semantic_scholarIEEE Transactions on Mobile Computing2026-08-01
Reinforcing Edge-DASH: Deep Learning for Multi-Objective Streaming Optimization
Arash Bozorgchenani, David Naseh, Daniele Tarchi, Sergio A. Salinas Monroy, Farshad Mashhadi, Qiang Ni
TL;DR: This work considers an Edge-DASH scenario and forms a joint optimization problem that involves four critical aspects: bitrate allocation, user-to-server assignment, caching, and bandwidth allocation, and employs deep reinforcement learning for three of them and develops a heuristic solution for the fourth.
With the growing demand for multimedia services, Dynamic Adaptive Streaming over HTTP (DASH) has become a key solution for delivering high-quality video content. In this work, we consider an Edge-DASH scenario and formulate a joint optimization problem that involves four critical…