Assessing energy consumption in scalable semi-autonomous destination-based E-platoons: A multiplayer approach

被引:0
作者
Validi, Aso [1 ]
Liu, Yuzhou [1 ]
Olaverri-Monreal, Cristina [1 ]
机构
[1] Johannes Kepler Univ Linz, Dept Intelligent Transport Syst, Sci Pk 4-3 OG,Altenberger Str 66c, A-4040 Linz, Austria
关键词
Scalable platoons; Battery energy consumption; Connected vehicles; Simulation; Destination-based platooning; Semi-autonomous E-platoons; MODEL;
D O I
10.1016/j.trd.2024.104464
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Recent developments in connected and automated vehicle technologies have opened up new possibilities but also posed enduring challenges. One of the primary challenges is the efficient coordination of vehicles in urban environments, specifically through scalable and destination- based platooning. While considerable research has focused on platooning with a limited number of vehicles demonstrating seamless connectivity and coordination on highways, there remains a significant gap in understanding and implementing scalable platoons in more dynamic urban settings. This paper bridges these gaps by developing a novel extension to the 3DCoAutosim simulation platform. Our model introduces 'Scalable Semi-autonomous Destination-based Multi- player E-Platoons', accommodating different automation levels and simulation characteristics of vehicles in five distinct platoons. We employed seven electric vehicles to create these platoons, each consisting of an autonomous lead vehicle, followers that are either autonomous or semiautonomous (accompanied by drivers), customised according to the specific requirements of each platoon. Utilising Time Series Analysis, Multiple Linear Regression and a comprehensive, comparative scenario-based analysis, we assessed and validated our developed model's impact on battery energy consumption under varying road slopes and car-following models. Our assessment employs real-world trip data from Upper Austria, with results indicating a potential reduction in total battery energy consumption when operating in platoon mode.
引用
收藏
页数:25
相关论文
共 75 条
[61]   Statistical validation of traffic simulation models [J].
Toledo, T ;
Koutsopoulos, HN .
CALIBRATION AND VALIDATION OF SIMULATION MODELS 2004, 2004, (1876) :142-150
[62]  
Uyanik G. K., 2013, Procedia-Social and Behavioral Sciences, V106, P234, DOI [10.1016/j.sbspro.2013.12.027, DOI 10.1016/J.SBSPRO.2013.12.027]
[63]  
Validi A, 2021, IBER CONF INF SYST
[64]   Semi-Autonomous Electric Vehicles in Platooning Mode and Their Effects on Travel Time: A Framework for Simulation Evaluation [J].
Validi, Aso ;
Smirnov, Nikita ;
Olaverri-Monreal, Cristina .
2022 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2022, :45-50
[65]   Metamodel-based simulation to assess platooning on battery energy consumption [J].
Validi, Aso ;
Smirnov, Nikita ;
Olaverri-Monreal, Cristina .
TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2022, 109
[66]   Simulation-Based Impact of Connected Vehicles in Platooning Mode on Travel Time, Emissions and Fuel Consumption [J].
Validi, Aso ;
Olaverri-Monreal, Cristina .
2021 32ND IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2021, :1150-1155
[67]  
Validi Aso, 2020, IBER CONF INF SYST
[68]  
Van Jaarsveldt Cole, 2023, IEEE Access
[69]   Stability and Safety Analysis of Connected and Automated Vehicle Platoon Considering Dynamic Communication Topology [J].
Wang, Xu ;
Xu, Chuan ;
Zhao, Xinyu ;
Li, Haibo ;
Jiang, Xinguo .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 25 (10) :13442-13452
[70]   Sample Size Study of Driving Simulator Experiment for Freeway Design Safety Evaluations [J].
Wang, Xuesong ;
Liu, Shuang ;
Cai, Bowen ;
Hurwitz, David ;
Guo, Qiming ;
Wang, Xiaomeng .
TRANSPORTATION RESEARCH RECORD, 2023, 2677 (06) :73-92