Low power signal processing architectures for network microsensors
ISLPED '97 Proceedings of the 1997 international symposium on Low power electronics and design
PAMAS—power aware multi-access protocol with signalling for ad hoc networks
ACM SIGCOMM Computer Communication Review
Adaptive protocols for information dissemination in wireless sensor networks
MobiCom '99 Proceedings of the 5th annual ACM/IEEE international conference on Mobile computing and networking
Next century challenges: scalable coordination in sensor networks
MobiCom '99 Proceedings of the 5th annual ACM/IEEE international conference on Mobile computing and networking
Randomized Initialization Protocols for Ad Hoc Networks
IEEE Transactions on Parallel and Distributed Systems
Energy-Efficient Initialization Protocols for Single-Hop Radio Networks with No Collision Detection
IEEE Transactions on Parallel and Distributed Systems
Geography-informed energy conservation for Ad Hoc routing
Proceedings of the 7th annual international conference on Mobile computing and networking
Proceedings of the 7th annual international conference on Mobile computing and networking
Physical layer driven protocol and algorithm design for energy-efficient wireless sensor networks
Proceedings of the 7th annual international conference on Mobile computing and networking
Power optimization in routing protocols for wireless and mobile networks
Handbook of wireless networks and mobile computing
Wireless Communications: Principles and Practice
Wireless Communications: Principles and Practice
Mobile Radio Communications
Sensor and Data Fusion Concepts and Applications
Sensor and Data Fusion Concepts and Applications
Multidimensional Digital Signal Processing
Multidimensional Digital Signal Processing
Energy-efficient broadcast and multicast trees in wireless networks
Mobile Networks and Applications
Energy-efficient broadcast and multicast trees in wireless networks
Mobile Networks and Applications
Energy-Efficient Communication Protocol for Wireless Microsensor Networks
HICSS '00 Proceedings of the 33rd Hawaii International Conference on System Sciences-Volume 8 - Volume 8
Application-specific protocol architectures for wireless networks
Application-specific protocol architectures for wireless networks
Energy-scalable algorithms and protocols for wireless microsensor networks
ICASSP '00 Proceedings of the Acoustics, Speech, and Signal Processing, 2000. on IEEE International Conference - Volume 06
Blind beamforming on a randomly distributed sensor array system
IEEE Journal on Selected Areas in Communications
Sensor: the atomic computing particle
ACM SIGMOD Record
ACM SIGMOBILE Mobile Computing and Communications Review - Special issue on wireless pan & sensor networks
Security for wireless sensor networks
Wireless sensor networks
Wireless sensor networks
Security for wireless sensor networks
Wireless sensor networks
Power-efficient communication algorithms for wireless mobile sensor networks
PE-WASUN '04 Proceedings of the 1st ACM international workshop on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
Journal of Parallel and Distributed Computing
Distributed power management protocols for multi-hop mobile ad hoc networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Dynamic delay-constrained minimum-energy dissemination in wireless sensor networks
ACM Transactions on Embedded Computing Systems (TECS)
MSWiM '05 Proceedings of the 8th ACM international symposium on Modeling, analysis and simulation of wireless and mobile systems
A distributed energy aware routing protocol for wireless sensor networks
PE-WASUN '05 Proceedings of the 2nd ACM international workshop on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
EURASIP Journal on Wireless Communications and Networking
Spatio-temporal sampling rates and energy efficiency in wireless sensor networks
IEEE/ACM Transactions on Networking (TON)
Maximizing lifetime for data aggregation in wireless sensor networks
Mobile Networks and Applications
WUWNet '06 Proceedings of the 1st ACM international workshop on Underwater networks
A distributed data gathering algorithm for wireless sensor networks with uniform architecture
Proceedings of the 3rd ACM international workshop on Performance evaluation of wireless ad hoc, sensor and ubiquitous networks
Scalable data aggregation for dynamic events in sensor networks
Proceedings of the 4th international conference on Embedded networked sensor systems
MESTER: minimum energy spanning tree for efficient routing in wireless sensor networks
QShine '06 Proceedings of the 3rd international conference on Quality of service in heterogeneous wired/wireless networks
