In this work some experiments are made in order to assess the feasibility of a human-like ACC (Adaptive Cruise Control) system. The proposed system is able to understand driver’s attitudes and driving-styles by means of a selfcalibration process that can be (re)initialized on request. Three different speed-control logics have been tested: one tries to learn from actual drivers’ behaviors by using an Artificial eural etwork (A) approach, the second is based on the calibration of a linear function aimed to be mimic of the driver response to stimuli, the third is based on the calibration of a polynomial function instead of a linear one. A microscopic traffic model, accurately calibrated and validated for different aims and in a previous work, has been adapted and used in order to generate a long car-following trajectory on which the speed control logics have been calibrated and compared. This has allowed for a sufficient amount of accurate laboratory data at a relatively low cost. Comparison of the tested speed-control logics show that a fully adaptive human-like ACC system is feasible and worth further more costly developments.

Experiments toward an human-like Adaptive Cruise Control / Bifulco, GENNARO NICOLA; Simonelli, F.; Di Pace, R.. - (2008), pp. 919-924. (Intervento presentato al convegno 2008 IEEE Intelligent Vehicles Symposium tenutosi a Eindhoven, The Netherlands nel June 4-6, 2008) [10.1109/IVS.2008.4621213].

Experiments toward an human-like Adaptive Cruise Control

BIFULCO, GENNARO NICOLA;Simonelli F.;
2008

Abstract

In this work some experiments are made in order to assess the feasibility of a human-like ACC (Adaptive Cruise Control) system. The proposed system is able to understand driver’s attitudes and driving-styles by means of a selfcalibration process that can be (re)initialized on request. Three different speed-control logics have been tested: one tries to learn from actual drivers’ behaviors by using an Artificial eural etwork (A) approach, the second is based on the calibration of a linear function aimed to be mimic of the driver response to stimuli, the third is based on the calibration of a polynomial function instead of a linear one. A microscopic traffic model, accurately calibrated and validated for different aims and in a previous work, has been adapted and used in order to generate a long car-following trajectory on which the speed control logics have been calibrated and compared. This has allowed for a sufficient amount of accurate laboratory data at a relatively low cost. Comparison of the tested speed-control logics show that a fully adaptive human-like ACC system is feasible and worth further more costly developments.
2008
9781424425686
Experiments toward an human-like Adaptive Cruise Control / Bifulco, GENNARO NICOLA; Simonelli, F.; Di Pace, R.. - (2008), pp. 919-924. (Intervento presentato al convegno 2008 IEEE Intelligent Vehicles Symposium tenutosi a Eindhoven, The Netherlands nel June 4-6, 2008) [10.1109/IVS.2008.4621213].
File in questo prodotto:
File Dimensione Formato  
ExperimentsToward.pdf

non disponibili

Tipologia: Documento in Post-print
Licenza: Accesso privato/ristretto
Dimensione 270.15 kB
Formato Adobe PDF
270.15 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11588/301466
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 37
  • ???jsp.display-item.citation.isi??? 27
social impact