Probability
Reinforcement learning with hierarchies of machines
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Selection diversity forwarding in a multihop packet radio network with fading channel and capture
ACM SIGMOBILE Mobile Computing and Communications Review
Introduction to Radio Propagation for Fixed and Mobile Communications
Introduction to Radio Propagation for Fixed and Mobile Communications
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Parallel and Distributed Computation: Numerical Methods
Parallel and Distributed Computation: Numerical Methods
Neuro-Dynamic Programming
Artificial Intelligence: A Modern Approach
Artificial Intelligence: A Modern Approach
Exploiting Path Diversity in the Link Layer in Wireless Ad Hoc Networks
WOWMOM '05 Proceedings of the Sixth IEEE International Symposium on World of Wireless Mobile and Multimedia Networks
ExOR: opportunistic multi-hop routing for wireless networks
Proceedings of the 2005 conference on Applications, technologies, architectures, and protocols for computer communications
Architecture and evaluation of an unplanned 802.11b mesh network
Proceedings of the 11th annual international conference on Mobile computing and networking
Wireless Communications & Networks (2nd Edition)
Wireless Communications & Networks (2nd Edition)
Performance analysis of the AntNet algorithm
Computer Networks: The International Journal of Computer and Telecommunications Networking
Trading structure for randomness in wireless opportunistic routing
Proceedings of the 2007 conference on Applications, technologies, architectures, and protocols for computer communications
Geographic Random Forwarding (GeRaF) for Ad Hoc and Sensor Networks: Multihop Performance
IEEE Transactions on Mobile Computing
Reinforcement learning models for scheduling in wireless networks
Frontiers of Computer Science: Selected Publications from Chinese Universities
Coordinated opportunistic routing protocol for wireless mesh networks
Computers and Electrical Engineering
A Minimum Interference Cross-Layer Routing Protocol for Mobile Ad Hoc Networks
Wireless Personal Communications: An International Journal
QMOR: QoS-Aware Multi-sink Opportunistic Routing for Wireless Multimedia Sensor Networks
Wireless Personal Communications: An International Journal
Hi-index | 0.00 |
A distributed adaptive opportunistic routing scheme for multihop wireless ad hoc networks is proposed. The proposed scheme utilizes a reinforcement learning framework to opportunistically route the packets even in the absence of reliable knowledge about channel statistics and network model. This scheme is shown to be optimal with respect to an expected average per-packet reward criterion. The proposed routing scheme jointly addresses the issues of learning and routing in an opportunistic context, where the network structure is characterized by the transmission success probabilities. In particular, this learning framework leads to a stochastic routing scheme that optimally "explores" and "exploits" the opportunities in the network.