Structure-Free Data Aggregation in Sensor Networks
IEEE Transactions on Mobile Computing
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Maximizing lifetime of sensor surveillance systems
IEEE/ACM Transactions on Networking (TON)
Application-aware integration of data collection and power management in wireless sensor networks
Journal of Parallel and Distributed Computing
A new deterministic data aggregation method for wireless sensor networks
Signal Processing
Fault-resilient sensing in wireless sensor networks
Computer Communications
Mobile agent-based directed diffusion in wireless sensor networks
EURASIP Journal on Applied Signal Processing
Distributed clustering algorithms for data-gathering in wireless mobile sensor networks
Journal of Parallel and Distributed Computing
DAR: An energy-balanced data-gathering scheme for wireless sensor networks
Computer Communications
PEACH: Power-efficient and adaptive clustering hierarchy protocol for wireless sensor networks
Computer Communications
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
On the efficient and fast response for sensor deployment in sparse wireless sensor networks
Computer Communications
EEMC: An energy-efficient multi-level clustering algorithm for large-scale wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
ACM SIGMOBILE Mobile Computing and Communications Review
A novel cluster-header selection method in wireless sensor networks
EC'07 Proceedings of the 8th Conference on 8th WSEAS International Conference on Evolutionary Computing - Volume 8
SHORT: shortest hop routing tree for wireless sensor networks
International Journal of Sensor Networks
International Journal of Sensor Networks
Stochastic binary sensor networks for noisy environments
International Journal of Sensor Networks
International Journal of Sensor Networks
RICA: a ring-based information collection architecture in wireless sensor networks
International Journal of Sensor Networks
RCCT: robust clustering with cooperative transmission for energy efficient wireless sensor networks
Proceedings of the 1st international conference on MOBILe Wireless MiddleWARE, Operating Systems, and Applications
Performance analysis of four routing protocols in sensor networks
International Journal of Ad Hoc and Ubiquitous Computing
Equitable distribution energy consumption of wsns
Proceedings of the 1st ACM international workshop on Foundations of wireless ad hoc and sensor networking and computing
ATA: adaptive transmission algorithms for prolonging lifetime in underwater sensor networks
Proceedings of the 1st ACM international workshop on Foundations of wireless ad hoc and sensor networking and computing
EURASIP Journal on Advances in Signal Processing
International Journal of Ad Hoc and Ubiquitous Computing
Lifetime planning for TDMA-based proactive WSN with structured deployment
Proceedings of the 4th international IFIP/ACM Latin American conference on Networking
International Journal of Sensor Networks
Reliable and energy-efficient routing protocol in dense wireless sensor networks
International Journal of Sensor Networks
An Adaptive Data Dissemination Strategy for Wireless Sensor Networks
International Journal of Distributed Sensor Networks - Heterogenous Wireless Ad Hoc and Sensor Networks
Gathering with Minimum Delay in Tree Sensor Networks
SIROCCO '08 Proceedings of the 15th international colloquium on Structural Information and Communication Complexity
S-Web: An Efficient and Self-organizing Wireless Sensor Network Model
NBiS '08 Proceedings of the 2nd international conference on Network-Based Information Systems
Reconfigurable Hardware Based Dynamic Data Aggregation in Wireless Sensor Networks
International Journal of Distributed Sensor Networks - Advances on Heterogeneous Wireless Sensor Networks
On construction of minimum energy k-fault resistant topologies
Ad Hoc Networks
Mobile Information Systems
Energy-based selective cluster-head rotation in wireless sensor networks
ICAIT '08 Proceedings of the 2008 International Conference on Advanced Infocomm Technology
Acoustic sensor network design for position estimation
ACM Transactions on Sensor Networks (TOSN)
Collision-free path coloring with application to minimum-delay gathering in sensor networks
Discrete Applied Mathematics
Supporting asynchronous update for distributed data cubes
Journal of Network and Computer Applications
Prediction Based Mobile Data Aggregation in Wireless Sensor Network
GPC '09 Proceedings of the 4th International Conference on Advances in Grid and Pervasive Computing
