We consider the autonomous driving of real vehicles as a challenging framework where Robotics-oriented approach might be effective in solve complex tasks. Here we discuss some of the autonomous navigation features in order to set up an environment to develop neural control systems for automotive autonomous driving. In this work we introduce the Evolutionary Robotics as a framework for automatically evolve and select neuro-controllers to test in a conceptual experiment reproducing the road scenario features. Preliminary experiments of Cruise Control and Adaptive Cruise Control were conducted in simulation, comparing the results of both our simulator and a commercial dedicated simulator providing a complete car library. The experiments help in evaluating the feasibility of novel approaches in the development of controllers for automotive vehicles.

A platform for designing solutions for automotive autonomous driving based on Evolutionary Robotics approach

Vicentini F;
2007

Abstract

We consider the autonomous driving of real vehicles as a challenging framework where Robotics-oriented approach might be effective in solve complex tasks. Here we discuss some of the autonomous navigation features in order to set up an environment to develop neural control systems for automotive autonomous driving. In this work we introduce the Evolutionary Robotics as a framework for automatically evolve and select neuro-controllers to test in a conceptual experiment reproducing the road scenario features. Preliminary experiments of Cruise Control and Adaptive Cruise Control were conducted in simulation, comparing the results of both our simulator and a commercial dedicated simulator providing a complete car library. The experiments help in evaluating the feasibility of novel approaches in the development of controllers for automotive vehicles.
2007
Istituto di Sistemi e Tecnologie Industriali Intelligenti per il Manifatturiero Avanzato - STIIMA (ex ITIA)
IEEE Intelligent Vehicles Symposium
1208
1213
6
Sì, ma tipo non specificato
1
none
Vicentini, F.; Branciforte, M.; Martorana, R.; Rovetta, A.
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/227586
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