Validation, verification, and testing techniques throughout the life cycle of a simulation study
WSC '94 Proceedings of the 26th conference on Winter simulation
Experiences with network simulation
Proceedings of the 1996 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Verification validation and accreditation of simulation models
Proceedings of the 29th conference on Winter simulation
A group mobility model for ad hoc wireless networks
MSWiM '99 Proceedings of the 2nd ACM international workshop on Modeling, analysis and simulation of wireless and mobile systems
On the performance of birthday spacings tests with certain families of random number generators
Mathematics and Computers in Simulation - IMACS sponsored Special issue on the second IMACS seminar on Monte Carlo methods
Implicit source routes for on-demand ad hoc network routing
MobiHoc '01 Proceedings of the 2nd ACM international symposium on Mobile ad hoc networking & computing
A comparison of TCP performance over three routing protocols for mobile ad hoc networks
MobiHoc '01 Proceedings of the 2nd ACM international symposium on Mobile ad hoc networking & computing
Output analysis: output analysis procedures for computer simulations
Proceedings of the 32nd conference on Winter simulation
Proceedings of the 32nd conference on Winter simulation
Neighbor supporting ad hoc multicast routing protocol
MobiHoc '00 Proceedings of the 1st ACM international symposium on Mobile ad hoc networking & computing
Role-based multicast in highly mobile but sparsely connected ad hoc networks
MobiHoc '00 Proceedings of the 1st ACM international symposium on Mobile ad hoc networking & computing
Simulation Modeling and Analysis
Simulation Modeling and Analysis
Output modeling: abc's of output analysis
Proceedings of the 33nd conference on Winter simulation
Design of experiments: designing simulation experiments
Proceedings of the 33nd conference on Winter simulation
Asynchronous wakeup for ad hoc networks
Proceedings of the 4th ACM international symposium on Mobile ad hoc networking & computing
PATHS: analysis of PATH duration statistics and their impact on reactive MANET routing protocols
Proceedings of the 4th ACM international symposium on Mobile ad hoc networking & computing
Proceedings of the 35th conference on Winter simulation: driving innovation
Perfect Simulations for Random Trip Mobility Models
ANSS '05 Proceedings of the 38th annual Symposium on Simulation
A distributed coordination framework for wireless sensor and actor networks
Proceedings of the 6th ACM international symposium on Mobile ad hoc networking and computing
A Visualization and Analysis Tool for NS-2 Wireless Simulations: iNSpect
MASCOTS '05 Proceedings of the 13th IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems
Design and Analysis of Experiments
Design and Analysis of Experiments
Stationary Distributions for the Random Waypoint Mobility Model
IEEE Transactions on Mobile Computing
On credibility of simulation studies of telecommunication networks
IEEE Communications Magazine
Expanding confidence in network simulations
IEEE Network: The Magazine of Global Internetworking
Medium access control issues in sensor networks
ACM SIGCOMM Computer Communication Review
A software architecture for physical layer wireless network emulation
WiNTECH '06 Proceedings of the 1st international workshop on Wireless network testbeds, experimental evaluation & characterization
A module-based wireless node for NS-2
WNS2 '06 Proceeding from the 2006 workshop on ns-2: the IP network simulator
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WNS2 '06 Proceeding from the 2006 workshop on ns-2: the IP network simulator
Improving confidence in network simulations
Proceedings of the 38th conference on Winter simulation
The state of peer-to-peer simulators and simulations
ACM SIGCOMM Computer Communication Review
Simulation of MANETs: a qualitative comparison between JiST/SWANS and ns-2
MobiEval '07 Proceedings of the 1st international workshop on System evaluation for mobile platforms
Experimental evaluation of the usage of ad hoc networks as stubs for multiservice networks
EURASIP Journal on Wireless Communications and Networking
JiST/MobNet: combined simulation, emulation, and real-world testbed for ad hoc networks
Proceedings of the second ACM international workshop on Wireless network testbeds, experimental evaluation and characterization
QoS and energy efficiency in network wide broadcasting: A MAC layer perspective
Computer Communications
Cooperative content dissemination in multi-channel WLAN hotspots
Computer Networks: The International Journal of Computer and Telecommunications Networking
User-level performance evaluation of VoIP using ns-2
Proceedings of the 2nd international conference on Performance evaluation methodologies and tools
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International Journal of Mobile Communications
Investigating the user mobility in wireless mobile networks through real measurements
CoNEXT '06 Proceedings of the 2006 ACM CoNEXT conference
Censor networks: a critique of "sensor networks" from a systems perspective
ACM SIGCOMM Computer Communication Review
A formal performance modeling framework for bio-inspired ad hoc routing protocols