Adaptive Clustering for Energy Efficient Wireless Sensor Networks Based on Ant Colony Optimization
CNSR '09 Proceedings of the 2009 Seventh Annual Communication Networks and Services Research Conference
Distributed energy balanced routing for wireless sensor networks
Computers and Industrial Engineering
International Journal of Sensor Networks
Secure data aggregation in wireless sensor networks: A comprehensive overview
Computer Networks: The International Journal of Computer and Telecommunications Networking
A Generalised Energy-Efficient Time-Based Communication Protocol for Wireless Sensor Networks
International Journal of Internet Protocol Technology
GAFO: genetic adaptive fuzzy hop selection scheme for wireless sensor networks
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
An Efficient Topology Control and Dynamic Interval Scheduling Scheme for 6LoWPAN
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part I
Analysis on an Energy Efficient Routing Algorithm for Wireless Sensor Networks
ICA3PP '09 Proceedings of the 9th International Conference on Algorithms and Architectures for Parallel Processing
An implementation of the multi-geo routing protocol for wireless sensor networks using quadtrees
Proceedings of the 6th ACM symposium on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
A simple and robust virtual infrastructure for massively deployed wireless sensor networks
Computer Communications
Sleep scheduling for wireless sensor networks via network flow model
Computer Communications
Relay node placement in large scale wireless sensor networks
Computer Communications
Distributed power management protocols for multi-hop mobile ad hoc networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
EDARP: novel energy and distance-aware routing protocol in wireless sensor network
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
CHIRON: an energy-efficient chain-based hierarchical routing protocol in wireless sensor networks
WTS'09 Proceedings of the 2009 conference on Wireless Telecommunications Symposium
Dynamic Routing Algorithm for Reliability and Energy Efficiency in Wireless Sensor Networks
FGIT '09 Proceedings of the 1st International Conference on Future Generation Information Technology
Information storage, reduction and dissemination in sensor networks: a survey
CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
An efficient energy cluster-based routing protocol for wireless sensor networks
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Distributed routing in wireless sensor networks using energy welfare metric
Information Sciences: an International Journal
Energy-driven distribution of signal processing applications across wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Near-lifetime-optimal data collection in wireless sensor networks via spatio-temporal load balancing
ACM Transactions on Sensor Networks (TOSN)
Multiple cluster merging and multihop transmission in wireless sensor networks
GPC'07 Proceedings of the 2nd international conference on Advances in grid and pervasive computing
Time optimal gathering in sensor networks
SIROCCO'07 Proceedings of the 14th international conference on Structural information and communication complexity
A distributed algorithm for waking-up in heterogeneous sensor networks
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
Maximum energy welfare routing in wireless sensor networks
NETWORKING'07 Proceedings of the 6th international IFIP-TC6 conference on Ad Hoc and sensor networks, wireless networks, next generation internet
A scalable power-efficient data gathering protocol with delay guaranty for wireless sensor networks
MSN'07 Proceedings of the 3rd international conference on Mobile ad-hoc and sensor networks
Data-aware clustering hierarchy for wireless sensor networks
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Forwarding via checkpoints: Geographic routing on always-on sensors
Journal of Parallel and Distributed Computing
Data filtering and dynamic sensing for continuous monitoring in wireless sensor networks
International Journal of Autonomous and Adaptive Communications Systems
Performance of a data gather scheme with novel chain construction for wireless sensor networks
Proceedings of the 6th International Wireless Communications and Mobile Computing Conference
A clustering algorithm for wireless sensor networks based on density of sensors
Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia
Hierarchical distributed data classification in wireless sensor networks
Computer Communications
ICACT'10 Proceedings of the 12th international conference on Advanced communication technology
