Mobility Models, Traces and Impact of Mobility on Opportunistic Routing Algorithms: A Survey

No abstract is available for this paper.

• Publication year

  2015

• Venue

  IEEE Communications Surveys and Tutorials

• Publication date

  2015-04-06

• Fields of study

  Computer Science, Engineering

• Identifiers
  DOI 10.1109/COMST.2015.2419819
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• HUMsim: A Privacy-Oriented Human Mobility Simulator

  2014cited by this paper
• Estimating human trajectories and hotspots through mobile phone data

  2014cited by this paper
• Highway Vehicular Delay Tolerant Networks: Information Propagation Speed Properties

  2012cited by this paper
• An Interest Based Opportunistic Network Mobility Model and Routing Method

  2012cited by this paper
• Improving network performance with affinity based mobility model in opportunistic network

  2012influential reference
• Flooding Time in Opportunistic Networks under Power Law and Exponential Intercontact Times

  2011cited by this paper
• Optimized DTN-Routing for Urban Public Transport Systems

  2011cited by this paper
• MILITARY COMMUNICATIONS AND INFORMATION SYSTEMS CONFERENCE

  2011cited by this paper
• Exploring Millions of Footprints in Location Sharing Services

  2011cited by this paper
• SMOOTH: a simple way to model human mobility

  2011influential reference
• Human Mobility in Virtual and Real Worlds: Characterization, Modeling, and Implications

  2011cited by this paper
• A complex network analysis of human mobility

  2011cited by this paper
• Human mobility models for opportunistic networks

  2011cited by this paper
• Impact of social structure on forwarding algorithms in opportunistic networks

  2011cited by this paper
• Modelling the scaling properties of human mobility

  2010cited by this paper
• Impact of Correlated Mobility on Delay-Throughput Performance in Mobile Ad-Hoc Networks

  2010cited by this paper
• The Geography of Taste: Analyzing Cell-Phone Mobility and Social Events

  2010cited by this paper
• PCFG Based Synthetic Mobility Trace Generation

  2010cited by this paper
• Poster abstract: the challenges of accurate mobility prediction for ultra mobile users

  2010cited by this paper
• A novel opportunistic routing protocol applied to vehicular ad hoc networks

  2010cited by this paper
• Using social network theory for modeling human mobility

  2010influential reference
• HCMM: Modelling spatial and temporal properties of human mobility driven by users' social relationships

  2010cited by this paper
• Superdiffusive Behavior of Mobile Nodes and Its Impact on Routing Protocol Performance

  2010cited by this paper
• GeSoMo — A general social mobility model for delay tolerant networks

  2010cited by this paper
• Mobility Models for Delay-Tolerant Mobile Networks

  2009cited by this paper
• SLAW: A New Mobility Model for Human Walks

  2009influential reference
• Scaling properties of delay tolerant networks with correlated motion patterns

  2009cited by this paper
• Urban pedestrian mobility for mobile wireless network simulation

  2009cited by this paper
• Mobility Models for Systems Evaluation

  2009cited by this paper
• Characterizing User Behavior and Network Performance in a Public Wireless LAN

  2009cited by this paper
• A parsimonious model of mobile partitioned networks with clustering

  2009cited by this paper
• The quest for a killer app for opportunistic and delay tolerant networks: (invited paper)

  2009cited by this paper
• Mobility models for vehicular ad hoc networks: a survey and taxonomy

  2009influential reference
• Progressing Towards Realistic Mobility Models in VANET Simulations

  2008cited by this paper
• On the Levy-Walk Nature of Human Mobility

  2008influential reference
• Working day movement model

  2008cited by this paper
• Toward stochastic anatomy of inter-meeting time distribution under general mobility models

  2008cited by this paper
• Efficient Routing in Intermittently Connected Mobile Networks: The Single-Copy Case

  2008cited by this paper
• Human mobility models and opportunistic communications system design

  2008influential reference
• Understanding individual human mobility patterns

  2008cited by this paper
• Efficient Routing in Intermittently Connected Mobile Networks: The Multiple-Copy Case

  2008cited by this paper
• SWIM: A Simple Model to Generate Small Mobile Worlds

  2008influential reference
• BUBBLE Rap: Social-Based Forwarding in Delay-Tolerant Networks

  2008cited by this paper
• On clustering phenomenon in mobile partitioned networks

