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Developing Microscopic Traffic Simulation Models for the Transition Towards Automated Driving
Linköpings universitet, Institutionen för teknik och naturvetenskap, Kommunikations- och transportsystem. Linköpings universitet, Tekniska fakulteten.
2022 (Engelska)Licentiatavhandling, sammanläggning (Övrigt vetenskapligt)
Abstract [en]

Vehicles with different capabilities for automated driving will gradually be deployed in road transportation systems over the coming decades. Mixed traffic conditions may change the characteristics of the traffic flow dynamics. 

Microscopic traffic simulation is used for studying traffic flow dynamics in transportation systems. By simulating the interactions between individual vehicles, effects caused by changes in the road infrastructure, by road closures, or by the number and the types of vehicles can be investigated. Impacts on traffic performance can be analyzed in terms of travel times, travel time delays, queue formations, or vehicle throughput. To evaluate the impact of automated driving on traffic performance using microscopic traffic simulation, existing microscopic driving models need to be further developed to describe automated driving. 

The aim of this thesis is to investigate how to further develop microscopic traffic simulation models for automated driving. In this investigation, the aspects to consider in simulation experiments including automated driving are identified. These aspects are the vehicle system, the role of authorities, the role of the users, of the infrastructure, of connectivity features, and of the sensor-based perception of the vehicles. A microscopic traffic simulation experiment showing the possible effects on a motorway in terms of vehicle throughput and travel delays is presented. 

A conceptual model that describes how driving automation systems deal with the perception tasks is proposed. Future research directions will focus on implementing this model for perception in traffic simulation platforms and on the modeling of lateral tactical maneuvers. iii 

Ort, förlag, år, upplaga, sidor
Linköping: Linköping University Electronic Press, 2022. , s. 40
Serie
Linköping Studies in Science and Technology. Licentiate Thesis, ISSN 0280-7971 ; 1940
Nationell ämneskategori
Farkost och rymdteknik
Identifikatorer
URN: urn:nbn:se:liu:diva-187202DOI: 10.3384/9789179294397ISBN: 9789179294380 (tryckt)ISBN: 9789179294397 (digital)OAI: oai:DiVA.org:liu-187202DiVA, id: diva2:1686849
Presentation
2022-09-02, K2, Kåkenhus, Campus Norrköping, 10:15
Opponent
Handledare
Tillgänglig från: 2022-08-11 Skapad: 2022-08-11 Senast uppdaterad: 2025-02-14Bibliografiskt granskad
Delarbeten
1. Effects on Traffic Performance Due to Heterogeneity of Automated Vehicles on Motorways: A Microscopic Simulation Study
Öppna denna publikation i ny flik eller fönster >>Effects on Traffic Performance Due to Heterogeneity of Automated Vehicles on Motorways: A Microscopic Simulation Study
2021 (Engelska)Ingår i: PROCEEDINGS OF THE 7TH INTERNATIONAL CONFERENCE ON VEHICLE TECHNOLOGY AND INTELLIGENT TRANSPORT SYSTEMS (VEHITS), SCITEPRESS , 2021, s. 142-151Konferensbidrag, Publicerat paper (Refereegranskat)
Abstract [en]

The introduction of automated vehicles (AVs) is commonly expected to improve different aspects of transportation. A long transition period is expected until AVs become prevalent on roads. During this period, different types of AVs with different driving logics will coexist along human driven vehicles. Using microscopic traffic simulation, this study investigates the range of potential impacts on traffic performance in terms of throughput and travel delays for different types of AVs and human driven vehicles on motorways. The simulation experiment includes scenarios with combinations of three different driving logics for AVs together with human driven vehicles at increasing penetration rates. The utilized AV driving logics represent the evolution of AVs, they were defined in the microscopic simulation tool Vissim and were created by modifying and extending the human driver behaviour models. The results of the simulation experiment show a decrease in vehicle throughput and significant effects on delay times when AVs with a more cautious driving logic are predominant. Overall, results show higher vehicle throughput and lower travel delays as AVs evolve to more advanced driving logics.

Ort, förlag, år, upplaga, sidor
SCITEPRESS, 2021
Nyckelord
Automated Vehicles; Automated Driving; Microscopic Simulation; Mixed Traffic
Nationell ämneskategori
Farkost och rymdteknik
Identifikatorer
urn:nbn:se:liu:diva-184759 (URN)10.5220/0010450701420151 (DOI)000783439200014 ()9789897585135 (ISBN)
Konferens
7th International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS), ELECTR NETWORK, apr 28-30, 2021
Anmärkning

Funding Agencies|Swedish Transport Administration (Trafikverket) [TRV 2016/20608, TRV 2019/27044]; European UnionEuropean Commission [H2020-ART-2016-2017, 723201]

Tillgänglig från: 2022-05-11 Skapad: 2022-05-11 Senast uppdaterad: 2025-02-25

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