Data-driven microscopic traffic modelling and simulation using dynamic lstm
With the increasing popularity of Digital Twin, there is an opportunity to employ deep
learning models in symbiotic simulation system. Symbiotic simulation can replicate multiple …
learning models in symbiotic simulation system. Symbiotic simulation can replicate multiple …
Advancing Traffic Simulation Precision and Scalability: A Data-Driven Approach Utilizing Deep Neural Networks
R Hao, T Ruan - Sustainability, 2024 - mdpi.com
In traditional traffic simulation studies, vehicle behavior has typically been modeled using
complex analytical frameworks, which often struggle to encompass the full range of …
complex analytical frameworks, which often struggle to encompass the full range of …
Dynamic data-driven microscopic traffic simulation using jointly trained physics-guided long short-term memory
Symbiotic simulation systems that incorporate data-driven methods (such as machine/deep
learning) are effective and efficient tools for just-in-time (JIT) operational decision making …
learning) are effective and efficient tools for just-in-time (JIT) operational decision making …
Designing a Time-Driven Simulation Framework for Large-Scale Traffic Networks
X Jiang - Proceedings of the 38th ACM SIGSIM Conference on …, 2024 - dl.acm.org
In the field of traffic simulation, the shift towards large-scale, time-driven models marks a
significant departure from traditional event-driven mechanisms, necessitating robust traffic …
significant departure from traditional event-driven mechanisms, necessitating robust traffic …
Reducing computational cost of large-scale simulations using opportunistic model approximation
S Bosmans, S Mercelis, P Hellinckx… - 2019 Spring Simulation …, 2019 - ieeexplore.ieee.org
We present a dynamic model approximation strategy that allows to significantly increase
computational efficiency of the simulation while maintaining proper validity. This can be …
computational efficiency of the simulation while maintaining proper validity. This can be …
Coupled traffic simulation by detached translation federates: an HLA-based approach
M Gütlein, A Djanatliev - 2019 Winter Simulation Conference …, 2019 - ieeexplore.ieee.org
Typically, there is more than one possible answer to the question of how to model and
simulate a problem. Combinations of different simulation paradigms and techniques are …
simulate a problem. Combinations of different simulation paradigms and techniques are …
Multi long-short term memory models for short term traffic flow prediction
Z Xue, Y Xue - IEICE TRANSACTIONS on Information and Systems, 2018 - search.ieice.org
Many single model methods have been applied to real-time short-term traffic flow prediction.
However, since traffic flow data is mixed with a variety of ingredients, the performance of …
However, since traffic flow data is mixed with a variety of ingredients, the performance of …
LimSim: A long-term interactive multi-scenario traffic simulator
With the growing popularity of digital twin and autonomous driving in transportation, the
demand for simulation systems capable of generating high-fidelity and reliable scenarios is …
demand for simulation systems capable of generating high-fidelity and reliable scenarios is …
Leveraging IoT data stream for near‐real‐time calibration of city‐scale microscopic traffic simulation
M Pourmoradnasseri, K Khoshkhah… - IET Smart …, 2023 - Wiley Online Library
The emergence of smart cities is set to transform transportation systems by leveraging real‐
time traffic data streams to monitor urban dynamics. This complements traditional …
time traffic data streams to monitor urban dynamics. This complements traditional …
Traffic Modeling with SUMO: a Tutorial
DA Guastella, G Bontempi - arXiv preprint arXiv:2304.05982, 2023 - arxiv.org
This paper presents a step-by-step guide to generating and simulating a traffic scenario
using the open-source simulation tool SUMO. It introduces the common pipeline used to …
using the open-source simulation tool SUMO. It introduces the common pipeline used to …