A Probabilistic Traffic-Theoretic Network Loading Model Suitable for Large-Scale Network Analysis

Jing Lu
Jing Lu
[email protected]
http://orcid.org/0000-0002-9937-8067
Operations Research Center, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
Search for more papers by this author
,
Carolina Osorio
Carolina Osorio
[email protected]
http://orcid.org/0000-0003-0979-6052
Operations Research Center, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139; and Department of Civil and Environmental Engineering, School of Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
Search for more papers by this author

Operations Research Center, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139

Operations Research Center, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139; and Department of Civil and Environmental Engineering, School of Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139

Search for more papers by this author

Published Online:26 Jun 2018https://doi.org/10.1287/trsc.2017.0804

Supplemental Material

trsc.2017.0804-sm.pdf (25 KB)

Cited by
- Optimizing urban last mile delivery efficiency through dynamic vehicle routing heuristics and traffic flow analysis
  4 December 2025 | Scientific Reports, Vol. 16, No. 1
- Analytical and data-driven fractional-order malaria transmission model with vector and non-vector pathways
  9 December 2025 | BMC Infectious Diseases, Vol. 26, No. 1
- Advances in Spatial Optimization for Intelligent UAV Swarms: Methods, Coordination Mechanisms, and Decision Support
  14 May 2026 | Applied Sciences, Vol. 16, No. 10
- Investigation of Performance Analysis for Data‐Driven Intelligent Model With Internet of Things in Higher Education Teaching System
  22 December 2025 | European Journal of Education, Vol. 61, No. 1
- Integrating Graph Convolutional Networks for Web Traffic Prediction
  1 August 2025
- Optimizing the cyber-physical intelligent transportation system network using enhanced models for data routing and task scheduling
  Digital Communications and Networks, Vol. 12, No. 1
- Detection and mitigation of false data injection attack in DC–DC synchronous boost converter: A real‐time implementation using shallow neural network model
  21 December 2023 | IET Power Electronics, Vol. 19, No. 1
- A feedback queueing network model for traffic signal control at intersections considering congestion propagation in dynamic stochastic environments
  2 December 2025 | PLOS One, Vol. 20, No. 12
- A novel mobile sink placement in wireless sensor network using deep maxout network based energy prediction with adjacent cell score
  6 October 2025 | Wireless Networks, Vol. 31, No. 8
- AI-based routing algorithms improve energy efficiency, latency, and data reliability in wireless sensor networks
  1 July 2025 | Scientific Reports, Vol. 15, No. 1
- Efficient node deployment for enhancing coverage and connectivity in Wireless Sensor Networks
  8 August 2025 | Scientific Reports, Vol. 15, No. 1
- Overlapping community and entropy of neighborhood information for identifying influential nodes in complex networks
  28 November 2025 | Scientific Reports, Vol. 15, No. 1
- Toward a security-aware and scalable semi-local centrality for weighted complex networks
  6 December 2025 | The European Physical Journal Plus, Vol. 140, No. 12
- Hybrid Mathematical Modeling and Optimization Framework for Branch Flow Estimation at Y-Intersections: A Constraint- Aware Approach with Minimal Sensing Requirements
  1 December 2025 | Symmetry, Vol. 17, No. 12
- Dynamic resource orchestration in edge computing environments using multi-agent reinforcement learning
  23 June 2025 | Knowledge and Information Systems, Vol. 67, No. 10
- Deep hybrid framework of BERT and knowledge graph for personalized POI recommendations in social networks
  23 September 2025 | Electronic Commerce Research, Vol. 83
- Order dispatching strategy and pricing scheme in ride-sourcing markets with consideration of service cancellation
  Transportation Research Part B: Methodological, Vol. 199
- Understanding order cancellation behavior in on-demand delivery services
  Transportation Research Part A: Policy and Practice, Vol. 198
- Allocation of computing resources based on multi-objective strategy and performance improvement in 5G networks
