Search Results for author: Martin Treiber

Found 7 papers, 5 papers with code

Vessel-following model for inland waterways based on deep reinforcement learning

no code implementations7 Jul 2022 Fabian Hart, Ostap Okhrin, Martin Treiber

While deep reinforcement learning (RL) has been increasingly applied in designing car-following models in the last years, this study aims at investigating the feasibility of RL-based vehicle-following for complex vehicle dynamics and strong environmental disturbances.

reinforcement-learning Reinforcement Learning (RL)

Formulation and validation of a car-following model based on deep reinforcement learning

no code implementations29 Sep 2021 Fabian Hart, Ostap Okhrin, Martin Treiber

For various parameterizations of the reward functions, and for a wide variety of artificial and real leader data, the model turned out to be unconditionally string stable, comfortable, and crash-free.

reinforcement-learning Reinforcement Learning (RL)

Self-Driven Particle Model for Mixed Traffic and Other Disordered Flows

1 code implementation14 May 2018 Venkatesan Kanagaraj, Martin Treiber

With an adaptive cruise control (ACC) system as underlying car-following model, it becomes a controller for the acceleration and steering of autonomous vehicles in mixed or lane-based traffic.

Physics and Society

Comparing Numerical Integration Schemes for Time-Continuous Car-Following Models

1 code implementation19 Mar 2014 Martin Treiber, Venkatesan Kanagaraj

We compare four explicit methods: Euler's method, ballistic update, Heun's method (trapezoidal rule), and the standard forth-order RK4.

Computational Engineering, Finance, and Science Physics and Society

An Open-Source Microscopic Traffic Simulator

1 code implementation22 Dec 2010 Martin Treiber, Arne Kesting

We present the interactive Java-based open-source traffic simulator available at www. traffic-simulation. de.

Adaptation and Self-Organizing Systems Physics and Society

Enhanced Intelligent Driver Model to Access the Impact of Driving Strategies on Traffic Capacity

2 code implementations18 Dec 2009 Arne Kesting, Martin Treiber, Dirk Helbing

With an increasing number of vehicles equipped with adaptive cruise control (ACC), the impact of such vehicles on the collective dynamics of traffic flow becomes relevant.

Physics and Society

Congested Traffic States in Empirical Observations and Microscopic Simulations

3 code implementations11 Feb 2000 Martin Treiber, Ansgar Hennecke, Dirk Helbing

Combined states are observed as well, like the coexistence of moving localized clusters and clusters pinned at road inhomogeneities, or regions of oscillating congested traffic upstream of nearly homogeneous congested traffic.

Statistical Mechanics

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