Next century challenges: mobile networking for “Smart Dust”
MobiCom '99 Proceedings of the 5th annual ACM/IEEE international conference on Mobile computing and networking
GPSR: greedy perimeter stateless routing for wireless networks
MobiCom '00 Proceedings of the 6th annual international conference on Mobile computing and networking
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Wireless sensor networks: a survey
Computer Networks: The International Journal of Computer and Telecommunications Networking
Ad-hoc On-Demand Distance Vector Routing
WMCSA '99 Proceedings of the Second IEEE Workshop on Mobile Computer Systems and Applications
InterPlaNetary internet: state-of-the-art and research challenges
Computer Networks: The International Journal of Computer and Telecommunications Networking
Taming the underlying challenges of reliable multihop routing in sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
Minimum-energy asynchronous dissemination to mobile sinks in wireless sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
Versatile low power media access for wireless sensor networks
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
Network Analysis: Methodological Foundations (Lecture Notes in Computer Science)
Network Analysis: Methodological Foundations (Lecture Notes in Computer Science)
Dynamic delay-constrained minimum-energy dissemination in wireless sensor networks
ACM Transactions on Embedded Computing Systems (TECS)
Deploying a Wireless Sensor Network on an Active Volcano
IEEE Internet Computing
Medium access control issues in sensor networks
ACM SIGCOMM Computer Communication Review
Ad-hoc multicast routing on resource-limited sensor nodes
REALMAN '06 Proceedings of the 2nd international workshop on Multi-hop ad hoc networks: from theory to reality
MoteLab: a wireless sensor network testbed
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
SMC-IT '06 Proceedings of the 2nd IEEE International Conference on Space Mission Challenges for Information Technology
Fidelity and yield in a volcano monitoring sensor network
OSDI '06 Proceedings of the 7th USENIX Symposium on Operating Systems Design and Implementation - Volume 7
SENDROM: sensor networks for disaster relief operations management
Wireless Networks
Energy-efficient geographic multicast routing for Sensor and Actuator Networks
Computer Communications
Efficient geographic routing over lossy links in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Censor networks: a critique of "sensor networks" from a systems perspective
ACM SIGCOMM Computer Communication Review
Proceedings of the 1st international conference on Simulation tools and techniques for communications, networks and systems & workshops
Wireless sensor network deployment for water use efficiency in irrigation
Proceedings of the workshop on Real-world wireless sensor networks
The hitchhiker's guide to successful wireless sensor network deployments
Proceedings of the 6th ACM conference on Embedded network sensor systems
Model-based monitoring for early warning flood detection
Proceedings of the 6th ACM conference on Embedded network sensor systems
An Efficient Implementation of Reinforcement Learning Based Routing on Real WSN Hardware
WIMOB '08 Proceedings of the 2008 IEEE International Conference on Wireless & Mobile Computing, Networking & Communication
WOWMOM '08 Proceedings of the 2008 International Symposium on a World of Wireless, Mobile and Multimedia Networks
Predictive QoS routing to mobile sinks in wireless sensor networks
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
Proceedings of the 7th ACM Conference on Embedded Networked Sensor Systems
On link asymmetry and one-way estimation in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Efficient routing from multiple sources to multiple sinks in wireless sensor networks
EWSN'07 Proceedings of the 4th European conference on Wireless sensor networks
Fence monitoring: experimental evaluation of a use case for wireless sensor networks
EWSN'07 Proceedings of the 4th European conference on Wireless sensor networks
Reliable data delivery in large-scale low-power sensor networks
ACM Transactions on Sensor Networks (TOSN)
Murphy loves potatoes: experiences from a pilot sensor network deployment in precision agriculture
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
CorLayer: a transparent link correlation layer for energy efficient broadcast
Proceedings of the 19th annual international conference on Mobile computing & networking
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A growing class of wireless sensor network (WSN) applications require the use of sensed data inside the network at multiple, possibly mobile base stations. Standard WSN routing techniques that move data from multiple sources to a single, fixed base station are not applicable, motivating new solutions that efficiently achieve multicast and handle mobility. This paper explores in depth the requirements of this set of application scenarios and proposes Froms, a machine learning-based multicast routing paradigm. Its primary benefits are flexibility to optimize routing over a variety of properties such as route length, battery levels, ease of recovery after node failures, and native support for sink mobility. We provide theoretical, simulation and experimentation results supporting these claims, showing the benefits of Froms in terms of low routing overhead, extended network lifetime, and other key metrics for the WSN environment.