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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

The combination of electric vehicles (EVs) and renewable energy is taking shape as a potential driver for a future free of fossil fuels. However, the efficient management of the EV fleet is not exempt from challenges. It calls for the…

最优化与控制 · 数学 2013-10-28 Emil B. Iversen , Juan M. Morales , Henrik Madsen

This paper presents an online-capable controller for the energy management system of a parallel hybrid electric vehicle based on model predictive control. Its task is to minimize the vehicle's fuel consumption along a predicted driving…

系统与控制 · 电气工程与系统科学 2023-01-04 David Theodor Machacek , Stijn van Dooren , Thomas Huber , Christopher Onder

Main memory (DRAM) significantly impacts the power and energy utilization of the overall server system. Non-Volatile Memory (NVM) devices, such as Phase Change Memory and Spin-Transfer Torque RAM, are suitable candidates for main memory to…

硬件体系结构 · 计算机科学 2020-06-24 Taeuk Kim , Safdar Jamil , Joongeon Park , Youngjae Kim

Autonomous Mobile Robots (AMRs) operate on battery power, making energy efficiency a critical consideration, particularly in outdoor environments where terrain variations affect energy consumption. While prior research has primarily focused…

机器人学 · 计算机科学 2025-09-09 Faiza Babakano , Ahmed Fahmin , Bojie Shen , Muhammad Aamir Cheema , Isma Farah Siddiqui

Developing intelligent energy management systems with high adaptability and superiority is necessary and significant for Hybrid Electric Vehicles (HEVs). This paper proposed an ensemble learning-based scheme based on a learning automata…

机器人学 · 计算机科学 2023-03-17 Bin Shuai , Min Hua , Yanfei Li , Shijin Shuai , Hongming Xu , Quan Zhou

With growing interest in sustainable logistics, electric vehicle (EV)-based deliveries offer a promising alternative for urban distribution. However, EVs face challenges due to their limited battery capacity, requiring careful planning for…

人工智能 · 计算机科学 2025-08-05 Arindam Khanda , Anurag Satpathy , Amit Jha , Sajal K. Das

The adoption of electric vehicles (EVs) is rapidly growing as a key solution to reducing greenhouse gas emissions. However, prolonged charging times remain a significant barrier to widespread EV usage, especially for individuals without…

系统与控制 · 电气工程与系统科学 2025-07-17 Jonathan Olivares , Tyler Depe , Rakeshkumar Mahto

We study the problem of computing constrained shortest paths for battery electric vehicles. Since battery capacities are limited, fastest routes are often infeasible. Instead, users are interested in fast routes on which the energy…

数据结构与算法 · 计算机科学 2020-11-23 Moritz Baum , Julian Dibbelt , Dorothea Wagner , Tobias Zündorf

In the contemporary world with degrading natural resources, the urgency of energy efficiency has become imperative due to the conservation and environmental safeguarding. Therefore, it's crucial to look for advanced technology to minimize…

系统与控制 · 电气工程与系统科学 2023-11-15 Aryaman Rao , Harshit Gupta , Parth Singh , Shivam Mittal , Utkrash Singh , Dinesh Kumar Vishwakarma

In this paper, we simultaneously address the problems of energy optimal and safe motion planning of electric vehicles (EVs) in a data-driven robust optimization framework. Safe maneuvers, especially in urban traffic, are characterized by…

系统与控制 · 电气工程与系统科学 2025-09-09 Simran Kumari , Ashish R. Hota , Siddhartha Mukhopadhyay

With the release of open source datasets such as nuPlan and Argoverse, the research around learning-based planners has spread a lot in the last years. Existing systems have shown excellent capabilities in imitating the human driver…

机器人学 · 计算机科学 2025-04-22 Cristian Gariboldi , Matteo Corno , Beng Jin

We present a Model Predictive Control (MPC) algorithm for energy management in aircraft with hybrid electric propulsion systems consisting of gas turbine and electric motor components. Series and parallel configurations are considered. By…

最优化与控制 · 数学 2022-06-13 Martin Doff-Sotta , Mark Cannon , Marko Bacic

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

Autonomous highway driving involves high-speed safety risks due to limited reaction time, where rare but dangerous events may lead to severe consequences. This places stringent requirements on trajectory planning in terms of both…

机器人学 · 计算机科学 2026-04-14 Yujia Lu , Chong Wei , Lu Ma , Lounis Adouane

In this paper, we introduce a hierarchical decision-making framework for emerging mobility systems. Despite numerous studies focusing on optimizing vehicle flow, practical feasibility has often been overlooked. To address this gap, we…

系统与控制 · 电气工程与系统科学 2023-11-23 Heeseung Bang , Andreas A. Malikopoulos

Hybrid-electric propulsion systems powered by clean energy derived from renewable sources offer a promising approach to decarbonise the world's transportation systems. Effective energy management systems are critical for such systems to…

系统与控制 · 电气工程与系统科学 2021-08-03 Peng Wu , Julius Partridge , Enrico Anderlini , Yuanchang Liu , Richard Bucknall

Autonomous driving lacks strong proof of energy efficiency with the energy-model-agnostic trajectory planning. To achieve an energy consumption model-aware trajectory planning for autonomous driving, this study proposes an online nonlinear…

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

Driving vehicles in complex scenarios under harsh conditions is the biggest challenge for autonomous vehicles (AVs). To address this issue, we propose hierarchical motion planning and robust control strategy using the front-active steering…

机器人学 · 计算机科学 2024-02-08 Hung Duy Nguyen , Minh Nhat Vu , Nguyen Ngoc Nam , Kyoungseok Han

Development of hybrid electric vehicles depends on an advanced and efficient energy management strategy (EMS). With online and real-time requirements in mind, this article presents a human-like energy management framework for hybrid…

系统与控制 · 电气工程与系统科学 2023-09-27 Hao Chen , Xiaolin Tang , Guo Hu , Teng Liu