Data compression: the complete reference
Data compression: the complete reference
Building efficient wireless sensor networks with low-level naming
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
Wireless sensor networks for habitat monitoring
WSNA '02 Proceedings of the 1st ACM international workshop on Wireless sensor networks and applications
Energy-aware memory allocation in heterogeneous non-volatile memory systems
Proceedings of the 2003 international symposium on Low power electronics and design
An evaluation of multi-resolution storage for sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
Energy-aware demand paging on NAND flash-based embedded storages
Proceedings of the 2004 international symposium on Low power electronics and design
Versatile low power media access for wireless sensor networks
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
ELF: an efficient log-structured flash file system for micro sensor nodes
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
Telos: enabling ultra-low power wireless research
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Microhash: an efficient index structure for fash-based sensor devices
FAST'05 Proceedings of the 4th conference on USENIX Conference on File and Storage Technologies - Volume 4
PRESTO: a predictive storage architecture for sensor networks
HOTOS'05 Proceedings of the 10th conference on Hot Topics in Operating Systems - Volume 10
Transport layer approaches for improving idle energy in challenged sensor networks
Proceedings of the 2006 SIGCOMM workshop on Challenged networks
t-kernel: providing reliable OS support to wireless sensor networks
Proceedings of the 4th international conference on Embedded networked sensor systems
Capsule: an energy-optimized object storage system for memory-constrained sensor devices
Proceedings of the 4th international conference on Embedded networked sensor systems
A storage-centric camera sensor network
Proceedings of the 4th international conference on Embedded networked sensor systems
TINX: a tiny index design for flash memory on wireless sensor devices
Proceedings of the 4th international conference on Embedded networked sensor systems
Proceedings of the 5th international conference on Mobile systems, applications and services
Energy-efficient transmission of wavelet-based images in wireless sensor networks
Journal on Image and Video Processing
BiSNET: A biologically-inspired middleware architecture for self-managing wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Integrating concurrency control and energy management in device drivers
Proceedings of twenty-first ACM SIGOPS symposium on Operating systems principles
A new in-network data reduction mechanism to gather data for mining wireless sensor networks
Proceedings of the 10th ACM Symposium on Modeling, analysis, and simulation of wireless and mobile systems
Designing a secure reliable file system for sensor networks
Proceedings of the 2007 ACM workshop on Storage security and survivability
Gossiping over storage systems is practical
ACM SIGOPS Operating Systems Review - Gossip-based computer networking
Molecule: An adaptive dynamic reconfiguration scheme for sensor operating systems
Computer Communications
Design and Implementation of a Dual-Camera Wireless Sensor Network for Object Retrieval
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
The Energy Endoscope: Real-Time Detailed Energy Accounting for Wireless Sensor Nodes
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Rendezvous design algorithms for wireless sensor networks with a mobile base station
Proceedings of the 9th ACM international symposium on Mobile ad hoc networking and computing
Cooperative caching in wireless multimedia sensor networks
Proceedings of the 3rd international conference on Mobile multimedia communications
Energy-efficient image transmission in sensor networks
International Journal of Sensor Networks
A quantitative investigation of inertial power harvesting for human-powered devices
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Cooperative caching in wireless multimedia sensor networks
Mobile Networks and Applications
Distributed image search in camera sensor networks
Proceedings of the 6th ACM conference on Embedded network sensor systems
Algorithmic Aspects of Wireless Sensor Networks
Design, implementation, and evaluation of EnviroMic: A storage-centric audio sensor network
ACM Transactions on Sensor Networks (TOSN)
Microsearch: When Search Engines Meet Small Devices
Pervasive '08 Proceedings of the 6th International Conference on Pervasive Computing
Efficient user revocation for privacy-aware PKI
Proceedings of the 5th International ICST Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness
Survey of indexing schemes for information retrieval on flash memory based wireless sensor networks
Proceedings of the 2009 conference on Information Science, Technology and Applications
Scoped Bellman-Ford geographic routing for large dynamic wireless sensor networks
Journal of Computer Science and Technology
Approximating sensor network queries using in-network summaries
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
Enabling large-scale storage in sensor networks with the Coffee file system
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
Ultra-low power data storage for sensor networks
