GloMoSim: a library for parallel simulation of large-scale wireless networks
PADS '98 Proceedings of the twelfth workshop on Parallel and distributed simulation
A performance comparison of multi-hop wireless ad hoc network routing protocols
MobiCom '98 Proceedings of the 4th annual ACM/IEEE international conference on Mobile computing and networking
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
Scenario-based performance analysis of routing protocols for mobile ad-hoc networks
MobiCom '99 Proceedings of the 5th annual ACM/IEEE international conference on Mobile computing and networking
Multicast operation of the ad-hoc on-demand distance vector routing protocol
MobiCom '99 Proceedings of the 5th annual ACM/IEEE international conference on Mobile computing and networking
Analysis of TCP performance over mobile ad hoc networks
MobiCom '99 Proceedings of the 5th annual ACM/IEEE international conference on Mobile computing and networking
Proceedings of the 3rd ACM international workshop on Modeling, analysis and simulation of wireless and mobile systems
Geography-informed energy conservation for Ad Hoc routing
Proceedings of the 7th annual international conference on Mobile computing and networking
Performance of multipath routing for on-demand protocols in mobile ad hoc networks
Mobile Networks and Applications
Neighborhood aware source 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
On the minimum node degree and connectivity of a wireless multihop network
Proceedings of the 3rd ACM international symposium on Mobile ad hoc networking & computing
A statistical analysis of the long-run node spatial distribution in mobile ad hoc networks
MSWiM '02 Proceedings of the 5th ACM international workshop on Modeling analysis and simulation of wireless and mobile systems
Mobility modeling in wireless networks: categorization, smooth movement, and border effects
ACM SIGMOBILE Mobile Computing and Communications Review
Proceedings of the second ACM international workshop on Principles of mobile computing
The Spatial Node Distribution of the Random Waypoint Mobility Model
Mobile Ad-Hoc Netzwerke, 1. deutscher Workshop über Mobile Ad-Hoc Netzwerke WMAN 2002
The Critical Transmitting Range for Connectivity in Sparse Wireless Ad Hoc Networks
IEEE Transactions on Mobile Computing
User mobility modeling and characterization of mobility patterns
IEEE Journal on Selected Areas in Communications
Toward a mobility metric for comparable & reproducible results in ad hoc networks research
ACM SIGMOBILE Mobile Computing and Communications Review
Recent advances in mobility modeling for mobile ad hoc network research
ACM-SE 42 Proceedings of the 42nd annual Southeast regional conference
On the behavior of communication links of a node in a multi-hop mobile environment
Proceedings of the 5th ACM international symposium on Mobile ad hoc networking and computing
The Critical Transmitting Range for Connectivity in Mobile Ad Hoc Networks
IEEE Transactions on Mobile Computing
Stationary distributions of random walk mobility models for wireless ad hoc networks
Proceedings of the 6th ACM international symposium on Mobile ad hoc networking and computing
Topology control in wireless ad hoc and sensor networks
ACM Computing Surveys (CSUR)
Traffic load in a dense wireless multihop network
PE-WASUN '05 Proceedings of the 2nd ACM international workshop on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
Improved topology assumptions for threshold cryptography in mobile ad hoc networks
Proceedings of the 3rd ACM workshop on Security of ad hoc and sensor networks
Spatial Node Distribution of the Random Waypoint Mobility Model with Applications
IEEE Transactions on Mobile Computing
Performance analysis of mobility-assisted routing
Proceedings of the 7th ACM international symposium on Mobile ad hoc networking and computing
Analysis of random mobility models with PDE's
Proceedings of the 7th ACM international symposium on Mobile ad hoc networking and computing
Analyzing the impact of mobility in ad hoc networks
REALMAN '06 Proceedings of the 2nd international workshop on Multi-hop ad hoc networks: from theory to reality
Building realistic mobility models from coarse-grained traces
Proceedings of the 4th international conference on Mobile systems, applications and services
A General Framework to Construct Stationary Mobility Models for the Simulation of Mobile Networks
IEEE Transactions on Mobile Computing
IEEE/ACM Transactions on Networking (TON)
Design patterns from biology for distributed computing
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Link Dynamics and Protocol Design in a Multihop Mobile Environment
IEEE Transactions on Mobile Computing
The k-Neighbors Approach to Interference Bounded and Symmetric Topology Control in Ad Hoc Networks
IEEE Transactions on Mobile Computing
IEEE Transactions on Mobile Computing
Analytical modeling of random waypoint mobility patterns
Proceedings of the 3rd ACM international workshop on Performance evaluation of wireless ad hoc, sensor and ubiquitous networks
The QoS-RWP mobility and user behavior model for public area wireless networks
Proceedings of the 9th ACM international symposium on Modeling analysis and simulation of wireless and mobile systems
Power sensitive power control in ad networks
Proceedings of the 43rd annual Southeast regional conference - Volume 2
QoS Analysis in Overlay Bluetooth-WiFi Networks with Profile-Based Vertical Handover
IEEE Transactions on Mobile Computing
