In this paper travellers’ reactions to Advanced Traveller Information Systems (ATIS) are analysed. In particular two kinds of information (descriptive and prescriptive) and four levels of reliability have been tested. A web-based tool has been adopted in order to carry out a stated preference experiment for data collection. The presented research continues previous studies of the authors in the field of travellers’ compliance with information and travellers’ route choices under ATIS. In previous studies both a discrete choice theory approach and a Mamdani-type Fuzzy Inference System (FIS) were tested. Here several FIS approaches are analysed more in detail. Some preliminary analyses, are recalled from previous research work, furthermore collected data have been deeply analysed through the Sugeno FIS-type approach and by Adaptive-Network-Based FIS. The methods are applied to reproduce travellers’ behaviour and are compared with each other to find the best approach.

Modelling Risk Perception in ATIS Context: A Comparison of Different Fuzzy Logic-Based Approaches / Di Pace, R.; Marinelli, M.; Bifulco, G. N.; Dell'Orco, M.. - In: PROCEDIA: SOCIAL & BEHAVIORAL SCIENCES. - ISSN 1877-0428. - ELETTRONICO. - 54:(2012), pp. 897-906. [10.1016/j.sbspro.2012.09.805]

Modelling Risk Perception in ATIS Context: A Comparison of Different Fuzzy Logic-Based Approaches

Marinelli, M.;Dell'Orco, M.
2012-01-01

Abstract

In this paper travellers’ reactions to Advanced Traveller Information Systems (ATIS) are analysed. In particular two kinds of information (descriptive and prescriptive) and four levels of reliability have been tested. A web-based tool has been adopted in order to carry out a stated preference experiment for data collection. The presented research continues previous studies of the authors in the field of travellers’ compliance with information and travellers’ route choices under ATIS. In previous studies both a discrete choice theory approach and a Mamdani-type Fuzzy Inference System (FIS) were tested. Here several FIS approaches are analysed more in detail. Some preliminary analyses, are recalled from previous research work, furthermore collected data have been deeply analysed through the Sugeno FIS-type approach and by Adaptive-Network-Based FIS. The methods are applied to reproduce travellers’ behaviour and are compared with each other to find the best approach.
2012
Modelling Risk Perception in ATIS Context: A Comparison of Different Fuzzy Logic-Based Approaches / Di Pace, R.; Marinelli, M.; Bifulco, G. N.; Dell'Orco, M.. - In: PROCEDIA: SOCIAL & BEHAVIORAL SCIENCES. - ISSN 1877-0428. - ELETTRONICO. - 54:(2012), pp. 897-906. [10.1016/j.sbspro.2012.09.805]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11589/6716
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