A Metric for Distributions with Applications to Image Databases
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Understanding packet delivery performance in dense wireless sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
TOSSIM: accurate and scalable simulation of entire TinyOS applications
Proceedings of the 1st international conference on Embedded networked sensor systems
A system for simulation, emulation, and deployment of heterogeneous sensor networks
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
Temporal properties of low power wireless links: modeling and implications on multi-hop routing
Proceedings of the 6th ACM international symposium on Mobile ad hoc networking and computing
Avrora: scalable sensor network simulation with precise timing
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Experimental study of concurrent transmission in wireless sensor networks
Proceedings of the 4th international conference on Embedded networked sensor systems
Koala: Ultra-Low Power Data Retrieval in Wireless Sensor Networks
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
An end-to-end routing protocol for peer-to-peer communication in wireless sensor networks
Proceedings of the 6th workshop on Middleware for network eccentric and mobile applications
Investigating a physically-based signal power model for robust low power wireless link simulation
Proceedings of the 11th international symposium on Modeling, analysis and simulation of wireless and mobile systems
The β-factor: measuring wireless link burstiness
Proceedings of the 6th ACM conference on Embedded network sensor systems
Minimizing Interference in TDMA MAC Protocols for WSN Operating in Shadow-Fading Channels
Wireless Systems and Mobility in Next Generation Internet
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Computer Networks: The International Journal of Computer and Telecommunications Networking
Burstiness and scaling in the structure of low-power wireless links
ACM SIGMOBILE Mobile Computing and Communications Review
M&M: multi-level Markov model for wireless link simulations
Proceedings of the 7th ACM Conference on Embedded Networked Sensor Systems
Correlated link shadow fading in multi-hop wireless networks
IEEE Transactions on Wireless Communications
Empirical study of a medical sensor application in an urban emergency department
BodyNets '09 Proceedings of the Fourth International Conference on Body Area Networks
Simulating Mobility in WSNs: Bridging the Gap between ns-2 and TOSSIM 2.x
DS-RT '09 Proceedings of the 2009 13th IEEE/ACM International Symposium on Distributed Simulation and Real Time Applications
TinyTorrents: integrating peer-to-peer and wireless sensor networks
WONS'09 Proceedings of the Sixth international conference on Wireless On-Demand Network Systems and Services
An empirical study of low-power wireless
ACM Transactions on Sensor Networks (TOSN)
Physically-based models of low-power wireless links using signal power simulation
Computer Networks: The International Journal of Computer and Telecommunications Networking
Typhoon: a reliable data dissemination protocol for wireless sensor networks
EWSN'08 Proceedings of the 5th European conference on Wireless sensor networks
Data stashing: energy-efficient information delivery to mobile sinks through trajectory prediction
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
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Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
IDEA: integrated distributed energy awareness for wireless sensor networks
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MEDiSN: Medical emergency detection in sensor networks
ACM Transactions on Embedded Computing Systems (TECS)
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INFOCOM'10 Proceedings of the 29th conference on Information communications
CentroidM: a centroid-based localization algorithm for mobile sensor networks
SBCCI '10 Proceedings of the 23rd symposium on Integrated circuits and system design
Realistic performance analysis of WSN protocols through trace based simulation
Proceedings of the 7th ACM workshop on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
Chameleon-MAC: adaptive and self-algorithms for media access control in mobile ad hoc networks
SSS'10 Proceedings of the 12th international conference on Stabilization, safety, and security of distributed systems
Experimental evaluation of simulation abstractions for wireless sensor network MAC protocols
EURASIP Journal on Wireless Communications and Networking - Special issue on simulators and experimental testbeds design and development for wireless networks
Path Planning of Data Mules in Sensor Networks
ACM Transactions on Sensor Networks (TOSN)
Journal of Parallel and Distributed Computing
Enhancing ASSERT: making an accurate testbed friendly
WiNTECH '11 Proceedings of the 6th ACM international workshop on Wireless network testbeds, experimental evaluation and characterization
LENS: resource specification for wireless sensor network experimentation infrastructures
WiNTECH '11 Proceedings of the 6th ACM international workshop on Wireless network testbeds, experimental evaluation and characterization
Throughput and PER estimates harnessing link-layer measurements for indoor 802.11n WLAN
Computer Standards & Interfaces
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ACM Transactions on Sensor Networks (TOSN)
Impulsive interference avoidance in dense wireless sensor networks
ADHOC-NOW'12 Proceedings of the 11th international conference on Ad-hoc, Mobile, and Wireless Networks
Sampling and classifying interference patterns in a wireless sensor network
ACM Transactions on Sensor Networks (TOSN)
NetEye: a user-centered wireless sensor network testbed for high-fidelity, robust experimentation
International Journal of Communication Systems
SenseCode: Network coding for reliable sensor networks
ACM Transactions on Sensor Networks (TOSN)
An evolutionary framework for routing protocol analysis in wireless sensor networks
EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
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ATR-MAC: deadline driven data collection from smartmeters in absence of aggregation
Proceedings of the 16th ACM international conference on Modeling, analysis & simulation of wireless and mobile systems
Improving wireless link simulation using multilevel markov models
ACM Transactions on Sensor Networks (TOSN)
Radio diversity for reliable communication in sensor networks
ACM Transactions on Sensor Networks (TOSN)
Discrete-time Markov Model for Wireless Link Burstiness Simulations
Wireless Personal Communications: An International Journal
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DS-RT '13 Proceedings of the 2013 IEEE/ACM 17th International Symposium on Distributed Simulation and Real Time Applications
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We propose modeling environmental noise in order to efficiently and accurately simulate wireless packet delivery. We measure noise traces in many different environments and propose three algorithms to simulate noise from these traces. We evaluate applying these algorithms to signal-to-noise curves in comparison to existing simulation approaches used in EmStar, TOSSIM, and ns2. We measure simulation accuracy using the Kantorovich-Wasserstein distance on conditional packet delivery functions. We demonstrate that using a closest-fit pattern matching (CPM) noise model can capture complex temporal dynamics which existing approaches do not, increasing packet simulation fidelity by a factor of 2 for good links, a factor of 1.5 for bad links, and a factor of 5 for intermediate links. As our models are derived from real-world traces, they can be generated for many different environments.