  2008cited by this paper
• On the latency for information dissemination in mobile wireless networks

  2008cited by this paper
• Impact of Human Mobility on Opportunistic Forwarding Algorithms

  2007influential reference
• Event-driven, role-based mobility in disaster recovery networks

  2007influential reference
• Sociological orbit aware location approximation and routing (SOLAR) in MANET

  2007influential reference
• The Impact of User Mobility Patterns on Opportunistic Content Distribution Network

  2007cited by this paper
• Latent semantic analysis and Fiedler retrieval

  2007cited by this paper
• Power Law and Exponential Decay of Intercontact Times between Mobile Devices

  2007cited by this paper
• Designing mobility models based on social network theory

  2007cited by this paper
• Study of a bus-based disruption-tolerant network: mobility modeling and impact on routing

  2007cited by this paper
• CTG: a connectivity trace generator for testing the performance of opportunistic mobile systems

  2007cited by this paper
• The diameter of opportunistic mobile networks

  2007influential reference
• Modeling Time-Variant User Mobility in Wireless Mobile Networks

  2007cited by this paper
• Human Mobility Patterns and Their Impact on Delay Tolerant Networks

  2007cited by this paper
• Impact of Social Mobility on Routing Protocols for Opportunistic Networks

  2007cited by this paper
• Impact of Realistic Mobility Models on Wireless Networks Performance

  2006cited by this paper
• Exploiting Mobility for Energy Efficient Data Collection in Wireless Sensor Networks

  2006cited by this paper
• Reality mining: sensing complex social systems

  2006cited by this paper
• Analyzing the impact of mobility in ad hoc networks

  2006cited by this paper
• The scaling laws of human travel

  2006cited by this paper
• SIMPS: Using Sociology for Personal Mobility

  2006influential reference
• Extracting a Mobility Model from Real User Traces

  2006cited by this paper
• A preliminary investigation of worm infections in a bluetooth environment

  2006cited by this paper
• How Small Labels Create Big Improvements

  2006cited by this paper
• On Modeling User Associations in Wireless LAN Traces on University Campuses

  2006cited by this paper
• A Classification and Performance Comparison of Mobility Models for Ad Hoc Networks

  2006cited by this paper
• Mobility in Wireless Networks

  2006cited by this paper
• WSN03-4: A Novel Semi-Markov Smooth Mobility Model for Mobile Ad Hoc Networks.

  2006cited by this paper
• Building realistic mobility models from coarse-grained traces

  2006cited by this paper
• An agenda based mobility model

  2006cited by this paper
• A Novel Semi-Markov Smooth Mobility Model for Mobile Ad Hoc Networks.

  2006influential reference
• Mobility improves coverage of sensor networks

  2005cited by this paper
• Pocket Switched Networks and the Consequences of Human Mobility in Conference Environments

  2005cited by this paper
• Self-similarity of complex networks

  2005cited by this paper
• A mobility model based on WLAN traces and its validation

  2005cited by this paper
• Measurement-based characterization of 802.11 in a hotspot setting

  2005cited by this paper
• The message delay in mobile ad hoc networks

  2005cited by this paper
• Uncovering the overlapping community structure of complex networks in nature and society

  2005cited by this paper
• Stochastic Properties of the Random Waypoint Mobility Model

  2004cited by this paper
• DakNet: rethinking connectivity in developing nations

  2004cited by this paper
• A structured group mobility model for the simulation of mobile ad hoc networks

  2004cited by this paper
• Finding and evaluating community structure in networks.

  2003cited by this paper
• Delay-tolerant networking: an approach to interplanetary Internet

  2003influential reference
• Towards realistic mobility models for mobile ad hoc networks

  2003influential reference
• Random waypoint considered harmful

  2003cited by this paper
• Using GPS to learn significant locations and predict movement across multiple users

  2003cited by this paper
• IMPORTANT: a framework to systematically analyze the Impact of Mobility on Performance of Routing Protocols for Adhoc Networks

  2003cited by this paper
• Mobility helps security in ad hoc networks

  2003cited by this paper
• Energy-efficient computing for wildlife tracking: design tradeoffs and early experiences with ZebraNet

  2002cited by this paper
• Providing connectivity to the Saami nomadic community

  2002cited by this paper
• The Spatial Node Distribution of the Random Waypoint Mobility Model

