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RAAV - Rural Accessibility & Automated Vehicles

RAAV - Rural Accessibility & Automated Vehicles

Georg Hauger (ORCID: 0000-0003-4485-7981)
  • Grant DOI 10.55776/I5224
  • Funding program Principal Investigator Projects International
  • Status ended
  • Start January 1, 2022
  • End December 31, 2024
  • Funding amount € 168,542
  • Project website
  • E-mail

Bilaterale Ausschreibung: Italien, Südtirol

Disciplines

Human Geography, Regional Geography, Regional Planning (60%); Sociology (40%)

Keywords

    Automated Vehicles, Rural Areas, Accessibility, Space-Time Indicator

Abstract Final report

Wider research contextheoretical framework Isolated rural areas often experience poor accessibility e.g. to workplaces, schools and services of general interest. This applies especially to some social groups as elderly, pupils and people with low-income, who mostly depend on public transport. Automated vehicles (AVs) may greatly change this condition and impact on the accessibility of rural areas. AVs could e.g. foster the introduction of new services able to increase the effectiveness of rural public transport, as for example affordable on-demand minibuses. However, accessibility impacts will depend on the types of AV-applications introduced, as well as on the specificities of the social groups considered. Hypotheses/research questions/objectives This project aims to investigate the potential impacts of different AV-applications on the accessibility of isolated rural areas by taking into account both the individual perspective of different social groups, as well as the collective perspective of rural communities. For this purpose, the project addresses four research questions (Qs): 1) What AV-based transport systems could be introduced in rural areas? 2) How do AVs change the individual accessibility of different social groups? 3) How do AVs change the collective accessibility of rural population as a whole? 4) What are the key AV-drivers improving accessibility in rural areas and which policies can foster them? Approach/methods To address these questions, explorative what-if scenarios showing possible individual, shared and collective AV- applications for rural areas are developed (Q1). The potential impacts of scenarios are then analysed comparatively for rural case studies through space-time accessibility prisms. These prisms reveal the impacts on different social groups (Q2), as well as on rural dwellers in general (Q3). The results of the accessibility analyses are then assessed by involving experts and stakeholders in a Multi Criteria Decision Analysis and round tables. These steps are expected to highlight the key AV-drivers improving accessibility in rural contexts (Q4). Finally, a policy analysis investigates potential measures that could foster such drivers (Q4). Level of originality/innovation The linkage between AVs, accessibility and rural areas has poorly been considered so far. Therefore, it represents the main originality of this research. The described approach on accessibility analyses (space-time prisms) represents the second added value, since it will consider both the specificities of different social groups and the point of view of the entire community. This represents an innovative solution in the development of a multidisciplinary research on AVs and accessibility. Primary researchers involved G. Hauger (TU Wien) and E. Ravazzoli (Eurac Research) will combine the competences of their institutions in transport innovations and rural challenges to develop a transnational multidisciplinary research project.

BACKGROUND AND OBJECTIVES The project Rural Accessibility & Automated Vehicles (RAAV) explored how the deployment of autonomous vehicles (AVS) in rural public transport (PT) can improve accessibility for residents in rural areas. Rural areas often face long travel distances and limited access to PT networks. RAAV examined whether AV-based services could address these challenges by pursuing the following three main objectives: - to develop innovative rural PT scenarios based on AVS, - to assess their potential impacts on individual and collective accessibility, and - to guide local stakeholders on future AV-based PT strategies. Two case study municipalities were selected: Mühlwald (South Tyrol, Italy) and Sooß (Lower Austria, Austria). STRUCTURE AND STEPS The project began by refining concepts and methods in space-time accessibility (STA) modelling. Socio-demographic and transport data were collected in both regions, and resident mobility behaviour was recorded through detailed travel diaries. Based on this data, five AV-based public transport scenarios were designed, combining line-based and on-demand services in varying spatial and temporal configurations. The scenarios were modelled using two newly developed tools: - PT-STA (Public Transport - Space-Time Accessibility), to measure individual accessibility, and - CSTA (Collective Space-Time Accessibility), to assess collective accessibility impacts. These models enabled the analysis of accessibility gains across user groups, times of day, and spatial locations. RESULTS The analysis showed that AV scenarios involving flexible, demand-responsive services delivered the most significant accessibility improvements, especially for residents with mobility constraints. However, stakeholder evaluations conducted through a Multi-Criteria Decision Analysis (MCDA) revealed concerns about technical complexity and operational feasibility. These perceptions adjusted the purely model-based rankings of the scenarios and highlighted the importance of integrating different perspectives into transport planning. Methodologically, the PT-STA and CSTA models represent significant advances in accessibility modelling, incorporating fixed activities, time thresholds, and cumulative spatial overlays. POTENTIAL IMPACT AND USE Despite limitations, such as small case study areas and a lack of empirical AV data, the project contributes practical insights for transportation system planning. The AV scenarios and modelling tools offer a transferable framework for testing future transport strategies in rural areas. The RAAV approach provides a more or less replicable methodology for evaluating accessibility-oriented transport innovation in rural communities.

