Analysis of a Game Theory-based Model of Vehicle-Pedestrian Interaction at Uncontrolled Crosswalks
International Conference on Smart Systems and Technologies 2020 (SST 2020), Osijek, Croatia2020The paper deals with a detailed analysis of a game theory-based vehicle-pedestrian interaction model adopted from literature. For the sake of simplicity only single-vehicle/single-pedestrian model is considered. The adopted model is extended with a stochastic component that accounts for variability in pedestrian/driver behaviors and influence of multi-agent environment. The model is generalized for scenarios where pedestrian appears at different distances relative to crosswalk. The analysis study is organized as follows. First, an off-line analysis of model-derived probability distributions and corresponding crossing decisions is conducted to gain initial insights. Next, large-scale simulations of the model are conducted for a wide set of randomly generated initial conditions and stochastic component tunings. Finally, the obtained simulation results are analyzed and discussed. modeling; game theory; simulation; analysis; vehicle-pedestrian interaction; uncontrolled crosswalks
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International Conference on Smart Systems and Technologies 2020 (SST 2020), Osijek, Croatia
2020
Cited by 11
▾
-
[1] Interaction-Aware Optimal Safe Speed Control for Autonomous Vehicles Approaching Unsignalized Crosswalks With Pedestrians 🔗IEEE Transactions on Control Systems Technology, 2025
-
[2] Scenario-Optimization-Based Velocity Planning of Autonomous Vehicles for Interacting With Pedestrians 🔗IEEE transactions on intelligent transportation systems (Print), 2025
-
[4] Safety Manifold for Stochastic Model Predictive Control of an Autonomous Vehicle Approaching Unsignalized Crosswalks with Pedestrians 🔗IEEE International Symposium on Sustainable Systems and Technology, 2024
-
[5] Interaction-Aware Decision-Making for Autonomous Vehicles 🔗IEEE Transactions on Transportation Electrification, 2023
-
[6] Cooperative Decision-Making in Shared Spaces: Making Urban Traffic Safer Through Human-Machine Cooperation 🔗Symposium on Intelligent Systems and Informatics, 2023
-
[7] Stochastic Model Predictive Control of an Autonomous Vehicle Interacting with Pedestrians at Unsignalized Crosswalks 🔗European Control Conference, 2023
-
[8] Neural Network-based Prediction of Pedestrian Crossing Behavior at Unsignalized Crosswalks 🔗IEEE International Symposium on Sustainable Systems and Technology, 2022
-
[9] Modification and Experimental Validation of a Logistic Regression Vehicle-Pedestrian Model 🔗IEEE International Symposium on Sustainable Systems and Technology, 2022
-
[10] Unfreezing autonomous vehicles with game theory, proxemics, and trust 🔗Frontiers of Computer Science, 2022