  2002cited by this paper
• A Statistical Analysis of the Long-Run Node Spatial Distribution in Mobile Ad Hoc Networks

  2002cited by this paper
• Group mobility and partition prediction in wireless ad-hoc networks

  2002cited by this paper
• Graph-based mobility model for mobile ad hoc network simulation

  2002cited by this paper
• Realistic mobility pattern generator: design and application in path prediction algorithm evaluation

  2002cited by this paper
• A survey of mobility models for ad hoc network research

  2002cited by this paper
• Mobility modeling in wireless networks: categorization, smooth movement, and border effects

  2001cited by this paper

• Multi-agent DRL-based task offloading and trajectory optimization for low altitude UAV IoT systems

  2026cites this paper
• A Robust Multi-Domain Adaptive Anti-Jamming Communication System for a UAV Swarm in Urban ITS Traffic Monitoring via Multi-Agent Deep Deterministic Policy Gradient

  2026cites this paper
• Mobility in Hierarchical Federated Learning: Resource Allocation and Convergence Analysis

  2026cites this paper
• UAV-Assisted Mobile Edge Computing With Digital Twin

  2025cites this paper
• Reliability-aware task-driven serverless edge computing function deployment

  2025cites this paper
• ReSACO: A Meta Reinforcement Learning Method for Fast Offloading in Mobile Edge Computing

  2025cites this paper
• Caching Placement and Resource Allocation in Drone Networks for URLLC: A Deep Reinforcement Learning Approach

  2025cites this paper
• A state machine-based mobility model for UAVs supporting VANETs

  2025cites this paper
• Stochastic Analysis of Underwater Acoustic Networks with Dynamic Command Center and AUVs for IoUT Applications

  2025cites this paper
• RAISE: Optimizing RIS Placement to Maximize Task Throughput in Multi-Server Vehicular Edge Computing

  2025cites this paper
• Open source user mobility and activity datasets: Taxonomy and applications

  2025cites this paper
• Toward resilient communication architecture: Online network reconfiguration for UAV failure

  2025cites this paper
• Pentago SnW: An improved spray and wait protocol for delay tolerant wireless sensor networks

  2025cites this paper
• Multi-Agent Computing-Energy-Efficiency Optimization in Vehicular Edge Computing: Non-Cooperative Versus Cooperative Solutions

  2025cites this paper
• Outage-Aware Online Prediction Control for Securing UAV-Aided Communication

  2025cites this paper
• DRL-Based Multidimensional Resource Scheduling for Intelligent Connected Vehicles in UAV-Assisted VEC Systems

  2025cites this paper
• Generative AI-Enhanced Cooperative MEC of UAVs and Ground Stations for Unmanned Surface Vehicles

  2025cites this paper
• Simulating Application Driven Mobile D2D underlay Networks using Gym API

  2025cites this paper
• Mobility-aware user scheduling in wireless federated learning with contextual multi-armed bandit

  2025cites this paper
• Human Mobility Advancement Using Scikit-Mobility Model

  2025cites this paper
• Learn to Collaborate in MEC: An Adaptive Decentralized Federated Learning Framework

  2024cites this paper
• A Fluid Model for Mobile Data Offloading Based on Device-to-Device Communications with Time Constraints

  2024cites this paper
• AoI-Aware Energy-Efficient Vehicular Edge Computing Using Multi-Agent Reinforcement Learning with Actor-Attention-Critic

  2024cites this paper
• Two-Timescale Synchronization and Migration for Digital Twin Networks: A Multi-Agent Deep Reinforcement Learning Approach

  2024cites this paper
• Task Offloading and Trajectory Optimization for Secure Communications in Dynamic User Multi-UAV MEC Systems

  2024influential citation
• Joint Trajectory and Resource Optimization for Multi-UAV Cooperative Computation

  2024cites this paper
• Cooperative Multiagent Deep Reinforcement Learning Methods for UAV-Aided Mobile Edge Computing Networks

  2024cites this paper
• A Two Time-Scale Joint Optimization Approach for UAV-assisted MEC

  2024cites this paper
• An Online Joint Optimization Approach for QoE Maximization in UAV-Enabled Mobile Edge Computing

  2024cites this paper
• TJCCT: A Two-Timescale Approach for UAV-Assisted Mobile Edge Computing

