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This note presents an embedded automatic control strategy for a low consumption vehicle equipped with an "on/off" engine. The main difficulties are the hybrid nature of the dynamics, the non smoothness of the dynamics of each mode, the…

最优化与控制 · 数学 2017-07-26 Thomas Chambrion , Gilles Millerioux

Autonomous driving has a natural bi-level structure. The goal of the upper behavioural layer is to provide appropriate lane change, speeding up, and braking decisions to optimize a given driving task. However, this layer can only indirectly…

机器人学 · 计算机科学 2022-12-06 Arun Kumar Singh , Jatan Shrestha , Nicola Albarella

The energy efficiency of Connected and Automated Vehicles (CAVs) is significantly influenced by surrounding road users. This paper presents the evaluation of energy efficiency of CAVs in a mixed traffic interacted with human controlled…

系统与控制 · 计算机科学 2018-06-04 Xun Gong , Yaohui Guo , Yiheng Feng , Jing Sun , Ding Zhao

We develop a hybrid control approach for robot learning based on combining learned predictive models with experience-based state-action policy mappings to improve the learning capabilities of robotic systems. Predictive models provide an…

机器人学 · 计算机科学 2020-06-09 Ian Abraham , Alexander Broad , Allison Pinosky , Brenna Argall , Todd D. Murphey

Trajectory planning in automated driving typically focuses on satisfying safety and comfort requirements within the vehicle's onboard sensor range. This paper introduces a method that leverages anticipatory road data, such as speed limits,…

系统与控制 · 电气工程与系统科学 2024-06-26 Andres Alvarez Prado , Vladislav Nenchev , Christian Rathgeber

Urban intersections, merging roadways, roundabouts, and speed reduction zones along with the driver responses to various disturbances are the primary sources of bottlenecks in corridors that contribute to traffic congestion. The…

最优化与控制 · 数学 2019-11-19 A M Ishtiaque Mahbub , Liuhui Zhao , Dimitris Assanis , Andreas A. Malikopoulos

Effective power and thermal management are essential for ensuring battery efficiency, safety, and longevity in Connected and Automated Electric Vehicles (CAEVs). However, real-time implementation is challenging due to the multi-timescale…

系统与控制 · 电气工程与系统科学 2024-11-11 Dongjun Li , Qiuhao Hu , Weiran Jiang , Haoxuan Dong , Ziyou Song

Wheeled-legged robots combine the efficiency of wheels with the versatility of legs, but face significant energy optimization challenges when navigating diverse environments. In this work, we present a hierarchical control framework that…

机器人学 · 计算机科学 2026-01-19 Xu Yang , Wei Yang , Kaibo He , Bo Yang , Yanan Sui , Yilin Mo

Achieving energy-efficient trajectory planning for autonomous driving remains a challenge due to the limitations of model-agnostic approaches. This study addresses this gap by introducing an online nonlinear programming trajectory…

机器人学 · 计算机科学 2024-12-13 Zhaofeng Tian , Lichen Xia , Weisong Shi

Speed advisory systems for connected vehicles rely on the estimation of green (or red) light duration at signalized intersections. A particular challenge is to predict the signal phases of semi- and fully-actuated traffic lights. In this…

系统与控制 · 电气工程与系统科学 2021-07-23 Mikhail Burov , Murat Arcak , Alexander Kurzhanskiy

This paper proposes a cooperative strategy of connected and automated vehicles (CAVs) longitudinal control for partially connected and automated traffic environment based on deep reinforcement learning (DRL) algorithm, which enhances the…

系统与控制 · 电气工程与系统科学 2020-12-04 Haotian Shi , Yang Zhou , Keshu Wu , Xin Wang , Yangxin Lin , Bin Ran

This paper introduces a framework to systematically optimize the control and design of an electric vehicle transmission, connecting powertrain sizing studies to detailed gearbox design methods. To this end, we first create analytical models…

系统与控制 · 电气工程与系统科学 2022-10-31 Olaf Borsboom , Thijs de Mooy , Mauro Salazar , Theo Hofman

Energy management strategy (EMS) is a key technology for plug-in hybrid electric vehicles (PHEVs). The energy management of certain series-parallel PHEVs involves the control of continuous variables, such as engine torque, and discrete…

系统与控制 · 电气工程与系统科学 2024-03-05 Changfu Gong , Jinming Xu , Yuan Lin

This paper presents a real time control strategy for energy storage systems integration in electric vehicles fast charging applications combined with generation from intermittent renewable energy sources. A two steps approach taking…

This paper focuses on the speed planning problem for connected and automated vehicles (CAVs) communicating to traffic lights. The uncertainty of traffic signal timing for signalized intersections on the road is considered. The eco-driving…

最优化与控制 · 数学 2019-04-11 Chao Sun , Jacopo Guanetti , Francesco Borrelli , Scott Moura

Hybrid intelligence aims to enhance decision-making, problem-solving, and overall system performance by combining the strengths of both, human cognitive abilities and artificial intelligence. With the rise of Large Language Models (LLM),…

人工智能 · 计算机科学 2024-07-16 Daniel Geissler , Paul Lukowicz

This paper presents model-based and model-free learning methods for economic and ecological adaptive cruise control (Eco-ACC) of connected and autonomous electric vehicles. For model-based optimal control of Eco-ACC, we considered…

系统与控制 · 电气工程与系统科学 2023-12-05 Sunwoo Kim , Kwang-Ki K. Kim

This paper presents a nonlinear-model based hybrid optimal control technique to compute a suboptimal power-split strategy for power/energy management in a parallel hybrid electric vehicle (PHEV). The power-split strategy is obtained as…

最优化与控制 · 数学 2018-04-04 Kasemsak Uthaichana , Raymond DeCarlo , Sorin Bengea , Miloš Žefran , Steve Pekarek

We present a predictive cruise controller which iteratively improves the fuel economy of a vehicle traveling along the same route every day. Our approach uses historical data from previous trip iterations to improve vehicle performance…

最优化与控制 · 数学 2019-09-12 Yeojun Kim , Samuel Tay , Jacopo Guanetti , Francesco Borrelli

This paper presents a data-driven supervisory energy management strategy (EMS) for plug-in hybrid electric vehicles which leverages Vehicle-to-Cloud connectivity to increase energy efficiency by learning control policies from completed…

系统与控制 · 电气工程与系统科学 2020-06-09 Yongkeun Choi , Jacopo Guanetti , Scott Moura , Francesco Borrelli