Enhancing model-based feedback perimeter control with data-driven online adaptive optimization

A Kouvelas, M Saeedmanesh, N Geroliminis - Transportation Research Part …, 2017 - Elsevier
Most feedback perimeter control approaches that are based on the Macroscopic
Fundamental Diagram (MFD) and are tested in detailed network structures restrict inflow …

[HTML][HTML] Stabilization of city-scale road traffic networks via macroscopic fundamental diagram-based model predictive perimeter control

II Sirmatel, N Geroliminis - Control Engineering Practice, 2021 - Elsevier
Traffic control for large-scale urban road networks remains a challenging problem.
Aggregated dynamical models of city-scale traffic, based on the macroscopic fundamental …

A linear-parameter-varying formulation for model predictive perimeter control in multi-region MFD urban networks

A Kouvelas, M Saeedmanesh… - Transportation …, 2023 - pubsonline.informs.org
An alternative approach for real-time network-wide traffic control in cities that has recently
gained attention is perimeter flow control. Many studies have shown that this method is more …

Multi-scale perimeter control approach in a connected-vehicle environment

K Yang, N Zheng, M Menendez - Transportation research procedia, 2017 - Elsevier
This paper proposes a novel approach to integrate optimal control of perimeter intersections
(ie to minimize local delay) into the perimeter control scheme (ie to optimize traffic …

Robust perimeter control design for an urban region

J Haddad, A Shraiber - Transportation Research Part B: Methodological, 2014 - Elsevier
Recent works have introduced perimeter feedback-control strategies for a homogenous
urban region and multiple urban regions with the help of the Macroscopic Fundamental …

Robust perimeter control for two urban regions with macroscopic fundamental diagrams: A control-Lyapunov function approach

RX Zhong, C Chen, YP Huang, A Sumalee… - … Research Part B …, 2018 - Elsevier
Abstract The Macroscopic Fundamental Diagram (MFD) framework has been widely utilized
to describe traffic dynamics in urban networks as well as to design perimeter flow control …

Data driven model free adaptive iterative learning perimeter control for large-scale urban road networks

Y Ren, Z Hou, II Sirmatel, N Geroliminis - Transportation Research Part C …, 2020 - Elsevier
Most perimeter control methods in literature are the model-based schemes designing the
controller based on the available accurate macroscopic fundamental diagram (MFD) …

[HTML][HTML] Hybrid perimeter control with real-time partitions in heterogeneous urban networks: An integration of deep learning and MPC

S Jiang, M Keyvan-Ekbatani - Transportation Research Part C: Emerging …, 2023 - Elsevier
Network-wide perimeter control strategies have been shown promise in recent years. These
perimeter control strategies are mostly based on networks with fixed boundaries. However …

Data-driven model free adaptive perimeter control for multi-region urban traffic networks with route choice

T Lei, Z Hou, Y Ren - IEEE Transactions on Intelligent …, 2019 - ieeexplore.ieee.org
Recent studies have shown that a homogenous urban road network exists a well-defined
macroscopic fundamental diagram (MFD), which can be used for perimeter control …

Analytical optimal solution of perimeter traffic flow control based on MFD dynamics: A Pontryagin's maximum principle approach

A Aalipour, H Kebriaei… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Perimeter traffic flow control, based on the macroscopic fundamental diagram (MFD), has
been introduced for traffic control and congestion management in large-scale networks. The …