CR3","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1002\/wcm.30","volume":"2","author":"V Tsaoussidis","year":"2002","unstructured":"Tsaoussidis, V., & Matta, I. (2002). Open issues on TCP for mobile computing. Journal on Wireless Communications and Mobile Computing, 2, 3\u201320.","journal-title":"Journal on Wireless Communications and Mobile Computing"},{"issue":"5","key":"3254_CR4","doi-asserted-by":"publisher","first-page":"728","DOI":"10.1109\/TSMCC.2012.2186565","volume":"42","author":"S Wang","year":"2012","unstructured":"Wang, S., Chaovalitwongse, W., & Babuska, R. (2012). Machine learning algorithms in bipedal robot control. IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), 42(5), 728\u2013743.","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews)"},{"key":"3254_CR5","unstructured":"Kotsiantis, S. B. (2007). Supervised machine learning: A review of classification techniques. In Proceedings of the 2007 Conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies) (pp. 3\u201324)."},{"issue":"3","key":"3254_CR6","doi-asserted-by":"publisher","first-page":"1448","DOI":"10.4249\/scholarpedia.1448","volume":"3","author":"F Woergoetter","year":"2008","unstructured":"Woergoetter, F., & Porr, B. (2008). Reinforcement learning. Scholarpedia, 3(3), 1448.","journal-title":"Scholarpedia"},{"issue":"2","key":"3254_CR7","doi-asserted-by":"publisher","first-page":"92","DOI":"10.1109\/MNET.2017.1700200","volume":"32","author":"M Wang","year":"2018","unstructured":"Wang, M., Cui, Y., Wang, X., Xiao, S., & Jiang, J. (2018). Machine learning for networking: Workflow, advances and opportunities. IEEE Network, 32(2), 92\u201399.","journal-title":"IEEE Network"},{"key":"3254_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s13174-018-0087-2","volume":"9","author":"Raouf Boutaba","year":"2018","unstructured":"Boutaba, Raouf, Salahuddin, Mohammad A., Limam, Noura, Ayoubi, Sara, Shahriar, Nashid, Estrada-Solano, Felipe, & Caicedo, Oscar M. (2018). A comprehensive survey on machine learning for networking: evolution, applications and research opportunities. Journal of Internet Services and Applications, 9, 1\u201399.","journal-title":"Journal of Internet Services and Applications"},{"key":"3254_CR9","doi-asserted-by":"publisher","first-page":"3526","DOI":"10.30534\/ijatcse\/2019\/132862019","volume":"8","author":"HK Molia","year":"2019","unstructured":"Molia, H. K., & Kothari, A. D. (2019). TCP with machine learning\u2014advances and opportunities. International Journal of Advanced Trends in Computer Science and Engineering, 8, 3526\u20133534.","journal-title":"International Journal of Advanced Trends in Computer Science and Engineering"},{"issue":"5","key":"3254_CR10","doi-asserted-by":"publisher","first-page":"3242","DOI":"10.1109\/JIOT.2020.3002255","volume":"8","author":"M Shafiq","year":"2021","unstructured":"Shafiq, M., Tian, Z., Bashir, A. K., Du, X., & Guizani, M. (2021). Corrauc: A malicious bot-IoT traffic detection method in IoT network using machine-learning techniques. IEEE Internet of Things Journal, 8(5), 3242\u20133254.","journal-title":"IEEE Internet of Things Journal"},{"key":"3254_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2020.101863","volume":"94","author":"M Shafiq","year":"2020","unstructured":"Shafiq, M., Tian, Z., Bashir, A. K., Du, X., & Guizani, M. (2020). IoT malicious traffic identification using wrapper-based feature selection mechanisms. Computers and Security, 94, 101863.","journal-title":"Computers and Security"},{"key":"3254_CR12","doi-asserted-by":"publisher","DOI":"10.1016\/j.scs.2020.102177","volume":"60","author":"M Shafiq","year":"2020","unstructured":"Shafiq, M., Tian, Z., Bashir, A. K., Jolfaei, A., & Yu, X. (2020). Data mining and machine learning methods for sustainable smart cities traffic classification: A survey. Sustainable Cities and Society, 60, 102177.","journal-title":"Sustainable Cities and Society"},{"key":"3254_CR13","doi-asserted-by":"publisher","first-page":"433","DOI":"10.1016\/j.future.2020.02.017","volume":"107","author":"M Shafiq","year":"2020","unstructured":"Shafiq, M., Tian, Z., Sun, Y., Xiaojiang, D., & Guizani, M. (2020). Selection of effective machine learning algorithm and bot-IoT attacks traffic identification for internet of things in smart city. Future Generation Computer Systems, 107, 433\u2013442.","journal-title":"Future Generation Computer Systems"},{"key":"3254_CR14","first-page":"1826","volume":"3","author":"N Fonseca","year":"2005","unstructured":"Fonseca, N., & Crovella, M. (2005). Bayesian packet loss detection for TCP. IEEE 24th Annual Joint Conference of the IEEE Computer and Communications Societies., 3, 1826\u20131837.","journal-title":"IEEE 24th Annual Joint Conference of the IEEE Computer and Communications Societies."