  2024cites this paper
• A comprehensive survey on Machine Learning techniques in opportunistic networks: Advances, challenges and future directions

  2024cites this paper
• Trajectory Planning and Resource Allocation for Multi-UAV Cooperative Computation

  2024cites this paper
• UAV-Enabled Federated Learning in Dynamic Environments: Efficiency and Security Trade-Off

  2024cites this paper
• Dynamic Cache Placement and Trajectory Design for UAV-Assisted Networks: A Two-Timescale Deep Reinforcement Learning Approach

  2024cites this paper
• Security attacks in Opportunistic Mobile Networks: A systematic literature review

  2024cites this paper
• Privacy-Preserving Joint Edge Association and Power Optimization for the Internet of Vehicles via Federated Multi-Agent Reinforcement Learning

  2023cites this paper
• Self-Organizing UAV Swarm Placement via Layered Loose Coupling and User Prioritization

  2023cites this paper
• Mobility-Aware Joint User Scheduling and Resource Allocation for Low Latency Federated Learning

  2023cites this paper
• Edge-Assisted Service Allocation and Delivery for Connected Vehicles with Variable Velocities

  2023cites this paper
• Drone Swarm Path Planning for Mobile Edge Computing in Industrial Internet of Things

  2023cites this paper
• On Dynamic Node Cooperation Strategy Design for Energy Efficiency in Hierarchical Federated Learning

  2023cites this paper
• Joint Trajectory Design and Power Allocation for UAV Assisted Network With User Mobility

  2023cites this paper
• On Performance Analysis for Random 3D Mobile AUV Networks With Limited Data Buffers

  2023cites this paper
• Learning-Aided Multi-UAV Online Trajectory Coordination and Resource Allocation for Mobile WSNs

  2023cites this paper
• IRS Assisted NOMA Aided Mobile Edge Computing With Queue Stability: Heterogeneous Multi-Agent Reinforcement Learning

  2022cites this paper
• A Load-Balanced and Energy-Efficient Navigation Scheme for UAV-Mounted Mobile Edge Computing

  2022cites this paper
• Multiple-Objective Packet Routing Optimization for Aeronautical Ad-Hoc Networks

  2022cites this paper
• Deep Recurrent Q-Network Methods for mmWave Beam Tracking systems

  2022cites this paper
• Deep Reinforcement Learning Based Freshness-Aware Path Planning for UAV-Assisted Edge Computing Networks with Device Mobility

  2022cites this paper
• Decentralized Computation Offloading with Cooperative UAVs: Multi-Agent Deep Reinforcement Learning Perspective

  2022cites this paper
• Online Trajectory and Resource Optimization for Stochastic UAV-enabled MEC System

  2022cites this paper
• Quota‐based routing and buffer management with heuristic strategies in opportunistic ad hoc networks

  2022cites this paper
• Computation Offloading in Multi-UAV-Enhanced Mobile Edge Networks: A Deep Reinforcement Learning Approach

  2022influential citation
• Realistic Human Mobility Model for Opportunistic Networks

  2022cites this paper
• Energy-Efficient Online Node Cooperation Strategy for Hierarchical Federated Learning

  2022cites this paper
• Uplink Throughput Maximization in UAV-Aided Mobile Networks: A DQN-Based Trajectory Planning Method

  2022cites this paper
• Deep Reinforcement Learning Approach for UAV-Assisted Mobile Edge Computing Networks

  2022cites this paper
• Multi-Agent Reinforcement Learning for Energy-Efficiency Edge Association in Internet of Vehicles

  2022cites this paper
• Joint Adaptive Mobility Prediction and Signal Strength Prediction Based Cell Selection Algorithm in Ultra-Dense Networks

  2022cites this paper
• A MEC architecture for a better quality of service in an Autonomous Vehicular Network

  2022cites this paper
• Computation Bits Maximization in UAV-Assisted MEC Networks With Fairness Constraint

  2022cites this paper
• Mobility Models for Internet of Vehicles: A Survey

  2022cites this paper
• Deep Reinforcement Learning based Path Planning for UAV-assisted Edge Computing Networks

  2021cites this paper
• LEACH-R: LEACH Relay With Cache Strategy for Mobile Robot Swarms

  2021cites this paper
• Weighted-based path rediscovery routing algorithm for improving the routing decision in wireless sensor network

