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With the rapid advance of information technology, network systems have become increasingly complex and hence the underlying system dynamics are often unknown or difficult to characterize. Finding a good network control policy is of…

性能 · 计算机科学 2022-04-08 Bai Liu , Qiaomin Xie , Eytan Modiano

Asynchronous Distributed Reinforcement Learning (DRL) can suffer from degraded convergence when model updates become stale, often the result of network congestion and packet loss during large-scale training. This work introduces a network…

网络与互联网体系结构 · 计算机科学 2025-07-09 Nehal Baganal Krishna , Anam Tahir , Firas Khamis , Mina Tahmasbi Arashloo , Michael Zink , Amr Rizk

We study last-mile delivery with one truck and one drone under explicit battery management: the drone flies at twice the truck speed; each sortie must satisfy an endurance budget; after every delivery the drone recharges on the truck before…

机器学习 · 计算机科学 2025-09-27 Meraryslan Meraliyev , Cemil Turan , Shirali Kadyrov

The emerging technology of quantum computing has the potential to change the way how problems will be solved in the future. This work presents a centralized network control algorithm executable on already existing quantum computer which are…

系统与控制 · 电气工程与系统科学 2024-05-21 Arthur Witt

Drone fleets with onboard cameras coupled with computer vision and DNN inferencing models can support diverse applications. One such novel domain is for one or more buddy drones to assist Visually Impaired People (VIPs) lead an active…

分布式、并行与集群计算 · 计算机科学 2025-04-28 Suman Raj , Radhika Mittal , Harshil Gupta , Yogesh Simmhan

Utilizing unmanned aerial vehicles (UAVs) with edge server to assist terrestrial mobile edge computing (MEC) has attracted tremendous attention. Nevertheless, state-of-the-art schemes based on deterministic optimizations or single-objective…

信息论 · 计算机科学 2024-03-19 Yang Huang , Miaomiao Dong , Yijie Mao , Wenqiang Liu , Zhen Gao

In recent years, the illicit use of unmanned aerial vehicles (UAVs) for deliveries in restricted area such as prisons became a significant security challenge. While numerous studies have focused on UAV detection or localization, little…

机器人学 · 计算机科学 2026-02-11 François Marcoux , François Grondin

We study the problem of equitably and efficiently allocating an arriving resource to multiple queues with customer abandonment. The problem is motivated by the cadaveric liver allocation system of the United States, which includes a large…

最优化与控制 · 数学 2023-09-19 Shukai Li , Sanjay Mehrotra

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

Recent innovations in autonomous drones have facilitated time-optimal flight in single-drone configurations, and enhanced maneuverability in multi-drone systems by applying optimal control and learning-based methods. However, few studies…

机器人学 · 计算机科学 2025-03-06 Xian Wang , Jin Zhou , Yuanli Feng , Jiahao Mei , Jiming Chen , Shuo Li

Drone swarms coupled with data intelligence can be the future of wildfire fighting. However, drone swarm firefighting faces enormous challenges, such as the highly complex environmental conditions in wildfire scenes, the highly dynamic…

计算机与社会 · 计算机科学 2024-11-26 Shijie Pan , Aoran Cheng , Yiqi Sun , Kai Kang , Cristobal Pais , Yulun Zhou , Zuo-Jun Max Shen

Augmenting wireless networks with Unmanned Aerial Vehicles (UAVs), commonly referred to as drones, offers a promising avenue for providing reliable, cost-effective, and on-demand wireless services to desired areas. However, existing UAV…

网络与互联网体系结构 · 计算机科学 2021-01-27 Aksh Garg

For the problem of delivering a package from a source node to a destination node in a graph using a set of drones, we study the setting where the movements of each drone are restricted to a certain subgraph of the given graph. We consider…

数据结构与算法 · 计算机科学 2022-09-27 Thomas Erlebach , Kelin Luo , Frits C. R. Spieksma

We introduce a stochastic version of the cutting-plane method for a large class of data-driven Mixed-Integer Nonlinear Optimization (MINLO) problems. We show that under very weak assumptions the stochastic algorithm is able to converge to…

最优化与控制 · 数学 2021-03-04 Dimitris Bertsimas , Michael Lingzhi Li

Based on the hurricane striking Puerto Rico in 2017, we developed a transportable disaster response system "DroneGo" featuring a drone fleet capable of delivering the medical package and videoing roads. Covering with a genetic algorithm and…

机器人学 · 计算机科学 2020-10-08 Xinyi Hu , Quchen Miao , Zexuan Zhao

Problem Definition: Managing inpatient flow in large hospital systems is challenging due to the complexity of assigning randomly arriving patients -- either waiting for primary units or being overflowed to alternative units. Current…

最优化与控制 · 数学 2026-05-08 Jingjing Sun , Jim Dai , Pengyi Shi

Redox Flow Batteries are a promising option for large-scale stationary energy storage. The vanadium redox flow battery is the most widely commercialized system thanks to its chemical stability and performance. This work aims to optimize the…

最优化与控制 · 数学 2023-01-04 Diana Cremoncini , Guido Francesco Frate , Aldo Bischi , Lorenzo Ferrari

We propose a real-time signal control framework based on a nonlinear decision rule (NDR), which defines a nonlinear mapping between network states and signal control parameters to actual signal controls based on prevailing traffic…

最优化与控制 · 数学 2019-03-20 Junwoo Song , Simon Hu , Ke Han , Chaozhe Jiang

Opioid Use Disorder (OUD) has reached an epidemic level in the US. Diversion of unused prescription opioids to secondary users and black market significantly contributes to the abuse and misuse of these highly addictive drugs, leading to…

In this paper, we study novel variants of the well-known two-echelon vehicle routing problem in which a truck works on the first echelon to transport parcels and a fleet of drones to intermediate depots while in the second echelon, the…

人工智能 · 计算机科学 2020-04-07 Minh Hoàng Hà , Lam Vu , Duy Manh Vu