Designing Medium Access Control Protocol Sequences Through Deep Reinforcement Learning

Autor: Adjih, Cédric, Shue Chen, Chung, Gobin, Chetanveer, Hmedoush, Iman

Publikováno v: EuCNC & 6G Summit 2023-European Conference on Networks and Communications & 6G Summit
EuCNC & 6G Summit 2023-European Conference on Networks and Communications & 6G Summit, Jun 2023, Gothenburg, Sweden

International audience; This work aims to design protocol sequences through deep reinforcement learning (DRL). Protocol sequences are periodic binary sequences that define multiple access control among users, introduced for systems considering collis

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=od_______165::eeed47fcc04107995272bdcae0f7bdb7
https://inria.hal.science/hal-04070131/document

Transmission sans connexion dans les réseaux sans fil

Autor: Hmedoush, Iman

Publikováno v: Networking and Internet Architecture [cs.NI]. Sorbonne Université, 2022. English. ⟨NNT : 2022SORUS143⟩

The origin of the idea of adding intelligence to basic objects and making them communicate has been lost to history. But in recent times, the emergence of the Internet as a global communication network has also motived the use of its architecture and

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=od_______165::22c4c92f8492f3e16acf984e4270db5b
https://theses.hal.science/tel-03860953v2/document

Deep-IRSA: A Deep Reinforcement Learning Approach to Irregular Repetition Slotted ALOHA

Autor: Ayoub, Ibrahim, Hmedoush, Iman, Adjih, Cedric, Khawam, Kinda, Lahoud, Samer

Publikováno v: PEMWN 2021-10th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks
PEMWN 2021-10th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, Nov 2021, Ottawa / Virtual, Canada. pp.1-6, ⟨10.23919/PEMWN53042.2021.9664720⟩

International audience; The Internet of Things (IoT) aims to connect billions of devices, most of which are power and memory-constrained. Such constraints require efficient network access. "Irregular Repetition Slotted Aloha'" (IRSA) meets such requi

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a261b7b5e06309ee467d54bed1bfb867
https://doi.org/10.23919/pemwn53042.2021.9664720