  2021cites this paper
• Servo relays as distributed controllable-mobility network to maintain long-term stable links for mobile robot swarms

  2021cites this paper
• The Realistic 3D Group Mobility Model Based on Spiral Line for Aerial Backbone Network

  2021cites this paper
• Trajectory Mining-Based City-Level Mobility Model for 5G NB-IoT Networks

  2021cites this paper
• Attentional Markov Model for Human Mobility Prediction

  2021cites this paper
• A Comprehensive Review on Edge Caching from the Perspective of Total Process: Placement, Policy and Delivery

  2021cites this paper
• Computation Rate Maximum for Mobile Terminals in UAV-assisted Wireless Powered MEC Networks with Fairness Constraint

  2021cites this paper
• Semi-Stochastic Aircraft Mobility Modelling for Aeronautical Networks: An Australian Case-Study Based on Real Flight Data

  2021cites this paper
• A Survey of Open Source User Activity Traces with Applications to User Mobility Characterization and Modeling

  2021cites this paper
• The Impact of Mobility Models on Geographic Routing in Multi-Hop Wireless Networks and Extensions – A Survey

  2021cites this paper
• Recurrent origin–destination network for exploration of human periodic collective dynamics

  2021cites this paper
• Understanding mobility in networks

  2021cites this paper
• Modified device key generation algorithm and A* algorithm to optimize the security measures based on trust value in device-to-device communications

  2021cites this paper
• Double deep Q-learning network-based path planning in UAV-assisted wireless powered NOMA communication networks

  2021cites this paper
• Optimization for Node Cooperation in Hierarchical Federated Learning

  2021cites this paper
• Modi�ed Device Key Generation Algorithm and A* Algorithm to Optimize the Security Measures Based on Trust Value in Device-to-Device Communications

  2021cites this paper
• Fuzzy Control Based Mobility Framework for Evaluating Mobility Models in MANET of Smart Devices.    

  2020cites this paper
• Heterogeneous User-Centric Cluster Migration Improves the Connectivity-Handover Trade-Off in Vehicular Networks

  2020cites this paper
• BonnMotion 4 – Taking Mobility Generation to the Next Level

  2020cites this paper
• Reliable Routing Design in Predictable Wireless Networks with Unreliable Links

  2020cites this paper
• A Comprehensive Cellular Learning Automata Based Routing Algorithm in Opportunistic Networks

  2020cites this paper
• On Modeling and Performability Evaluation of Time Varying Communication Networks

  2020cites this paper
• Systematic Crowd Mobility Management to Avoid Catastrophic Disasters of Human Stampedes: The Case of Mina Hajj

  2020cites this paper
• Mobile Wireless Middleware, Operating Systems and Applications: 9th EAI International Conference, MOBILWARE 2020, Hohhot, China, July 11, 2020, Proceedings

  2020cites this paper
• Extração e Análise de Dados Como Suporte a Estratégias de Comunicação D2D Cientes do Humano

  2020cites this paper
• Opportunistic routing metrics: A timely one-stop tutorial survey

  2020cites this paper
• Low-cost wireless testbed for Internet of Things ad hoc networks prototyping and evaluation

  2020cites this paper
• Mobility Management in Emerging Ultra-Dense Cellular Networks: A Survey, Outlook, and Future Research Directions

  2020cites this paper
• Impacts of Mobility Models on RPL-Based Mobile IoT Infrastructures: An Evaluative Comparison and Survey

  2020influential citation
• A Comprehensive Survey on Mobility-Aware D2D Communications: Principles, Practice and Challenges

  2020cites this paper
• Research on network layout strategy of mobile opportunity perception in coal mines

  2020cites this paper
• Path Planning for UAV-Mounted Mobile Edge Computing With Deep Reinforcement Learning

  2020cites this paper
• Parallel Load Balancing and Over-lay Authentication System for Secure Industrial Network Communications

  2020cites this paper
• Identification and eradication of attacker node in a mobile ad-hoc network environment using prediction model on delay factor

  2020cites this paper
• Steady-State Analysis of Buffer Occupancy for Different Forwarding Strategies in Mobile Opportunistic Network

  2019cites this paper
• A REVIEW OF MULTI HOMING AND ITS ASSOCIATED RESEARCH AREAS ALONG WITH INTERNET OF THINGS (IOT)

  2019cites this paper