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Federated learning (FL) enables distributed model training from local data collected by users. In distributed systems with constrained resources and potentially high dynamics, e.g., mobile edge networks, the efficiency of FL is an important…

机器学习 · 计算机科学 2022-12-19 Shiqiang Wang , Jake Perazzone , Mingyue Ji , Kevin S. Chan

Autonomous vehicles necessitate a delicate balance between safety, efficiency, and user preferences in trajectory planning. Existing traditional or learning-based methods face challenges in adequately addressing all these aspects. In…

机器人学 · 计算机科学 2024-05-24 Yuejiao Xu , Ruolin Wang , Chengpeng Xu , Jianmin Ji

Autonomous robots often encounter challenging situations where their control policies fail and an expert human operator must briefly intervene, e.g., through teleoperation. In settings where multiple robots act in separate environments, a…

机器人学 · 计算机科学 2020-03-10 Gokul Swamy , Siddharth Reddy , Sergey Levine , Anca D. Dragan

Recent literature has proved that stable dynamic routing algorithms have solid theoretical foundation that makes them suitable to be implemented in a real protocol, and used in practice in many different operational network contexts. Such…

网络与互联网体系结构 · 计算机科学 2008-12-18 Luca Muscariello , Diego Perino

Robot-assisted navigation is a perfect example of a class of applications requiring flexible control approaches. When the human is reliable, the robot should concede space to their initiative. When the human makes inappropriate choices the…

机器人学 · 计算机科学 2023-12-25 Placido Falqueto , Alessandro Antonucci , Luigi Palopoli , Daniele Fontanelli

Internal routing inside an ISP network is the foundation for lots of services that generate revenue from the ISP's customers. A fine-grained control of paths taken by network traffic once it enters the ISP's network is therefore a crucial…

网络与互联网体系结构 · 计算机科学 2013-03-05 Marco Chiesa , Gabriele Lospoto , Massimo Rimondini , Giuseppe Di Battista

Robust motion planning is a well-studied problem in the robotics literature, yet current algorithms struggle to operate scalably and safely in the presence of other moving agents, such as humans. This paper introduces a novel framework for…

Ensuring travelers' safety on roads has become a research challenge in recent years. We introduce a novel safe route planning problem and develop an efficient solution to ensure the travelers' safety on roads. Though few research attempts…

数据库 · 计算机科学 2022-09-13 Fariha Tabassum Islam , Tanzima Hashem , Rifat Shahriyar

With the rapid evolution and diversification of Internet applications, their communication-quality criteria are continuously evolving. To globally optimize communication quality, the Internet's control plane thus needs to optimize…

网络与互联网体系结构 · 计算机科学 2023-09-08 Seyedali Tabaeiaghdaei , Marc Wyss , Giacomo Giuliari , Jelte van Bommel , Ahad N. Zehmakan , Adrian Perrig

This letter presents a new intelligent control scheme for the accurate trajectory tracking of flexible link manipulators. The proposed approach is mainly based on a sliding mode controller for underactuated systems with an embedded…

Navigation is one of the most widely used applications of the Location Based Services (LBS) which have become part of our digitally informed daily lives. Navigation services, however, have generally been designed for drivers rather than…

人机交互 · 计算机科学 2020-11-10 Anahid Basiri

Federated learning (FL) has found numerous applications in healthcare, finance, and IoT scenarios. Many existing FL frameworks offer a range of benchmarks to evaluate the performance of FL under realistic conditions. However, the process of…

机器学习 · 计算机科学 2023-06-22 Zheng Wang , Xiaoliang Fan , Zhaopeng Peng , Xueheng Li , Ziqi Yang , Mingkuan Feng , Zhicheng Yang , Xiao Liu , Cheng Wang

This paper proposes a specialized autonomous driving system that takes into account the unique constraints and characteristics of automotive systems, aiming for innovative advancements in autonomous driving technology. The proposed system…

机器人学 · 计算机科学 2023-12-18 Eunbin Seo , Gwanjun Shin , Eunho Lee

With the recent influx in demand for multi-robot systems throughout industry and academia, there is an increasing need for faster, robust, and generalizable path planning algorithms. Similarly, given the inherent connection between control…

机器人学 · 计算机科学 2024-01-23 Hussein Ali Jaafar , Cheng-Hao Kao , Sajad Saeedi

The purpose of this review paper is to present some recent results on the modeling and control of large systems of agents. We focus on particular applications where the agents are capable of independent actions instead of simply reacting to…

最优化与控制 · 数学 2023-02-27 Benedetto Piccoli

The integration of traditional fixed-route transit (FRT) and more flexible microtransit has been touted as a means of improving mobility and access to opportunity, increasing transit ridership, and promoting environmental sustainability. To…

系统与控制 · 电气工程与系统科学 2024-05-31 Siwei Hu , Michael F. Hyland , Ritun Saha , Jacob J. Berkel , Geoffrey Vander Veen

Traditional decision and planning frameworks for self-driving vehicles (SDVs) scale poorly in new scenarios, thus they require tedious hand-tuning of rules and parameters to maintain acceptable performance in all foreseeable cases.…

机器人学 · 计算机科学 2021-08-02 Peide Cai , Hengli Wang , Yuxiang Sun , Ming Liu

Active SLAM is the task of actively planning robot paths while simultaneously building a map and localizing within. Existing work has focused on planning paths with occupancy grid maps, which do not scale well and suffer from long term…

机器人学 · 计算机科学 2016-08-30 Beipeng Mu , Matthew Giamou , Liam Paull , Ali-akbar Agha-mohammadi , John Leonard , Jonathan How

Flexible management is one of the key components of next-generation 5G networks. Currently, many approaches focus on network functionality (services) and translate it afterward into end-user requirements, which slightly constrains the…

网络与互联网体系结构 · 计算机科学 2018-01-26 Aitor Zabala , Elisa Rojas , José María Roldan , Luis Pulido

Message transmission and message synchronization for multicontroller interdomain routing in software-defined networking (SDN) have long adaptation times and slow convergence speeds, coupled with the shortcomings of traditional interdomain…

网络与互联网体系结构 · 计算机科学 2023-03-15 Miao Ye , Linqiang Huang , Xiaofang Deng , Yong Wang , Qiuxiang Jiang , Hongbing Qiu , Peng Wen
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