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We introduce MORPH, a method for co-optimization of hardware design parameters and control policies in simulation using reinforcement learning. Like most co-optimization methods, MORPH relies on a model of the hardware being optimized,…

机器人学 · 计算机科学 2023-10-02 Zhanpeng He , Matei Ciocarlie

In this paper, we examine the fundamental trade-off between radiated power and achieved throughput in wireless multi-carrier, multiple-input and multiple-output (MIMO) systems that vary with time in an unpredictable fashion (e.g. due to…

信息论 · 计算机科学 2015-03-10 Ioannis Stiakogiannakis , Panayotis Mertikopoulos , Corinne Touati

Adaptive traffic signal control (ATSC) is essential for mitigating urban congestion in modern smart cities, where traffic infrastructure is evolving into interconnected Web-of-Things (WoT) environments with thousands of sensing-and-control…

机器学习 · 计算机科学 2026-03-23 Yaqiao Zhu , Hongkai Wen , Geyong Min , Man Luo

Intent-based management will play a critical role in achieving customers' expectations in the next-generation mobile networks. Traditional methods cannot perform efficient resource management since they tend to handle each expectation…

人工智能 · 计算机科学 2023-10-27 Kaushik Dey , Satheesh K. Perepu , Abir Das

For fifth-generation (5G) and 5G-Advanced networks, outage reduction within the context of reliability is a key objective since outage denotes the time period when a user equipment (UE) cannot communicate with the network. Earlier studies…

网络与互联网体系结构 · 计算机科学 2024-03-28 Subhyal Bin Iqbal , Umur Karabulut , Ahmad Awada , Philipp Schulz , Gerhard P. Fettweis

We propose a two-stage algorithm for energy-efficient resource allocation constrained to QoS and physical requirements in OFDM-based EONs. The first stage deals with routing, grooming and traffic ordering and aims at minimizing amplifier…

信息论 · 计算机科学 2017-05-22 Mohammad Hadi , Mohammad Reza Pakravan

Low-Earth Orbit (LEO) Satellite Networks (LSNs) offer a promising solution for extending connectivity to areas not covered by Terrestrial Networks (TNs). However, the rapid movement, broad coverage, and high communication latency of LEO…

网络与互联网体系结构 · 计算机科学 2026-03-10 Xingqiu He , Zijie Ying , Chaoqun You , Yue Gao

Accurate forecasting of the electrical load, such as the magnitude and the timing of peak power, is crucial to successful power system management and implementation of smart grid strategies like demand response and peak shaving. In…

机器学习 · 计算机科学 2024-11-26 Dafang Zhao , Xihao Piao , Zheng Chen , Zhengmao Li , Ittetsu Taniguchi

Device-to-device (D2D) communication was proposed to enhance the coverage of cellular base stations. In a D2D enabled non-standalone fifth generation cellular network (NSA), service demand of a user equipment (UE) may be served in four…

网络与互联网体系结构 · 计算机科学 2026-03-17 Souvik Deb , Shankar K. Ghosh , Avirup Das , Sridevi S , Jacob Augustine , Rajib Mall

The Age of Information (AoI) has recently gained recognition as a critical quality-of-service (QoS) metric for quantifying the freshness of status updates, playing a crucial role in supporting massive ultra-reliable and low-latency…

系统与控制 · 电气工程与系统科学 2024-10-17 Jingqing Wang , Wenchi Cheng , Wei Zhang

Cellular Vehicle-to-Everything (C-V2X) is currently at the forefront of the digital transformation of our society. By enabling vehicles to communicate with each other and with the traffic environment using cellular networks, we redefine…

Mobile data traffic (cellular + WiFi) will exceed PC Internet traffic by 2020. As the number of smartphone users and the amount of data transferred per smartphone grow exponentially, limited battery power is becoming an increasingly…

网络与互联网体系结构 · 计算机科学 2018-05-23 Kemal Guner , MD S Q Zulkar Nine , Tevfik Kosar , Fatih Bulut

A mobile ad hoc network is made up of a number of wireless portable nodes that spontaneously come together en route for establish a transitory network with no need for any central management. A mobile ad hoc network (MANET) is made up of a…

网络与互联网体系结构 · 计算机科学 2023-11-06 D. Dhinakaran , S. M. Udhaya Sankar , G. Elumalai , N. Jagadish kumar

The increasing demand for scalable, efficient resource management in hybrid cloud environments has led to the exploration of AI-driven approaches for dynamic resource allocation. This paper presents an AI-driven framework for resource…

人工智能 · 计算机科学 2024-12-04 Biman Barua , M. Shamim Kaiser

Autonomous vehicular platoons will play an important role in improving on-road safety in tomorrow's smart cities. Vehicles in an autonomous platoon can exploit vehicle-to-vehicle (V2V) communications to collect information, such as velocity…

信息论 · 计算机科学 2019-07-22 Tengchan Zeng , Omid Semiari , Walid Saad , Mehdi Bennis

We consider cooperative communications with energy harvesting (EH) relays, and develop a distributed power control mechanism for the relaying terminals. Unlike prior art which mainly deal with single-relay systems with saturated traffic…

网络与互联网体系结构 · 计算机科学 2018-10-26 Vesal Hakami , Mehdi Dehghan

This paper investigates relaying schemes in an amplify-and-forward multiple-input multiple-output relay network, where an energy-constrained relay harvests wireless power from the source information flow and can be further aided by an…

信息论 · 计算机科学 2016-05-12 Yang Huang , Bruno Clerckx

The rapid growth of Internet of Things (IoT) devices produces massive, heterogeneous data streams, demanding scalable and efficient scheduling in cloud environments to meet latency, energy, and Quality-of-Service (QoS) requirements.…

分布式、并行与集群计算 · 计算机科学 2025-09-30 Noor Islam S. Mohammad

Conditional decision generation with diffusion models has shown powerful competitiveness in reinforcement learning (RL). Recent studies reveal the relation between energy-function-guidance diffusion models and constrained RL problems. The…

机器学习 · 计算机科学 2025-05-06 Jifeng Hu , Sili Huang , Zhejian Yang , Shengchao Hu , Li Shen , Hechang Chen , Lichao Sun , Yi Chang , Dacheng Tao

In this article, we consider the problem of relay assisted computation offloading (RACO), in which user A aims to share the results of computational tasks with another user B through wireless exchange over a relay platform equipped with…

信息论 · 计算机科学 2019-09-04 Xihan Chen , Yunlong Cai , Qingjiang Shi , Min-Jian Zhao , Benoit Champage , Lajos Hanzo