On the Power of Randomization for Scheduling Real-Time Traffic in Wireless Networks
Christos Tsanikidis, Javad Ghaderi
Abstract
In this paper, we consider the problem of scheduling real-time traffic in wireless networks under a conflict-graph interference model and single-hop traffic. The objective is to guarantee that at least a certain fraction of packets of each link are delivered within their deadlines, which is referred to as delivery ratio. This problem has been studied before under restrictive frame-based traffic models, or greedy maximal scheduling schemes like LDF (Largest-Deficit First) that can lead to poor delivery ratio for general traffic patterns. In this paper, we pursue a different approach through randomization over the choice of maximal links that can transmit at each time. We design randomized policies in collocated networks, multipartite networks, and general networks, that can achieve delivery ratios much higher than what is achievable by LDF. Further, our results apply to traffic (arrival and deadline) processes that evolve as positive recurrent Markov chains. Hence, this work is an improvement with respect to both efficiency and traffic assumptions compared to the past work. We further present extensive simulation results over various traffic patterns and interference graphs to illustrate the gains of our randomized policies over LDF variants.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 657396de-8424-4061-a083-36b82f64a45eCited by top-tier papers3
- Adaptive Ensemble Q-learning: Minimizing Estimation Bias via Error FeedbackHang Wang, Sen Lin, Junshan ZhangNeurIPS 2021 · 27 citations
- Scheduling Stochastic Traffic With End-to-End Deadlines in Multi-hop Wireless NetworksChristos Tsanikidis, Javad GhaderiINFOCOM 2024 · 7 citations
- Randomized Scheduling of Real-Time Traffic in Wireless Networks Over Fading ChannelsChristos Tsanikidis, Javad GhaderiINFOCOM 2021 · 5 citations
Related papers
- AggDeliv: Aggregating Multiple Wireless Links for Efficient Mobile Live Video DeliveryJinlong E, Lin He, Zongyi Zhao, Yachen Wang et al.INFOCOM 2024 · 4 citations
- Online Packet Scheduling with Deadlines and LearningGianmarco Genalti, Achraf Azize, Vianney PerchetICML 2026
- Optimizing Age of Information without Knowing the Age of InformationZhuoyi Zhao, Igor KadotaINFOCOM 2025 · 7 citations
- Deadline-aware Multipath Transmission for Streaming BlocksXutong Zuo, Yong Cui, Xin Wang, Jiayu YangINFOCOM 2022 · 17 citations
- Motion-Prediction-based Wireless Scheduling for Multi-User Panoramic Video StreamingJiangong Chen, Xudong Qin, Guangyu Zhu, Bo Ji et al.INFOCOM 2021 · 16 citations