Research institution(s)
  • Technische Universität Wien - 100%
International project participants
  • Alberto Dianin, Academia Europea Bozen - Italy
  • Elisa Ravazzoli, Academia Europea Bozen - Italy

Research Output

  • 13 Citations
  • 7 Publications
  • 7 Datasets & models
  • 3 Disseminations
Publications
  • 2024
    Title Individual accessibility impacts of public transport automation on (groups of) rural dwellers
    DOI 10.1016/j.jpubtr.2024.100098
    Type Journal Article
    Author Dianin A
    Journal Journal of Public Transportation
    Pages 100098
    Link Publication
  • 2024
    Title Collective accessibility impacts of public transport automation on rural areas: the case study of Mühlwald, South Tyrol
    DOI 10.1016/j.ijtst.2024.11.004
    Type Journal Article
    Author Dianin A
    Journal International Journal of Transportation Science and Technology
    Link Publication
  • 2022
    Title Automation of Rural Collective Transport: Conceptualising three Alternative Use Cases based on Underexplored Rural Transport Specificities
    Type Conference Proceeding Abstract
    Author Dianin A.
    Conference REAL CORP 2022
    Pages 111-120
    Link Publication
  • 2024
    Title Measuring public transport accessibility to fixed activities and discretionary opportunities: a space–time approach
    DOI 10.1186/s12544-024-00636-2
    Type Journal Article
    Author Dianin A
    Journal European Transport Research Review
    Pages 9
    Link Publication
  • 2022
    Title Automation of Rural Collective Transport: Conceptualising three Alternative Use Cases based on Underexplored Rural Transport Specificities
    DOI 10.48494/realcorp2022.5014
    Type Other
    Author Dianin A
    Link Publication
  • 2022
    Title Isolating the Role of the Transport System in Individual Accessibility Differences: A Space-Time Transport Performance Measure
    DOI 10.3390/app12073309
    Type Journal Article
    Author Dianin A
    Journal Applied Sciences
    Pages 3309
    Link Publication
  • 2023
    Title What can be done with today’s budget and demand? Scenarios of rural public transport automation in Mühlwald (South Tyrol)
    DOI 10.1007/s12469-023-00333-8
    Type Journal Article
    Author Dianin A
    Journal Public Transport
    Pages 295-332
    Link Publication
Datasets & models
  • 0 Link
    Title RAAV - Model logic and implementation structure of PT-STA and CSTA
    DOI 10.48436/ggfv0-8nz91
    Type Computer model/algorithm
    Public Access
    Link Link
  • 2024 Link
    Title RAAV - Results of the Multi Criteria Decision Analysis (MCDA)
    DOI 10.48436/khq1k-w6h69
    Type Database/Collection of data
    Public Access
    Link Link
  • 2024 Link
    Title RAAV - Results of the PT-STA accessibility analysis for five public transport scenarios based on automated vehicles in Sooss, Lower Austria
    DOI 10.48436/db56j-9a630
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title RAAV - Quantitative analysis of transport performance and agency costs for five scenarios of the implementation of automated vehicles in public transport.
    DOI 10.48436/h0mwh-grx90
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title RAAV - Collected data from mobility diaries from people surveyed in the RAAV project.
    DOI 10.48436/hq7b7-xsa12
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title RAAV - Results of the PT-STA accessibility analysis
    DOI 10.48436/9zxv3-d1c79
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title RAAV - Results of the PT-STA accessibility analysis for five public transport scenarios based on automated vehicles in Mühlwald, South Tyrol
    DOI 10.48436/4592q-bq206
    Type Database/Collection of data
    Public Access
    Link Link
Disseminations
  • 0 Link
    Title Mobility Diary Survey - Mühlwald (South Tyrol)
    DOI 10.48436/hq7b7-xsa12
    Type Participation in an activity, workshop or similar
    Link Link
  • 0 Link
    Title Mobility Diary Survey - Sooß (Lower Austria)
    DOI 10.48436/hq7b7-xsa12
    Type Participation in an activity, workshop or similar
    Link Link
  • 0 Link
    Title RAAV project featured in ACstyria TECHREPORT: Autonome Systeme (2024)
    Type A magazine, newsletter or online publication
    Link Link

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