Swing & swap: user-centric approaches towards maximizing location privacy
Proceedings of the 5th ACM workshop on Privacy in electronic society
Analysis of route stability under the random direction mobility model
ACM SIGMETRICS Performance Evaluation Review
Quantitative analysis for the quality of ad hoc networks
ACM SIGMOBILE Mobile Computing and Communications Review
The random trip model: stability, stationary regime, and perfect simulation
IEEE/ACM Transactions on Networking (TON)
Random waypoint mobility model in cellular networks
Wireless Networks
Relaying in mobile ad hoc networks: the Brownian motion mobility model
Wireless Networks
Mobility analysis of mobile hosts with random walking in ad hoc networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Autonomous power control MAC protocol for mobile ad hoc networks
EURASIP Journal on Wireless Communications and Networking
On traffic load distribution and load balancing in dense wireless multihop networks
EURASIP Journal on Wireless Communications and Networking
IEEE/ACM Transactions on Networking (TON)
IEEE/ACM Transactions on Networking (TON)
Characteristics of common mobility models for opportunistic networks
Proceedings of the 2nd ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks
Analysis of Random Mobility Models with Partial Differential Equations
IEEE Transactions on Mobile Computing
Interactive wormhole detection and evaluation
Information Visualization
ACM SIGMOBILE Mobile Computing and Communications Review
A link availability-based QoS-aware routing protocol for mobile ad hoc sensor networks
Computer Communications
Extending the LBS-framework TraX: Efficient proximity detection with dead reckoning
Computer Communications
A new approach to service discovery in wireless mobile ad hoc networks
International Journal of Sensor Networks
ICCOM'05 Proceedings of the 9th WSEAS International Conference on Communications
Rational swarm routing protocol for mobile ad-hoc wireless networks
Proceedings of the 5th international conference on Pervasive services
An admission control algorithm for multi-hop 802.11e-based WLANs
Computer Communications
Mobility-aware topology control in mobile ad hoc networks
Computer Communications
Simulation of mobility models in vehicular ad hoc networks
Proceedings of the 2008 Ambi-Sys workshop on Software Organisation and MonIToring of Ambient Systems
Density-based anycast: a robust routing strategy for wireless ad hoc networks
IEEE/ACM Transactions on Networking (TON)
Expected link life time analysis in MANET under Manhattan grid mobility model
Proceedings of the 11th international symposium on Modeling, analysis and simulation of wireless and mobile systems
A self-adaptive placement protocol for mobile directories in MANETs
Proceedings of the 11th international symposium on Modeling, analysis and simulation of wireless and mobile systems
A new group mobility model for mobile adhoc network based on unified relationship matrix
WSEAS TRANSACTIONS on COMMUNICATIONS
Connectivity Gateway Discovery in MANETs
Wireless Systems and Mobility in Next Generation Internet
Adaptive and fuzzy approaches for nodes affinity management in wireless ad-hoc networks
Mobile Information Systems
Computer Networks: The International Journal of Computer and Telecommunications Networking
Assuring K-coverage in the presence of mobility and wear-out failures in wireless sensor networks
International Journal of Sensor Networks
Message routing on potential-fields in forwarding-based DTNs
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
Optimizing Pseudonym Updation in Vehicular Ad-Hoc Networks
Transactions on Computational Science IV
Cluster-Based Autoconfiguration for Mobile Ad hoc Networks
Wireless Personal Communications: An International Journal
Maximizing anonymity of a vehicle through pseudonym updation
Proceedings of the 4th Annual International Conference on Wireless Internet
Replication of location-dependent data in mobile ad hoc networks
Proceedings of the Seventh ACM International Workshop on Data Engineering for Wireless and Mobile Access
Evaluating the impact of an acknowledgment strategy for APRP
Proceedings of the 5th International Latin American Networking Conference
Simulating mission critical mobile ad hoc networks
Proceedings of the 4th ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks
A novel mobility model based on semi-random circular movement in mobile ad hoc networks
Information Sciences: an International Journal
Modeling spatial and temporal dependencies of user mobility in wireless mobile networks
IEEE/ACM Transactions on Networking (TON)
The effects of node cooperation level on routing performance in delay tolerant networks
SECON'09 Proceedings of the 6th Annual IEEE communications society conference on Sensor, Mesh and Ad Hoc Communications and Networks
Analyzing path dynamics in mobile ad hoc networks using a smooth mobility model
WCNC'09 Proceedings of the 2009 IEEE conference on Wireless Communications & Networking Conference
An Overview of MANETs Simulation
Electronic Notes in Theoretical Computer Science (ENTCS)
Research on multi-path routing based on load-balance algorithm for ad hoc networks
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Nonuniform property of random direction mobility model for MANET
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Link change rate for mobile wireless networks
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
A DHCPv6 based MAP selection scheme for hierarchical mobile IPv6
