Coordination and Self-Adaptive Communication Primitives for Low-Power Wireless Networks
Licentiate thesis, 2020
In this thesis, we study the problem of efficient and low-latency consensus in the context of low-power wireless networks, where communication is unreliable and nodes can fail, and we investigate the design of a self-adaptive wireless stack, where the communication substrate is able to adapt to changes to its environment. We propose three new communication primitives: Wireless Paxos brings fault-tolerant consensus to low-power wireless networking, STARC is a middleware for safe vehicular coordination at intersections, while Dimmer builds on reinforcement learning to provide adaptivity to low-power wireless networks. We evaluate in-depth each primitive on testbed deployments and we provide an open-source implementation to enable their use and improvement by the community.
Low-power Wireless Networks
IoT
Internet of Things
Synchronous Transmissions
Distributed Systems
Wireless Sensors Networks
DQN
Reinforcement Learning
WSN
Consensus
Author
Valentin Poirot
Chalmers, Computer Science and Engineering (Chalmers), Networks and Systems (Chalmers)
Paxos Made Wireless: Consensus in the Air
Proceedings of the 2019 International Conference on Embedded Wireless Systems and Networks,;(2019)p. 1-12
Paper in proceeding
STARC: Low-power Decentralized Coordination Primitive for Vehicular Ad-hoc Networks
Proceedings of IEEE/IFIP Network Operations and Management Symposium 2020: Management in the Age of Softwarization and Artificial Intelligence, NOMS 2020,;(2020)
Paper in proceeding
Poirot, V, Landsiedel, O. Dimmer: Self-Adaptive Network Floods with Reinforcement Learning
AgreeOnIT: Lightweight Consensus and Distributed Computing in the Resource-Constrained Internet of Things
Swedish Research Council (VR) (37200024), 2019-01-01 -- 2022-12-31.
Ultra Low-Latency, Low-Power Wireless Mesh Networks
Swedish Foundation for Strategic Research (SSF) (FFL15-0062), 2017-01-01 -- 2021-12-31.
Subject Categories
Computer Engineering
Telecommunications
Communication Systems
Areas of Advance
Information and Communication Technology
Technical report - Department of Computing Science, Chalmers University of Technology and Göteborg University: 216L
Publisher
Chalmers