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Performance of Aloha-Q with Adaptive Transmission Probability

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Author :  Katsumi Sakakibara

Affiliation :  Okayama Prefectural University

Country :  Japan

Category :  Networks & Communications

Volume, Issue, Month, Year :  17, 1, January, 2025

Abstract :


We propose incorporation of adaptive transmission probability to ALOHA-Q, which is a framed slotted ALOHA-based random access protocol ingeniously integrating Q-learning for slot selection in a frame. The transmission probability is also adaptively controlled based on Q-learning. Performance of the proposed protocol is confirmed by means of computer simulation. Numerical results show that the proposed protocol can mitigate performance degradation of ALOHA-Q under overloaded traffic condition and exhibits comparable performance to ALOHA-Q for moderate traffic condition.

Keyword :  Framed Slotted ALOHA, Q-Learning, ALOHA-Q, Throughput, Transmission Probability

Journal/ Proceedings Name :  International Journal of Computer Networks & Communications (IJCNC)

URL :  https://aircconline.com/ijcnc/V17N1/17125cnc01.pdf

User Name : steve price
Posted 06-02-2025 on 00:11:08 AEDT



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