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Gateway Selection Protocol in Hybrid MANET Using DYMO Routing
Mobile Networks and Applications
Route duration modeling for mobile ad-hoc networks
Wireless Networks
Bandwidth-satisfied multicast trees in large-scale ad-hoc networks
Wireless Networks
Service discovery in mobile ad hoc networks: A field theoretic approach
Pervasive and Mobile Computing
Realistic mobility and propagation framework for MANET simulations
NETWORKING'07 Proceedings of the 6th international IFIP-TC6 conference on Ad Hoc and sensor networks, wireless networks, next generation internet
A realistic mobility model for wireless networks of scale-free node connectivity
International Journal of Mobile Communications
Passive discovery of IEEE 802.15.4-based body sensor networks
Ad Hoc Networks
BonnMotion: a mobility scenario generation and analysis tool
Proceedings of the 3rd International ICST Conference on Simulation Tools and Techniques
Simulation of a large scale dynamic pickup and delivery problem
Proceedings of the 3rd International ICST Conference on Simulation Tools and Techniques
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Performance analysis of opportunistic broadcast for delay-tolerant wireless sensor networks
Journal of Systems and Software
Proceedings of the 29th ACM SIGACT-SIGOPS symposium on Principles of distributed computing
A hybrid game model based on reputation for spectrum allocation in wireless networks
Computer Communications
Probabilistic quorum systems in wireless Ad Hoc networks
ACM Transactions on Computer Systems (TOCS)
Secure cooperative spectrum sensing for cognitive radio networks
MILCOM'09 Proceedings of the 28th IEEE conference on Military communications
QoS routing using OLSR protocol
ICCOM'10 Proceedings of the 14th WSEAS international conference on Communications
Addressing scalability in a laboratory-based multihop wireless testbed
Mobile Networks and Applications
Modelling mobility: a discrete revolution
ICALP'10 Proceedings of the 37th international colloquium conference on Automata, languages and programming: Part II
A novel swarm intelligence based routing scheme for MANET using weighted pheromone paths
MILCOM'06 Proceedings of the 2006 IEEE conference on Military communications
Design and applications of a smooth mobility model for mobile ad hoc networks
MILCOM'06 Proceedings of the 2006 IEEE conference on Military communications
Development of the multicast flow oriented routing protocol for mobile ad hoc networks
Proceedings of the 48th Annual Southeast Regional Conference
Smooth movement and Manhattan path based Random Waypoint mobility
Information Processing Letters
Testing applications in MANET environments through emulation
EURASIP Journal on Wireless Communications and Networking
A cooperative caching strategy in mobile ad hoc networks based on clusters
Proceedings of the 2011 International Conference on Communication, Computing & Security
Dynamic networks: models and algorithms
ACM SIGACT News
Cooperative caching in mobile ad hoc networks through clustering
SEPADS'11 Proceedings of the 10th WSEAS international conference on Software engineering, parallel and distributed systems
Modelling mobility: A discrete revolution
Ad Hoc Networks
TAPAS'11 Proceedings of the First international ICST conference on Theory and practice of algorithms in (computer) systems
Client/server messaging protocols in serverless environments
Journal of Network and Computer Applications
Random networks with interacting nodes
Neural, Parallel & Scientific Computations
The impact of mobility on Mobile Ad Hoc Networks through the perspective of complex networks
Journal of Parallel and Distributed Computing
Epidemic spread in mobile Ad Hoc networks: determining the tipping point
NETWORKING'11 Proceedings of the 10th international IFIP TC 6 conference on Networking - Volume Part I
Cooperative evolution of services in ubiquitous computing environments
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Energy-aware routing algorithms for wireless ad hoc networks with heterogeneous power supplies
Computer Networks: The International Journal of Computer and Telecommunications Networking
Mobility adaptive CSMA/CA MAC for wireless sensor networks
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part I
A random obstacle-based mobility model for delay-tolerant networking
International Journal of Network Management
Analysis of the Expected Number of Hops in Mobile Ad Hoc Networks with Random Waypoint Mobility
Electronic Notes in Theoretical Computer Science (ENTCS)
Energy-efficient uplink resource allocation for IEEE 802.16j transparent-relay networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
On the levy-walk nature of human mobility
IEEE/ACM Transactions on Networking (TON)
A power efficiency routing and maintenance protocol in wireless multi-hop networks
Journal of Systems and Software
Analytical models of short-message reliability in mobile wireless networks
Proceedings of the 14th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Modeling human mobility in obstacle-constrained ad hoc networks
Ad Hoc Networks
Lowest weight: reactive clustering algorithm for adhoc networks
PWC'06 Proceedings of the 11th IFIP TC6 international conference on Personal Wireless Communications
Cross-layer routing for peer database querying over mobile ad hoc networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Multi-path routing protocols in wireless mobile ad hoc networks: a quantitative comparison
