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This paper investigates energy efficiency for two-tier femtocell networks through combining game theory and stochastic learning. With the Stackelberg game formulation, a hierarchical reinforcement learning framework is applied to study the…

Machine Learning · Computer Science 2012-09-14 Xianfu Chen , Honggang Zhang , Tao Chen , Mika Lasanen

One of the efficient solutions of improving coverage and increasing capacity in cellular networks is the deployment of femtocells. As the cellular networks are becoming more complex, energy consumption of whole network infrastructure is…

Machine Learning · Computer Science 2013-03-20 Xianfu Chen , Honggang Zhang , Tao Chen , Mika Lasanen , Jacques Palicot

This paper investigates the price-based resource allocation strategies for the uplink transmission of a spectrum-sharing femtocell network, in which a central macrocell is underlaid with distributed femtocells, all operating over the same…

Information Theory · Computer Science 2015-03-19 Xin Kang , Rui Zhang , Mehul Motani

In this paper, power control for two-tier small-cell networks in the uplink is investigated. We formulate the power control problem as a Stackelberg game, where the macrocell user equipment (MUE) acts as the leader and the small-cell user…

Information Theory · Computer Science 2019-02-26 Yanxiang Jiang , Hui Ge , Mehdi Bennis , Fu-Chun Zheng , Xiaohu You

Smooth and green future extension/scalability (e.g., from sparse to dense, from small-area dense to large-area dense, or from normal-dense to super-dense) is an important issue in heterogeneous networks. In this paper, we study energy…

Computer Science and Game Theory · Computer Science 2014-08-08 Majed Haddad , Piotr Wiecek , Oussama Habachi , Yezekael Hayel

The pursuit of sustainability motivates microgrids that depend on distributed resources to produce more renewable energies. An efficient operation and planning relies on a holistic framework that takes into account the interdependent…

Systems and Control · Computer Science 2017-07-25 Juntao Chen , Quanyan Zhu

In this paper, we propose a hierarchical game approach to model the energy efficiency maximization problem where transmitters individually choose their channel assignment and power control. We conduct a thorough analysis of the existence,…

Information Theory · Computer Science 2016-11-15 Majed Haddad , Piotr Wiecek , Oussama Habachi , Yezekael Hayel

There is an increase in usage of smaller cells or femtocells to improve performance and coverage of next-generation heterogeneous wireless networks (HetNets). However, the interference caused by femtocells to neighboring cells is a limiting…

Information Theory · Computer Science 2018-03-20 Roohollah Amiri , Hani Mehrpouyan , Lex Fridman , Ranjan K. Mallik , Arumugam Nallanathan , David Matolak

For the current 5G era, the deployment of small cells in residential and commercial areas plays an imperious preamble in improving network coverage and the quality of service (QoS). Major technical problems associated with the mass…

Networking and Internet Architecture · Computer Science 2018-10-08 A. S. M. Zadid Shifat , Mostafa Zaman Chowdhury , Yeong Min Jang

This paper studies a three party energy management problem in a user interactive smart community that consists of a large number of residential units (RUs) with distributed energy resources (DERs), a shared facility controller (SFC) and the…

Systems and Control · Computer Science 2014-02-25 Wayes Tushar , Bo Chai , Chau Yuen , David B. Smith , H. Vincent Poor

This paper studies the power allocation of an ultra-dense cellular network consisting of multiple full-duplex (FD) base stations (BSs) serving a large number of half-duplex (HD) user equipments (UEs) located in a wide geographical area.…

Networking and Internet Architecture · Computer Science 2019-03-08 Xiaohu Ge , Haoming Jia , Yi Zhong , Yong Xiao , Yonghui Li , Branka Vucetic

Self-organizing networks (SONs) can help manage the severe interference in dense heterogeneous networks (HetNets). Given their need to automatically configure power and other settings, machine learning is a promising tool for data-driven…

Information Theory · Computer Science 2019-03-19 Roohollah Amiri , Mojtaba Ahmadi Almasi , Jeffrey G. Andrews , Hani Mehrpouyan

In this paper, we propose a distributed reinforcement learning (RL) technique called distributed power control using Q-learning (DPC-Q) to manage the interference caused by the femtocells on macro-users in the downlink. The DPC-Q leverages…

Machine Learning · Computer Science 2012-03-20 Hussein Saad , Amr Mohamed , Tamer ElBatt

SmallCells are deployed in order to enhance the network performance by bringing the network closer to the user. However, as the number of low power nodes grows increasingly, the overall energy consumption of the SmallCells base stations…

Information Theory · Computer Science 2016-06-28 Hajar El Hammouti , Essaid Sabir , Hamidou Tembine

This paper studies the resource allocation problem for a heterogeneous network (HetNet) in which the spectrum owned by a macro-cell operator (MCO) can be shared by both unlicensed users (UUs) and licensed users (LUs). We formulate a novel…

Networking and Internet Architecture · Computer Science 2015-11-16 Pu Yuan , Yong Xiao , Guoan Bi , Liren Zhang

This paper considers the problem of how to allocate power among competing users sharing a frequency-selective interference channel. We model the interaction between selfish users as a non-cooperative game. As opposed to the existing…

Computer Science and Game Theory · Computer Science 2008-12-16 Yi Su , Mihaela van der Schaar

We consider the problem of energy management in microgrid networks. A microgrid is capable of generating a limited amount of energy from a renewable resource and is responsible for handling the demands of its dedicated customers. Owing to…

A decentralized network of cognitive and non-cognitive transmitters where each transmitter aims at maximizing his energy-efficiency is considered. The cognitive transmitters are assumed to be able to sense the transmit power of their…

Information Theory · Computer Science 2013-04-16 Mael Le Treust , Samson Lasaulce , Yezekael Hayel , Gaoning He

With the proliferation of mobile phone users, interference management is a big concern in this neoteric years. To cope with this problem along with ensuring better Quality of Service (QoS), femtocell plays an imperious preamble in…

Networking and Internet Architecture · Computer Science 2018-10-08 A. S. M. Zadid Shifat , Mostafa Zaman Chowdhury , Yeong Min Jang

The rapid adoption of electric vehicles (EVs) introduces complex spatiotemporal demand management challenges for charging station operators (CSOs), exacerbated by demand imbalances, behavioral heterogeneity, and system uncertainty.…

Computer Science and Game Theory · Computer Science 2026-01-21 Yongqi Zhang , Dong Ngoduy , Li Duan , Mingchang Zhu , Zhuo Chen
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