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We study the sequential decision-making problem of allocating a limited resource to agents that reveal their stochastic demands on arrival over a finite horizon. Our goal is to design fair allocation algorithms that exhaust the available…

机器学习 · 计算机科学 2023-06-21 Parisa Hassanzadeh , Eleonora Kreacic , Sihan Zeng , Yuchen Xiao , Sumitra Ganesh

In the paper, we consider delay-optimal charging scheduling of the electric vehicles (EVs) at a charging station with multiple charge points. The charging station is equipped with renewable energy generation devices and can also buy energy…

最优化与控制 · 数学 2013-01-14 Tian Zhang , Wei Chen , Zhu Han , Zhigang Cao

Fairness has emerged as an important concern in automated decision-making in recent years, especially when these decisions affect human welfare. In this work, we study fairness in temporally extended decision-making settings, specifically…

人工智能 · 计算机科学 2022-02-10 Ganesh Ghalme , Vineet Nair , Vishakha Patil , Yilun Zhou

Caching and multicasting at base stations are two promising approaches to support massive content delivery over wireless networks. However, existing scheduling designs do not make full use of the advantages of the two approaches. In this…

信息论 · 计算机科学 2016-02-25 Bo Zhou , Ying Cui , Meixia Tao

Markov decision processes (MDPs) are a popular model for performance analysis and optimization of stochastic systems. The parameters of stochastic behavior of MDPs are estimates from empirical observations of a system; their values are not…

人工智能 · 计算机科学 2017-10-26 Dimitri Scheftelowitsch , Peter Buchholz , Vahid Hashemi , Holger Hermanns

Moving Target Defense (MTD) has emerged as a proactive and dynamic framework to counteract evolving cyber threats. Traditional MTD approaches often rely on assumptions about the attackers knowledge and behavior. However, real-world…

密码学与安全 · 计算机科学 2024-08-20 Megha Bose , Praveen Paruchuri , Akshat Kumar

This paper studies the distributed scheduling of traffic flows with arbitrary deadlines that arrive at their source nodes and are transmitted to different destination nodes via multiple intermediate nodes in a wireless mesh network. When a…

网络与互联网体系结构 · 计算机科学 2024-07-16 Xin Wang , Xudong Wang

We present a conceptual framework for the dynamic traffic resources allocation problem in a situation of elastic demand among customers. We introduce an activity-based model to express customers' successive actions and transfers in order to…

计算机科学与博弈论 · 计算机科学 2018-06-29 Keiichiro Hayakawa , Eiji Hato

Real-time vehicle dispatching operations in traditional car-sharing systems is an already computationally challenging scheduling problem. Electrification only exacerbates the computational difficulties as charge level constraints come into…

系统与控制 · 电气工程与系统科学 2021-06-22 Li Li , Theodoros Pantelidis , Joseph Y. J. Chow , Saif Eddin Jabari

In this paper, we consider a class of continuous-time, continuous-space stochastic optimal control problems. Building upon recent advances in Markov chain approximation methods and sampling-based algorithms for deterministic path planning,…

机器人学 · 计算机科学 2012-02-27 Vu Anh Huynh , Sertac Karaman , Emilio Frazzoli

Power grid load scheduling is a critical task that ensures the balance between electricity generation and consumption while minimizing operational costs and maintaining grid stability. Traditional optimization methods often struggle with…

机器学习 · 计算机科学 2024-10-24 Dongwen Luo

A stable dynamic pricing scheme is essential to guarantee the desired performance of high-occupancy-toll (HOT) lanes, where single-occupancy vehicles (SOVs) can pay a price to use the HOT lanes. But existing methods apply to either only one…

系统与控制 · 电气工程与系统科学 2024-08-28 Wen-Long Jin , Xuting Wang , Yingyan Lou

Platooning connected and autonomous vehicles (CAVs) provide significant benefits in terms of traffic efficiency and fuel economy. However, most existing platooning systems assume the availability of pre-determined plans, which is not…

系统与控制 · 电气工程与系统科学 2023-08-09 Xi Xiong , Maonan Wang , Dengfeng Sun , Li Jin

For servers incorporating parallel computing resources, batching is a pivotal technique for providing efficient and economical services at scale. Parallel computing resources exhibit heightened computational and energy efficiency when…

分布式、并行与集群计算 · 计算机科学 2025-01-07 Yaodan Xu , Sheng Zhou , Zhisheng Niu

With the rapid growth in renewable energy and battery storage technologies, there exists significant opportunity to improve energy efficiency and reduce costs through optimization. However, optimization algorithms must take into account the…

最优化与控制 · 数学 2019-02-19 Chaitanya Poolla , Abraham K. Ishihara , Rodolfo Milito

Battery-less Internet of Things (IoT) devices rely on ambient energy harvesting and therefore require scheduling policies that jointly account for energy intermittency and hard timing constraints. This challenge is especially acute in…

系统与控制 · 电气工程与系统科学 2026-05-20 Shahab Jahanbazi , Mateen Ashraf , Onel L. A. López

Markov decision process (MDP) is a decision making framework where a decision maker is interested in maximizing the expected discounted value of a stream of rewards received at future stages at various states which are visited according to…

最优化与控制 · 数学 2022-12-19 Hoang Nam Nguyen , Abdel Lisser , Vikas Vikram Singh

Dynamic pricing is a promising strategy to address the challenges of smart charging, as traditional time-of-use (ToU) rates and stationary pricing (SP) do not dynamically react to changes in operating conditions, reducing revenue for…

分布式、并行与集群计算 · 计算机科学 2024-08-27 Arun Kumar Kalakanti , Shrisha Rao

Under the Markov decision process (MDP) congestion game framework, we study the problem of enforcing population distribution constraints on a population of players with stochastic dynamics and coupled congestion costs. Existing research…

计算机科学与博弈论 · 计算机科学 2022-08-16 Sarah H. Q. Li , Yue Yu , Nicolas Miguel , Dan Calderone , Lillian J. Ratliff , Behcet Acikmese

Safety in stochastic control systems, which are subject to random noise with a known probability distribution, aims to compute policies that satisfy predefined operational constraints with high confidence throughout the uncertain evolution…

系统与控制 · 电气工程与系统科学 2025-11-12 Saber Omidi , Marek Petrik , Se Young Yoon , Momotaz Begum