  Computer Communications, Vol. 238
- Joint deep reinforcement learning strategy in MEC for smart internet of vehicles edge computing networks
  Sustainable Computing: Informatics and Systems, Vol. 46
- Voluntary resource sharing at the network edge to provide cloud services: a systematic survey
  16 April 2025 | Computing, Vol. 107, No. 5
- Transportation mode detection through spatial attention-based transductive long short-term memory and off-policy feature selection
  Expert Systems with Applications, Vol. 267
- Weak signal propagation: an optimal amplification induced by intra-layer coupling in a Y-shaped unidirectional chain
  10 February 2025 | Measurement Science and Technology, Vol. 36, No. 3
- Refining Urban Microscopic Traffic Simulations Accuracy Using a Customized Random Walk Model for Dynamic Stochastic Route Choice
  14 May 2025
- Computationally Efficient Approach for 6G‐AI‐IoT Network Slicing and Error‐Free Transmission
  23 February 2025 | International Journal of Network Management, Vol. 35, No. 2
- Why are fairness concerns so important? Lessons from a last-mile transportation system
  Transportation Research Part A: Policy and Practice, Vol. 192
- Efficient algorithm for resource optimization in optical communication networks
  15 January 2025 | Optics Express, Vol. 33, No. 2
- Transformer-based short-term traffic forecasting model considering traffic spatiotemporal correlation
  23 January 2025 | Frontiers in Neurorobotics, Vol. 19
- Detecting and mitigating security anomalies in Software-Defined Networking (SDN) using Gradient-Boosted Trees and Floodlight Controller characteristics
  Computer Standards & Interfaces, Vol. 91
- IoT-Based Multisensors Fusion for Activity Recognition via Key Features and Hybrid Transfer Learning
  IEEE Access, Vol. 13
- Penetration Testing and Machine Learning-Driven Cybersecurity Framework for IoT and Smart City Wireless Networks
  IEEE Access, Vol. 13
- Enhanced Radio Frequency System Integration in Optical Networks Using Adaptive Compensation Techniques
  IEEE Access, Vol. 13
- Towards a novel service broker policy for choosing the appropriate data center in cloud environments
  Computer Communications, Vol. 228
- HybOff: a Hybrid Offloading approach to improve load balancing in fog environments
  28 May 2024 | Journal of Cloud Computing, Vol. 13, No. 1
- DFRDRL: a dynamic fuzzy routing algorithm based on deep reinforcement learning with guaranteed latency and bandwidth for software-defined networks
  28 October 2024 | Journal of Big Data, Vol. 11, No. 1
- Hybrid Decision Support Framework for Energy Scheduling Using Stochastic Optimization and Cooperative Game Theory
  19 December 2024 | Energies, Vol. 17, No. 24
- A deep analysis of nature-inspired and meta-heuristic algorithms for designing intrusion detection systems in cloud/edge and IoT: state-of-the-art techniques, challenges, and future directions
  26 April 2024 | Cluster Computing, Vol. 27, No. 7
- Stochastic shared embeddings and latent intent aware self-attention for sequential recommendation
  1 March 2024 | Multimedia Tools and Applications, Vol. 83, No. 33
- Coupling Induced Dynamics in a Chain-Network of Four Two-Well Duffing Oscillators: Theoretical Analysis and Microcontroller-Based Experiments
  2 May 2024 | Journal of Vibration Engineering & Technologies, Vol. 12, No. 7
- A Systematic and Comprehensive Study on Machine Learning and Deep Learning Models in Web Traffic Prediction
  27 April 2024 | Archives of Computational Methods in Engineering, Vol. 31, No. 5
- Modeling of traffic at a road crossing and optimization of waiting time of the vehicles
  Alexandria Engineering Journal, Vol. 98
- IMNE: Maximizing influence through deep learning-based node embedding in social network
  Swarm and Evolutionary Computation, Vol. 88
- Link transmission model: A formulation with enhanced compute time for large-scale network optimization
  Transportation Research Part B: Methodological, Vol. 185
- Link prediction in social networks using hyper-motif representation on hypergraph
  12 April 2024 | Multimedia Systems, Vol. 30, No. 3
- Enhancing Service Offloading for Dense Networks Based on Optimal Stopping Theory in Virtual Mobile Edge Computing
  24 April 2024 | Journal of Grid Computing, Vol. 22, No. 2