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Proceedings of the 2008 Spring simulation multiconference
Energy efficient radio range allocation in ad hoc wireless sensor networks
SpringSim '07 Proceedings of the 2007 spring simulaiton multiconference - Volume 1
Simulation of ad hoc networks: ns-2 compared to JiST/SWANS
Proceedings of the 1st international conference on Simulation tools and techniques for communications, networks and systems & workshops
ns-2 vs. OPNET: a comparative study of the IEEE 802.11e technology on MANET environments
Proceedings of the 1st international conference on Simulation tools and techniques for communications, networks and systems & workshops
A windows based web cache simulator tool
Proceedings of the 1st international conference on Simulation tools and techniques for communications, networks and systems & workshops
On the Urban Connectivity of Vehicular Sensor Networks
DCOSS '08 Proceedings of the 4th IEEE international conference on Distributed Computing in Sensor Systems
Formal Modeling of BeeAdHoc: A Bio-inspired Mobile Ad Hoc Network Routing Protocol
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
Using context information to evaluate cooperativeness
Proceedings of the 4th ACM symposium on QoS and security for wireless and mobile networks
RealMobiSim: realistic mobility simulator and analyzer
Proceedings of the 3nd ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks
Proceedings of the 6th ACM international symposium on Mobility management and wireless access
Understanding link-level 802.11 behavior: replacing convention with measurement
WICON '07 Proceedings of the 3rd international conference on Wireless internet
Power aware simulation framework for wireless sensor networks and nodes
EURASIP Journal on Embedded Systems - C-Based Design of Heterogeneous Embedded Systems
Comparative analysis of routing protocols for VoIP in a Wireless Mesh Backbone: a user perspective
International Journal of Internet Protocol Technology
Research and analysis of simulation-based networks through multi-objective visualization
Proceedings of the 40th Conference on Winter Simulation
On the automation of computer network simulators
Proceedings of the 2nd International Conference on Simulation Tools and Techniques
A framework for large-scale simulations and output result analysis with ns-2
Proceedings of the 2nd International Conference on Simulation Tools and Techniques
Calibrating Wireless Sensor Network Simulation Models with Real-World Experiments
NETWORKING '09 Proceedings of the 8th International IFIP-TC 6 Networking Conference
Proposal and evaluation of an application level caching scheme for ad hoc networks
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
A virtual platform for network experimentation
Proceedings of the 1st ACM workshop on Virtualized infrastructure systems and architectures
Stereoscopic aerial photography: an alternative to model-based urban mobility approaches
Proceedings of the sixth ACM international workshop on VehiculAr InterNETworking
Proposal and Evaluation of a Caching Scheme for Ad Hoc Networks
ADHOC-NOW '09 Proceedings of the 8th International Conference on Ad-Hoc, Mobile and Wireless Networks
SpringSim '09 Proceedings of the 2009 Spring Simulation Multiconference
Modeling mobility in disaster area scenarios
Performance Evaluation
6DMPP: small worlds in mobile peer-to-peer networks
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Measurement-based frame error model for simulating outdoor Wi-Fi networks
IEEE Transactions on Wireless Communications
SimBetAge: utilizing temporal changes in social networks for pocket switched networks
Proceedings of the 1st ACM workshop on User-provided networking: challenges and opportunities
An analysis of human mobility using real traces
WCNC'09 Proceedings of the 2009 IEEE conference on Wireless Communications & Networking Conference
Characterizing 802.11 wireless link behavior
Wireless Networks
Building a trusted community for mobile ad hoc networks using friend recommendation
ADHOC-NOW'07 Proceedings of the 6th international conference on Ad-hoc, mobile and wireless networks
Towards a taxonomy of simulation tools for wireless sensor networks
Proceedings of the 3rd International ICST Conference on Simulation Tools and Techniques
Wireless network simulators relevance compared to a real testbed in outdoor and indoor environments
Proceedings of the 6th International Wireless Communications and Mobile Computing Conference
DES-SERT: a framework for structured routing protocol implementation
WD'09 Proceedings of the 2nd IFIP conference on Wireless days
Assessing the communication performance of wireless sensor networks in rainforests
WD'09 Proceedings of the 2nd IFIP conference on Wireless days
An energy-efficient broadcasting scheme for unsynchronized wireless sensor MAC protocols
WONS'10 Proceedings of the 7th international conference on Wireless on-demand network systems and services
A fully distributed node allocation scheme with partition protection for Mobile Ad Hoc Networks
Computer Communications
Platforms and testbeds for experimental evaluation of cognitive ad hoc networks
IEEE Communications Magazine
Toward credible evaluation of anomaly-based intrusion-detection methods
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A realistic trace-based mobility model for first responder scenarios