Energy-efficient cooperative data aggregation for wireless sensor networks
Journal of Parallel and Distributed Computing
Minimum-hot-spot query trees for wireless sensor networks
Proceedings of the Ninth ACM International Workshop on Data Engineering for Wireless and Mobile Access
Information discovery in mission-critical wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Top-k query evaluation in sensor networks under query response time constraint
Information Sciences: an International Journal
Distributed and Parallel Databases
Non-intrusive aggregation in wireless sensor networks
Ad Hoc Networks
The distributed wireless gathering problem
Theoretical Computer Science
Efficient algorithm for maximum lifetime many-to-one data aggregation in wireless sensor networks
International Journal of Sensor Networks
EURASIP Journal on Wireless Communications and Networking
A cellular learning automata-based deployment strategy for mobile wireless sensor networks
Journal of Parallel and Distributed Computing
HEEP (Hybrid Energy Efficiency Protocol) based on chain clustering
International Journal of Sensor Networks
Proceedings of the 19th High Performance Computing Symposia
Distributed location and lifetime biased clustering for large scale wireless sensor network
ICDCN'06 Proceedings of the 8th international conference on Distributed Computing and Networking
Efficient in-network aggregation for wireless sensor networks with fine grain location-based cluster
Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia
Processing multiple aggregation queries in geo-sensor networks
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
LBN: load-balancing network for data gathering wireless sensor networks
EUC'06 Proceedings of the 2006 international conference on Embedded and Ubiquitous Computing
An energy*delay efficient routing scheme for wireless sensor networks
MMNS'05 Proceedings of the 8th international conference on Management of Multimedia Networks and Services
Degree-bounded minimum spanning tree for unit disk graph
Theoretical Computer Science
Efficient data gathering schemes for wireless sensor networks
MSN'05 Proceedings of the First international conference on Mobile Ad-hoc and Sensor Networks
Delay efficient data gathering in sensor networks
MSN'05 Proceedings of the First international conference on Mobile Ad-hoc and Sensor Networks
A novel method for energy-efficient clustering in wireless sensor networks
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part II
Adaptive mobile checkpointing facility for wireless sensor networks
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part II
Packet length adaptation for energy-proportional routing in clustered sensor networks
EUC'06 Proceedings of the 2006 international conference on Emerging Directions in Embedded and Ubiquitous Computing
Maximize the coverage lifetime of sensor networks
EUC'06 Proceedings of the 2006 international conference on Emerging Directions in Embedded and Ubiquitous Computing
Energy efficiency analysis of a chain-based scheme via intra-grid for wireless sensor networks
Computer Communications
Journal of Network and Computer Applications
Compressing spatial and temporal correlated data in wireless sensor networks based on ring topology
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Optimally fast data gathering in sensor networks
MFCS'06 Proceedings of the 31st international conference on Mathematical Foundations of Computer Science
Energy aware routing based on adaptive clustering mechanism for wireless sensor networks
ICCNMC'05 Proceedings of the Third international conference on Networking and Mobile Computing
Routing protocols based on super cluster header in wireless sensor network
ICN'05 Proceedings of the 4th international conference on Networking - Volume Part I
A detection scheme of aggregation point for directed diffusion in wireless sensor networks
ADHOC-NOW'05 Proceedings of the 4th international conference on Ad-Hoc, Mobile, and Wireless Networks
Energy-driven partitioning of signal processing algorithms in sensor networks
SAMOS'06 Proceedings of the 6th international conference on Embedded Computer Systems: architectures, Modeling, and Simulation
Clustering distributed data streams in peer-to-peer environments
Information Sciences: an International Journal
Hierarchical Ring-Based Data Gathering for Dense Wireless Sensor Networks
Wireless Personal Communications: An International Journal
An efficient grid-based data gathering scheme in wireless sensor networks
UIC'07 Proceedings of the 4th international conference on Ubiquitous Intelligence and Computing