- Design of novel microstrip patch antenna for millimeter-wave B5G communications
  4 April 2024 | Frontiers in Materials, Vol. 11
- Intrusion Detection using Federated Attention Neural Network for Edge Enabled Internet of Things
  20 January 2024 | Journal of Grid Computing, Vol. 22, No. 1
- DRL-based Task and Computational Offloading for Internet of Vehicles in Decentralized Computing
  25 January 2024 | Journal of Grid Computing, Vol. 22, No. 1
- Employing RNN and Petri Nets to Secure Edge Computing Threats in Smart Cities
  22 February 2024 | Journal of Grid Computing, Vol. 22, No. 1
- E-Commerce Logistics and Supply Chain Network Optimization for Cross-Border
  2 February 2024 | Journal of Grid Computing, Vol. 22, No. 1
- Joint Task Offloading Based on Distributed Deep Reinforcement Learning-Based Genetic Optimization Algorithm for Internet of Vehicles
  26 February 2024 | Journal of Grid Computing, Vol. 22, No. 1
- Dependent Task Scheduling Using Parallel Deep Neural Networks in Mobile Edge Computing
  12 February 2024 | Journal of Grid Computing, Vol. 22, No. 1
- Joint Task Offloading and Multi-Task Offloading Based on NOMA Enhanced Internet of Vehicles in Edge Computing
  12 February 2024 | Journal of Grid Computing, Vol. 22, No. 1
- Dynamic Resource Management in MEC Powered by Edge Intelligence for Smart City Internet of Things
  13 February 2024 | Journal of Grid Computing, Vol. 22, No. 1
- Multi-Agent Systems for Collaborative Inference Based on Deep Policy Q-Inference Network
  29 February 2024 | Journal of Grid Computing, Vol. 22, No. 1
- A novel method for effective intrusion detection based on convolutional speaking neural networks
  Journal of King Saud University - Computer and Information Sciences, Vol. 36, No. 2
- ODTRA-Based Task Offload Optimization for Industrial Internet of Things: Improving Efficiency and Performance With Digital Twins and Metaheuristic Optimization
  IEEE Access, Vol. 12
- A GWO-MFO-Based Resource Allocation in Vehicular Fog Computing With Latency Constraints and Energy Reduction
  IEEE Access, Vol. 12
- Extreme Value Prediction of Traffic Loads Using the Average Conditional Exceedance Rate Method
  KSCE Journal of Civil Engineering, Vol. 27, No. 12
- A stochastic dynamic network loading model for mixed traffic with autonomous and human-driven vehicles
  Transportation Research Part B: Methodological, Vol. 178
- An analytical model for a tandem of two traffic-light intersections under semi-actuated and fixed control
  Transportation Research Interdisciplinary Perspectives, Vol. 16
- On the Analytical Probabilistic Modeling of Flow Transmission Across Nodes in Transportation Networks
  15 June 2022 | Transportation Research Record: Journal of the Transportation Research Board, Vol. 2676, No. 12
- Efficient evaluation of stochastic traffic flow models using Gaussian process approximation
  Transportation Research Part B: Methodological, Vol. 164
- Nonlinear Traffic Prediction as a Matrix Completion Problem with Ensemble Learning
  Wenqing Li,
  Chuhan Yang,
  Saif Eddin Jabari
  22 November 2021 | Transportation Science, Vol. 56, No. 1
- Analytical model assessing the effect of increased traffic flow intensities on the road administration, maintenance and lifetime
  6 August 2019 | Open Engineering, Vol. 9, No. 1
- Traffic state estimation using stochastic Lagrangian dynamics
  Transportation Research Part B: Methodological, Vol. 115

Volume 52, Issue 6

November-December 2018

Pages 1297-1588

Article Information

Supplemental Material

Metrics

Information

Received:September 02, 2016
Accepted:July 21, 2017
Published Online:June 26, 2018

Cite as

Jing Lu, Carolina Osorio (2018) A Probabilistic Traffic-Theoretic Network Loading Model Suitable for Large-Scale Network Analysis. Transportation Science 52(6):1509-1530.

https://doi.org/10.1287/trsc.2017.0804

Keywords

PDF download

Available Issues

Available Issues

Available Issues

Available Issues

Available Issues

Available Issues

Available Issues

Available Issues

A Probabilistic Traffic-Theoretic Network Loading Model Suitable for Large-Scale Network Analysis

Supplemental Material

Volume 52, Issue 6

Article Information

Supplemental Material

Metrics

Information

Cite as

Keywords

Sign Up for INFORMS Publications Updates and News