NEW2AN'06 Proceedings of the 6th international conference on Next Generation Teletraffic and Wired/Wireless Advanced Networking
Characterizing topological assumptions of distributed algorithms in dynamic networks
SIROCCO'09 Proceedings of the 16th international conference on Structural Information and Communication Complexity
Spatial node distribution of manhattan path based random waypoint mobility models with applications
SIROCCO'09 Proceedings of the 16th international conference on Structural Information and Communication Complexity
Performance evaluation of key exchange using integrity regions in different mobility models
Proceedings of the 1st International Conference on Wireless Technologies for Humanitarian Relief
A density-aware routing scheme in delay tolerant networks
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Airborne network: a cyber-physical system perspective
Proceedings of the first ACM MobiHoc workshop on Airborne Networks and Communications
Analysis of link lifetime in wireless mobile networks
Ad Hoc Networks
Sleep-based topology control in the Ad Hoc networks by using fitness aware learning automata
Computers & Mathematics with Applications
Random waypoint model in n-dimensional space
Operations Research Letters
Bandwidth-satisfied routing in multi-rate MANETs by cross-layer approach
Wireless Communications & Mobile Computing
An interference avoidance MAC protocol design in mobile ad hoc networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Information spreading in dynamic graphs
PODC '12 Proceedings of the 2012 ACM symposium on Principles of distributed computing
Secure centralized spectrum sensing for cognitive radio networks
Wireless Networks
Fair content dissemination in participatory DTNs
Ad Hoc Networks
Computers & Mathematics with Applications
Robustness against Byzantine Failures in Distributed Spectrum Sensing
Computer Communications
A hierarchical overlay with cluster-based reputation tree for dynamic peer-to-peer systems
Journal of Network and Computer Applications
Social-aware delay tolerant networking for mobile-to-mobile file sharing
International Journal of Communication Systems
Trust based secure multipath OLSR routing protocol in MANET using fuzzy theory
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Bandwidth-satisfied multicast services in large-scale MANETs
IWSOS'07 Proceedings of the Second international conference on Self-Organizing Systems
Efficient location-based decision-supporting content distribution to mobile groups
IEEE/ACM Transactions on Networking (TON)
Expert Systems with Applications: An International Journal
Cache Replacement in Mobile Adhoc Networks
International Journal of Distributed Systems and Technologies
Cooperative Caching in Mobile Ad Hoc Networks
International Journal of Mobile Computing and Multimedia Communications
Using Location-Based Social Networks to Validate Human Mobility and Relationships Models
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Impact of trust model on on-demand multi-path routing in mobile ad hoc networks
Computer Communications
Battery-aware Routing in Personal Networks
Wireless Personal Communications: An International Journal
Application and mobility aware integration of opportunistic networks with wireless infrastructures
Computers and Electrical Engineering
Improving fairness in IEEE 802.11 networks using MAC layer opportunistic retransmission
Computer Networks: The International Journal of Computer and Telecommunications Networking
IEEE 802.15.4a CSS-based mobile object locating system using sequential Monte Carlo method
Computer Communications
Mobility Impact on Cluster Based MAC Layer Protocols in Wireless Sensor Networks
Wireless Personal Communications: An International Journal
Intelligent Dynamical Buffer Scheduling Mechanism for Intermittently Connected Mobile Network
Wireless Personal Communications: An International Journal
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The random waypoint model is a commonly used mobility model in the simulation of ad hoc networks. It is known that the spatial distribution of network nodes moving according to this model is, in general, nonuniform. However, a closed-form expression of this distribution and an in-depth investigation is still missing. This fact impairs the accuracy of the current simulation methodology of ad hoc networks and makes it impossible to relate simulation-based performance results to corresponding analytical results. To overcome these problems, we present a detailed analytical study of the spatial node distribution generated by random waypoint mobility. More specifically, we consider a generalization of the model in which the pause time of the mobile nodes is chosen arbitrarily in each waypoint and a fraction of nodes may remain static for the entire simulation time. We show that the structure of the resulting distribution is the weighted sum of three independent components: the static, pause, and mobility component. This division enables us to understand how the model's parameters influence the distribution. We derive an exact equation of the asymptotically stationary distribution for movement on a line segment and an accurate approximation for a square area. The good quality of this approximation is validated through simulations using various settings of the mobility parameters. In summary, this article gives a fundamental understanding of the behavior of the random waypoint model.