Maximum stability data gathering trees for mobile sensor networks
International Journal of Mobile Network Design and Innovation
International Journal of Interdisciplinary Telecommunications and Networking
International Journal of Interdisciplinary Telecommunications and Networking
Lifetime Maximization in Wireless Sensor Networks
International Journal of Wireless Networks and Broadband Technologies
Journal of Network and Computer Applications
Tight analysis of shortest path convergecast in wireless sensor networks
CATS '11 Proceedings of the Seventeenth Computing: The Australasian Theory Symposium - Volume 119
Tight analysis of shortest path convergecast in wireless sensor networks
CATS 2011 Proceedings of the Seventeenth Computing on The Australasian Theory Symposium - Volume 119
Energy-efficient tree-based cooperative data aggregation for wireless sensor networks
International Journal of Sensor Networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Compression in wireless sensor networks: A survey and comparative evaluation
ACM Transactions on Sensor Networks (TOSN)
Design of structure-free and energy-balanced data aggregation in wireless sensor networks
Journal of Network and Computer Applications
Future Generation Computer Systems
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Sensor webs consisting of nodes with limited battery power and wireless communications are deployed to collect useful information from the field. Gathering sensed information in an energy efficient manner is critical to operating the sensor network for a long period of time. A data collection problem is defined where, in a round of communication, each sensor node has a packet to be sent to the distant base station. There is some fixed amount of energy cost in the electronics when transmitting or receiving a packet and a variable cost when transmitting a packet which depends on the distance of transmission. If each node transmits its sensed data directly to the base station, then it will deplete its power quickly. The LEACH protocol presented is an elegant solution where clusters are formed to fuse data before transmitting to the base station. By randomizing the cluster-heads chosen to transmit to the base station, LEACH achieves a factor of 8 improvement compared to direct transmissions, as measured in terms of when nodes die. An improved version of LEACH, called LEACH-C, is presented , where the central base station performs the clustering to improve energy efficiency. In this paper, we present an improved scheme, called PEGASIS (Power-Efficient GAthering in Sensor Information Systems), which is a near-optimal chain-based protocol that minimizes energy. In PEGASIS, each node communicates only with a close neighbor and takes turns transmitting to the base station, thus reducing the amount of energy spent per round. Simulation results show that PEGASIS performs better than LEACH by about 100 to 200 percent when 1 percent, 25 percent, 50 percent, and 100 percent of nodes die for different network sizes and topologies. For many applications, in addition to minimizing energy, it is also important to consider the delay incurred in gathering sensed data. We capture this with the \big. energy \times delay\bigr. metric and present schemes that attempt to balance the energy and delay cost for data gathering from sensor networks. Since most of the delay factor is in the transmission time, we measure delay in terms of number of transmissions to accomplish a round of data gathering. Therefore, delay can be reduced by allowing simultaneous transmissions when possible in the network. With CDMA capable sensor nodes, simultaneous data transmissions are possible with little interference. In this paper, we present two new schemes to minimize \big. energy \times delay\bigr. using CDMA and non-CDMA sensor nodes. If the goal is to minimize only the delay cost, then a binary combining scheme can be used to accomplish this task in about \big. \log N\bigr. units of delay with parallel communications and incurring a slight increase in energy cost. With CDMA capable sensor nodes, a chain-based binary scheme performs best in terms of \big. energy \times delay\bigr.. If the sensor nodes are not CDMA capable, then parallel communications are possible only among spatially separated nodes and a chain-based 3-level hierarchy scheme performs well. We compared the performance of direct, LEACH, and our schemes with respect to \big. energy \times delay\bigr. using extensive simulations for different network sizes. Results show that our schemes perform 80 or more times better than the direct scheme and also outperform the LEACH protocol.