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E-commerce with major online retailers is changing the way people consume. The goal of increasing delivery speed while remaining cost-effective poses significant new challenges for supply chains as they race to satisfy the growing and…

When a large number of robots try to reach a common area, congestions happen, causing severe delays. To minimise congestion in a robotic swarm system, traffic control algorithms must be employed in a decentralised manner. Based on…

机器人学 · 计算机科学 2022-08-24 Yuri Tavares dos Passos , Xavier Duquesne , Leandro Soriano Marcolino

This paper proposes a reinforcement learning-based method for microservice resource scheduling and optimization, aiming to address issues such as uneven resource allocation, high latency, and insufficient throughput in traditional…

分布式、并行与集群计算 · 计算机科学 2025-07-18 Yujun Zou , Nia Qi , Yingnan Deng , Zhihao Xue , Ming Gong , Wuyang Zhang

Autonomous mobile robots (AMRs) play a crucial role in transportation and service tasks at hospitals, contributing to enhanced efficiency and meeting medical demands. This paper investigates the optimization problem of scheduling strategies…

机器人学 · 计算机科学 2023-11-27 Lulu Cheng , Ning Zhao , Kan Wu , Zhibin Chen

We present a novel reinforcement learning (RL) environment designed to both optimize industrial sorting systems and study agent behavior in evolving spaces. In simulating material flow within a sorting process our environment follows the…

机器学习 · 计算机科学 2025-03-14 Tom Maus , Nico Zengeler , Tobias Glasmachers

Robots performing tasks in warehouses provide the first example of wide-spread adoption of autonomous vehicles in transportation and logistics. The efficiency of these operations, which can vary widely in practice, are a key factor in the…

机器人学 · 计算机科学 2021-03-17 Naveed Haghani , Jiaoyang Li , Sven Koenig , Gautam Kunapuli , Claudio Contardo , Amelia Regan , Julian Yarkony

In multi-robot multi-target tracking, robots coordinate to monitor groups of targets moving about an environment. We approach planning for such scenarios by formulating a receding-horizon, multi-robot sensing problem with a mutual…

机器人学 · 计算机科学 2021-07-20 Micah Corah , Nathan Michael

With the rapid development of high-speed railway (HSR), how to provide the passengers with multimedia services has attracted increasing attention. A key issue is to develop an effective scheduling algorithm for multiple services with…

网络与互联网体系结构 · 计算机科学 2016-11-15 Shengfeng Xu , Gang Zhu , Chao Shen , Bo Ai

Despite technological advancements, the significance of interdisciplinary subjects like complex networks has grown. Exploring communication within these networks is crucial, with traffic becoming a key concern due to the expanding…

网络与互联网体系结构 · 计算机科学 2024-01-02 Seyed Hassan Yajadda , Farshad Safaei

The Robust Satisficing (RS) model is an emerging approach to robust optimization, offering streamlined procedures and robust generalization across various applications. However, the statistical theory of RS remains unexplored in the…

机器学习 · 统计学 2024-06-03 Zhiyi Li , Yunbei Xu , Ruohan Zhan

This paper considers deployment problems where a mobile robotic network must optimize its configuration in a distributed way in order to minimize a steady-state cost function that depends on the spatial distribution of certain probabilistic…

最优化与控制 · 数学 2012-08-20 Jerome Le Ny , George J. Pappas

Efficient resource allocation and scheduling algorithms are essential for various distributed applications, ranging from wireless networks and cloud computing platforms to autonomous multi-agent systems and swarm robotic networks. However,…

系统与控制 · 电气工程与系统科学 2023-12-01 Mohammadreza Doostmohammadian , Alireza Aghasi

With continual advancements in technology, efforts to develop robots simulating human behavior have intensified. Cognitive robotics, combined with artificial intelligence (AI), has proven effective in surveying and research analysis.…

机器人学 · 计算机科学 2024-11-26 Hariharan Ragothaman , Harihar M , SK Guhananthan

As warehouses are emphasizing space utilization and the ability to handle multi-line orders, multi-tote storage and retrieval (MTSR) autonomous mobile robot systems, where robots directly retrieve totes from high shelves, are becoming…

机器人学 · 计算机科学 2024-07-10 Xiaotao Shan , Yichao Jin , Peizheng Li , Koichi Kondo

Sampling-based motion planning algorithms are widely used in robotics because they are very effective in high-dimensional spaces. However, the success rate and quality of the solutions are determined by an adequate selection of their…

机器人学 · 计算机科学 2022-01-14 Gabriel O. Flores-Aquino , J. Irving Vasquez-Gomez , O. Octavio Gutierrez-Frias

Mobile energy storage systems (MESSs) provide promising solutions to enhance distribution system resilience in terms of mobility and flexibility. This paper proposes a rolling integrated service restoration strategy to minimize the total…

最优化与控制 · 数学 2019-09-24 Shuhan Yao , Peng Wang , Xiaochuan Liu , Huajun Zhang , Tianyang Zhao

Motion planning problems have been studied by both the robotics and the controls research communities for a long time, and many algorithms have been developed for their solution. Among them, incremental sampling-based motion planning…

机器人学 · 计算机科学 2012-05-01 Oktay Arslan , Panagiotis Tsiotras

This paper considers the problem of routing and rebalancing a shared fleet of autonomous (i.e., self-driving) vehicles providing on-demand mobility within a capacitated transportation network, where congestion might disrupt throughput. We…

多智能体系统 · 计算机科学 2017-08-15 Rick Zhang , Federico Rossi , Marco Pavone

A robotic network is a system with multiple robots connected by a communication network. Certain tasks that cannot be accomplished with available robotic resources are candidates for the use of cloud robotics, which overcomes the…

机器人学 · 计算机科学 2022-05-30 Saeid Alirezazadeh , André Correia , Luís A. Alexandre

Robotic systems are more connected, networked, and distributed than ever. New architectures that comply with the \textit{de facto} robotics middleware standard, ROS\,2, have recently emerged to fill the gap in terms of hybrid systems…