},{"key":"3254_CR15","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1007\/s11276-008-0129-y","volume":"16","author":"I El Khayat","year":"2010","unstructured":"El Khayat, I., Geurts, P., & Leduc, G. (2010). Enhancement of TCP over wired\/wireless networks with packet loss classifiers inferred by supervised learning. Wireless Networks, 16, 273\u2013290.","journal-title":"Wireless Networks"},{"issue":"4","key":"3254_CR16","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1145\/2534169.2486020","volume":"43","author":"K Winstein","year":"2013","unstructured":"Winstein, K., & Balakrishnan, H. (2013). Tcp ex machina: Computer-generated congestion control. ACM SIGCOMM Computer Communication Review, 43(4), 123\u2013134.","journal-title":"ACM SIGCOMM Computer Communication Review"},{"key":"3254_CR17","doi-asserted-by":"crossref","unstructured":"Kong, Y., Zang, H., & Ma, X. (2018). Improving TCP congestion control with machine intelligence. In Proceedings of the 2018 Workshop on Network Meets AI & ML (pp. 60\u201366).","DOI":"10.1145\/3229543.3229550"},{"key":"3254_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/1687-1499-2014-47","volume":"2014","author":"BA Arouche Nunes","year":"2014","unstructured":"Arouche Nunes, B. A., Veenstra, K., Ballenthin, W., Lukin, S., & Obraczka, K. (2014). A machine learning framework for TCP round-trip time estimation. EURASIP Journal on Wireless Communications and Networking, 2014, 1\u201322.","journal-title":"EURASIP Journal on Wireless Communications and Networking"},{"key":"3254_CR19","doi-asserted-by":"crossref","unstructured":"Alim Al Islam, A. B. M., & Raghunathan, V. (2015). iTCP: An intelligent TCP with neural network based end-to-end congestion control for ad-hoc multi-hop wireless mesh networks. Wireless Networks, 21, 581\u2013610.","DOI":"10.1007\/s11276-014-0799-6"},{"key":"3254_CR20","doi-asserted-by":"crossref","unstructured":"Li, W., Zhou, F., Meleis, W. and Chowdhury, K., (2016). Learning-based and data-driven TCP design for memory-constrained IoT. In 2016 International conference on distributed computing in sensor systems (DCOSS) (pp. 199\u2013205). IEEE.","DOI":"10.1109\/DCOSS.2016.8"},{"key":"3254_CR21","doi-asserted-by":"publisher","first-page":"1535","DOI":"10.1007\/s11276-016-1242-y","volume":"23","author":"H Jiang","year":"2017","unstructured":"Jiang, H., Luo, Y., Zhang, Q. Y., Yin, M. Y., & Chun, W. (2017). TCP-Gvegas with prediction and adaptation in multi-hop ad hoc networks. Wireless Networks, 23, 1535\u20131548.","journal-title":"Wireless Networks"},{"key":"3254_CR22","doi-asserted-by":"crossref","unstructured":"Kumar, P., Tripathi, S., & Pal, P. (2018). Neural network based reliable transport layer protocol for manet. In 4th International conference on recent advances in information technology IIT(ISM), Dhanbad-IEEE Explore (pp. 1\u20136).","DOI":"10.1109\/RAIT.2018.8389085"},{"issue":"3","key":"3254_CR23","doi-asserted-by":"publisher","first-page":"445","DOI":"10.1109\/TNSE.2018.2835758","volume":"6","author":"W Li","year":"2018","unstructured":"Li, W., Zhou, F., Chowdhury, K. R., & Meleis, W. (2018). QTCP: Adaptive congestion control with reinforcement learning. IEEE Transactions on Network Science and Engineering, 6(3), 445\u2013458.","journal-title":"IEEE Transactions on Network Science and Engineering"},{"key":"3254_CR24","doi-asserted-by":"crossref","unstructured":"Molia, H.K. & Kothari, A.D., (2020). Appropriateness of machine learning techniques for TCP with MANETs. In Proceedings of the international conference on communication and intelligent systems, Lecture Notes in Networks and Systems (pp. 503\u2013511). Springer.","DOI":"10.1007\/978-981-15-3325-9_39"},{"key":"3254_CR25","unstructured":"Sutton, R. S., & Barto, A. G. (2011). Reinforcement learning: An introduction. MIT Press."},{"key":"3254_CR26","unstructured":"Ana Aguiar. CRAWDAD dataset it\/vr2marketbaiaotrial (v. 2019-09-16). Downloaded from https:\/\/crawdad.org\/it\/vr2marketbaiaotrial\/20190916, September 2019."}],"container-title":["Wireless Networks"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-023-03254-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11276-023-03254-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-023-03254-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,14]],"date-time":"2023-06-14T09:04:24Z","timestamp":1686733464000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11276-023-03254-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,15]]},"references-count":26,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2023,7]]}},"alternative-id":["3254"],"URL":"https:\/\/doi.org\/10.1007\/s11276-023-03254-3","relation":{},"ISSN":["1022-0038","1572-8196"],"issn-type":[{"value":"1022-0038","type":"print"},{"value":"1572-8196","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,2,15]]},"assertion":[{"value":"23 January 2023","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"15 February 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}