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With continuous advancements in science and technology, there is increasing focus on environmental sustainability, leading to heightened interest in autonomous electric vehicles (AEVs). AEVs hold significant potential for enhancing electric…

系统与控制 · 电气工程与系统科学 2024-09-19 Qasim Ajao , Lanre Sadeeq

Autonomous vehicles rely heavily upon their perception subsystems to see the environment in which they operate. Unfortunately, the effect of variable weather conditions presents a significant challenge to object detection algorithms, and…

Decarbonizing road transport requires consistent and transparent methods for comparing CO2 emissions across vehicle technologies. This paper proposes a machine learning-based framework for like-for-like operational assessment of internal…

Efficient energy provisioning is a fundamental requirement for modern transportation systems, making refueling path optimization a critical challenge. Existing solutions often focus either on inter-vehicle communication or intra-vehicle…

网络与互联网体系结构 · 计算机科学 2025-11-25 Marco Savarese , Antonio De Blasi , Carmine Zaccagnino , Giacomo Salici , Silvia Cascianelli , Roberto Vezzani , Carlo Augusto Grazia

In this paper, empirical data from the literature are used to develop general power models that capture the impact of a vehicle position, in a platoon of homogeneous vehicles, and the distance gap to its lead (and following) vehicle on its…

系统与控制 · 电气工程与系统科学 2021-12-01 Ahmed A. Hussein , Hesham A. Rakha

This paper presents a machine learning approach to model the electric consumption of electric vehicles at macroscopic level, i.e., in the absence of a speed profile, while preserving microscopic level accuracy. For this work, we leveraged a…

Simulation is crucial in the development of autonomous driving software. In particular, assessing control algorithms requires an accurate vehicle dynamics simulation. However, recent publications use models with varying levels of detail.…

机器人学 · 计算机科学 2026-02-10 Simon Sagmeister , Panagiotis Kounatidis , Sven Goblirsch , Markus Lienkamp

Traffic simulation software is used by transportation researchers and engineers to design and evaluate changes to roadways. These simulators are driven by models of microscopic driver behavior from which macroscopic measures like flow and…

机器学习 · 计算机科学 2023-07-21 Franklin Abodo

Calibration and validation techniques are crucial in assessing the descriptive and predictive power of car-following models and their suitability for analyzing traffic flow. Using real and generated floating-car and trajectory data, we…

物理与社会 · 物理学 2014-03-21 Martin Treiber , Arne Kesting

A popular way to plan trajectories in dynamic urban scenarios for Autonomous Vehicles is to rely on explicitly specified and hand crafted cost functions, coupled with random sampling in the trajectory space to find the minimum cost…

机器人学 · 计算机科学 2022-10-14 Shubhankar Agarwal , Harshit Sikchi , Cole Gulino , Eric Wilkinson , Shivam Gautam

Connected and Automated Hybrid Electric Vehicles have the potential to reduce fuel consumption and travel time in real-world driving conditions. The eco-driving problem seeks to design optimal speed and power usage profiles based upon…

机器学习 · 计算机科学 2022-02-01 Zhaoxuan Zhu , Nicola Pivaro , Shobhit Gupta , Abhishek Gupta , Marcello Canova

Connected and Automated Vehicles (CAVs), in particular those with multiple power sources, have the potential to significantly reduce fuel consumption and travel time in real-world driving conditions. In particular, the Eco-driving problem…

系统与控制 · 电气工程与系统科学 2023-09-21 Zhaoxuan Zhu , Shobhit Gupta , Abhishek Gupta , Marcello Canova

Accurate calculation of aircraft fuel consumption plays an irreplaceable role in flight operations, optimization, and pollutant accounting. Calculating aircraft fuel consumption accurately is tricky because it changes based on different…

应用统计 · 统计学 2025-12-17 Linfeng Zhang , Alex Bian , Changmin Jiang , Lingxiao Wu

Improving the fuel efficiency of vehicles is imperative to reduce costs and protect the environment. While the efficient engine and vehicle designs, as well as intelligent route planning, are well-known solutions to enhance the fuel…

人机交互 · 计算机科学 2020-07-07 Sandareka Wickramanayake , H. M. N Dilum Bandara , Nishal A. Samarasekara

Real-world driving involves intricate interactions among vehicles navigating through dense traffic scenarios. Recent research focuses on enhancing the interaction awareness of autonomous vehicles to leverage these interactions in…

机器人学 · 计算机科学 2024-04-03 Piyush Gupta , David Isele , Sangjae Bae

Human-driven vehicles (HVs) amplify naturally occurring perturbations in traffic, leading to congestion--a major contributor to increased fuel consumption, higher collision risks, and reduced road capacity utilization. While previous…

机器人学 · 计算机科学 2024-03-26 Bibek Poudel , Weizi Li , Kevin Heaslip

An optimal control based methodology is proposed for minimising the combustible fuel consumption of a hybrid vehicle equipped with an internal combustion engine, a high-speed flywheel and a battery. The three-dimensionality of the road is…

最优化与控制 · 数学 2017-08-08 Mehdi Imani Masouleh , David J. N. Limebeer

For driver observation frameworks, clean datasets collected in controlled simulated environments often serve as the initial training ground. Yet, when deployed under real driving conditions, such simulator-trained models quickly face the…

计算机视觉与模式识别 · 计算机科学 2023-08-01 Walter Morales-Alvarez , Novel Certad , Alina Roitberg , Rainer Stiefelhagen , Cristina Olaverri-Monreal

Microscopic traffic simulations are used to evaluate the impact of infrastructure modifications and evolving vehicle technologies, such as connected and automated driving. Simulated vehicles are controlled via car-following, lane-changing…

机器人学 · 计算机科学 2024-08-08 Dominik Salles , Steve Oswald , Hans-Christian Reuss

Credible microscopic traffic simulation requires car-following models that capture both the average response and the substantial variability observed across drivers and situations. However, most data-driven calibrations remain…

应用统计 · 统计学 2026-02-06 Menglin Kong , Chengyuan Zhang , Lijun Sun