Proceedings of the 13th ACM international conference on Modeling, analysis, and simulation of wireless and mobile systems
GTNA: a framework for the graph-theoretic network analysis
SpringSim '10 Proceedings of the 2010 Spring Simulation Multiconference
A Socratic method for validation of measurement-based networking research
Computer Communications
Towards modeling realistic mobility for performance evaluations in MANET
ADHOC-NOW'10 Proceedings of the 9th international conference on Ad-hoc, mobile and wireless networks
ACM Computing Surveys (CSUR)
LocPriS: a security and privacy preserving location based services development framework
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part IV
On performance modeling of ad hoc routing protocols
EURASIP Journal on Wireless Communications and Networking
Design considerations for M&S software
Winter Simulation Conference
Using SensLAB as a first class scientific tool for large scale wireless sensor network experiments
NETWORKING'11 Proceedings of the 10th international IFIP TC 6 conference on Networking - Volume Part I
A model to improve the accuracy of WSN simulations
WWIC'11 Proceedings of the 9th IFIP TC 6 international conference on Wired/wireless internet communications
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CSET'11 Proceedings of the 4th conference on Cyber security experimentation and test
Modeling and simulation of vehicular networks
Proceedings of the first ACM international symposium on Design and analysis of intelligent vehicular networks and applications
Get me out of here: collaborative evacuation based on local knowledge
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CORM: A reference model for future computer networks
Journal of Network and Computer Applications
TARWIS: a testbed management architecture for wireless sensor network testbeds
Proceedings of the 7th International Conference on Network and Services Management
A site-specific indoor link model for realistic wireless network simulations
Proceedings of the 4th International ICST Conference on Simulation Tools and Techniques
Destination-sequenced distance vector (DSDV) routing protocol implementation in ns-3
Proceedings of the 4th International ICST Conference on Simulation Tools and Techniques
Direct execution of OLSR MANET routing daemon in ns-3
Proceedings of the 4th International ICST Conference on Simulation Tools and Techniques
Markovian agent modeling swarm intelligence algorithms in wireless sensor networks
Performance Evaluation
A management Ad Hoc networks model for rescue and emergency scenarios
Expert Systems with Applications: An International Journal
BeeSensor: An energy-efficient and scalable routing protocol for wireless sensor networks
Information Sciences: an International Journal
A hybrid mass participation approach to mobile software trials
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Dynamic source routing (DSR) protocol implementation in ns-3
Proceedings of the 5th International ICST Conference on Simulation Tools and Techniques
Evaluation of a redirection technique in cooperative caching for MANETs
Proceedings of the 9th ACM symposium on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
Enhancing DSR maintenance with power awareness
Computer Standards & Interfaces
Information Sciences: an International Journal
Euro-Par'12 Proceedings of the 18th international conference on Parallel Processing
PAMPA in the wild: a real-life evaluation of a lightweight ad-hoc broadcasting family
Proceedings of the 7th International Workshop on Middleware Tools, Services and Run-Time Support for Sensor Networks
BeesAnts: a new nature-inspired routing algorithm
International Journal of Communication Networks and Distributed Systems
On reproducibility and traceability of simulations
Proceedings of the Winter Simulation Conference
Safe: simulation automation framework for experiments
Proceedings of the Winter Simulation Conference
Seven pitfalls in modeling and simulation research
Proceedings of the Winter Simulation Conference
A comparative study of cognitive radio platforms
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
A case for research with and on community networks
ACM SIGCOMM Computer Communication Review
Towards practical communication in Byzantine-resistant DHTs
IEEE/ACM Transactions on Networking (TON)
A grid-based MANET routing protocol with simple cell-head election
International Journal of Wireless and Mobile Computing
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Simulation is the research tool of choice for a majority of the mobile ad hoc network (MANET) community. However, while the use of simulation has increased, the credibility of the simulation results has decreased. To determine the state of MANET simulation studies, we surveyed the 2000-2005 proceedings of the ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc). From our survey, we found significant shortfalls. We present the results of our survey in this paper. We then summarize common simulation study pitfalls found in our survey. Finally, we discuss the tools available that aid the development of rigorous simulation studies. We offer these results to the community with the hope of improving the credibility of MANET simulation-based studies.