ACM Transactions on Sensor Networks (TOSN)
PRESTO: feedback-driven data management in sensor networks
IEEE/ACM Transactions on Networking (TON)
Cache consistency in Wireless Multimedia Sensor Networks
Ad Hoc Networks
Event-driven adaptive duty-cycling in sensor networks
International Journal of Sensor Networks
Elliptical anomalies in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Adaptive lossless compression in wireless body sensor networks
BodyNets '09 Proceedings of the Fourth International Conference on Body Area Networks
Lazy-Adaptive Tree: an optimized index structure for flash devices
Proceedings of the VLDB Endowment
Query privacy in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Microsearch: A search engine for embedded devices used in pervasive computing
ACM Transactions on Embedded Computing Systems (TECS)
MSS: a multi-level data placement scheme for data survival in wireless sensor networks
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Empirical evaluation of NAND flash memory performance
ACM SIGOPS Operating Systems Review
Using auxiliary sensors for pairwise key establishment in WSN
NETWORKING'07 Proceedings of the 6th international IFIP-TC6 conference on Ad Hoc and sensor networks, wireless networks, next generation internet
Middleware for reliable real-time sensor data management
DBISP2P'05/06 Proceedings of the 2005/2006 international conference on Databases, information systems, and peer-to-peer computing
Programming storage-centric sensor networks with Squirrel
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
Adaptive data collection in sensor networks
WD'09 Proceedings of the 2nd IFIP conference on Wireless days
On-node processing of ECG signals
CCNC'10 Proceedings of the 7th IEEE conference on Consumer communications and networking conference
Improvement of energy consumption for "over-the-air" reprogramming in wireless sensor networks
ISWPC'10 Proceedings of the 5th IEEE international conference on Wireless pervasive computing
IEEE Transactions on Information Forensics and Security
Exploiting half-wits: smarter storage for low-power devices
FAST'11 Proceedings of the 9th USENIX conference on File and stroage technologies
A 36μW heartbeat-detection processor for a wireless sensor node
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Autonomous Agents and Multi-Agent Systems
Journal of Network and Computer Applications
Energy-Efficient Sensing with the Low Power, Energy Aware Processing (LEAP) Architecture
ACM Transactions on Embedded Computing Systems (TECS)
TL-Tree: flash-optimized storage for time-series sensing data on sensor platforms
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Using Auxiliary Sensors for Pairwise Key Establishment in WSN
ACM Transactions on Embedded Computing Systems (TECS)
Dispatching design for storage-centric wireless sensor networks
Journal of Combinatorial Optimization
Energy-efficient data redistribution in sensor networks
ACM Transactions on Sensor Networks (TOSN)
HybridStore: an efficient data management system for hybrid flash-based sensor devices
EWSN'13 Proceedings of the 10th European conference on Wireless Sensor Networks
ACM Transactions on Embedded Computing Systems (TECS) - Special Section on Probabilistic Embedded Computing
The design of sustainable wireless sensor network node using solar energy and phase change memory
Proceedings of the Conference on Design, Automation and Test in Europe
Underpowering NAND flash: profits and perils
Proceedings of the 50th Annual Design Automation Conference
Hyperspherical cluster based distributed anomaly detection in wireless sensor networks
Journal of Parallel and Distributed Computing
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Local storage is required in many sensor network applications, both for archival of detailed event information, as well as to overcome sensor platform memory constraints. While extensive measurement studies have been performed to highlight the trade-off between computation and communication in sensor networks, the role of storage has received little attention. The storage subsystems on currently available sensor platforms have not exploited technology trends, and consequently the energy cost of storage on these platforms is as high as that of communication. Current flash memories, however, offer a low-priced, high-capacity and extremely energy-efficient storage solution.In this paper, we perform a comprehensive evaluation of the active and sleep-mode energy consumption of available flash-based storage options for sensor platforms. Our results demonstrate more than a 100-fold decrease in per-byte energy consumption for surface-mount parallel NAND flash in comparison with the MicaZ on-board serial flash. In addition, this dramatically reduces storage energy costs relative to communication, introducing a new dimension in traditional computation vs communication trade-offs. Our results have significant ramifications on the design of sensor platforms as well as on the energy consumption of sensing applications. We quantify the potential energy gains for two commonly used sensor network services: communication and in-network data aggregation. Our measurements show significant improvements in each service: 50-fold and up to 10-fold reductions in energy for communication and data aggregation respectively.