Collaborative Multicast Beamforming for Content Delivery by Cache-Enabled Ultra Dense Networks
Caching and multicast have surged as effective tools to alleviate the heavy load from the backhaul links while enabling content-centric delivery in communication networks. The main focus of work in this area has been on the cache placements to manage the network delay and backhaul transmission cost....
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Published in: | IEEE transactions on communications Vol. 67; no. 5; pp. 3396 - 3406 |
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Main Authors: | , , , , |
Format: | Journal Article |
Language: | English |
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01-05-2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | Caching and multicast have surged as effective tools to alleviate the heavy load from the backhaul links while enabling content-centric delivery in communication networks. The main focus of work in this area has been on the cache placements to manage the network delay and backhaul transmission cost. An important issue of optimizing the cost efficiency in content delivery has not been addressed. This paper tackles this issue by proposing collaborative multicast beamforming in cache-enabled ultra-dense networks. The objective is to maximize the cost efficiency, which is defined as the ratio of the content throughput to the sum of power consumption and backhaul cost, in providing quality-of-service for content delivery. Zero-forcing beamforming and generalized zero-forcing beamforming are employed to force the multi-content interference to zero or mitigate it while amplifying the desired signals for users. These problems of collaborative multicast beamforming design are computationally difficult. Path-following algorithms, which invoke a simple convex quadratic program at each iteration, are developed for their solution. Numerical results are provided to demonstrate the computational efficiency of the proposed algorithms and also give insights into the impact of caching on the cost efficiency. |
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AbstractList | Caching and multicast have surged as effective tools to alleviate the heavy load from the backhaul links while enabling content-centric delivery in communication networks. The main focus of work in this area has been on the cache placements to manage the network delay and backhaul transmission cost. An important issue of optimizing the cost efficiency in content delivery has not been addressed. This paper tackles this issue by proposing collaborative multicast beamforming in cache-enabled ultra-dense networks. The objective is to maximize the cost efficiency, which is defined as the ratio of the content throughput to the sum of power consumption and backhaul cost, in providing quality-of-service for content delivery. Zero-forcing beamforming and generalized zero-forcing beamforming are employed to force the multi-content interference to zero or mitigate it while amplifying the desired signals for users. These problems of collaborative multicast beamforming design are computationally difficult. Path-following algorithms, which invoke a simple convex quadratic program at each iteration, are developed for their solution. Numerical results are provided to demonstrate the computational efficiency of the proposed algorithms and also give insights into the impact of caching on the cost efficiency. |
Author | Duong, Trung Q. Poor, H. Vincent Hwang, Won-Joo Tuan, Hoang Duong Nguyen, Huy T. |
Author_xml | – sequence: 1 givenname: Huy T. orcidid: 0000-0003-3226-250X surname: Nguyen fullname: Nguyen, Huy T. email: huynguyencse@gmail.com organization: Department of Information and Communication System, Inje University, Gimhae, South Korea – sequence: 2 givenname: Hoang Duong orcidid: 0000-0003-0292-6061 surname: Tuan fullname: Tuan, Hoang Duong email: tuan.hoang@uts.edu.au organization: School of Electrical and Data Engineering, University of Technology Sydney, Broadway, NSW, Australia – sequence: 3 givenname: Trung Q. orcidid: 0000-0002-4703-4836 surname: Duong fullname: Duong, Trung Q. email: trung.q.duong@qub.ac.uk organization: School of Electronics, Electrical Engineering and Computer Science, Queen's University Belfast, Belfast, U.K – sequence: 4 givenname: H. Vincent orcidid: 0000-0002-2062-131X surname: Poor fullname: Poor, H. Vincent email: poor@princeton.edu organization: Department of Electrical Engineering, Princeton University, Princeton, NJ, USA – sequence: 5 givenname: Won-Joo surname: Hwang fullname: Hwang, Won-Joo email: ichwang@inje.ac.kr organization: Department of Information and Communication System, Inje University, Gimhae, South Korea |
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SubjectTerms | 5G mobile communication Algorithms Array signal processing Beamforming Caching Collaboration collaborative beamforming Communication networks Computing time Content-centric communications cost efficiency Efficiency Interference Iterative methods Multicast non-convex optimization Optimization path-following algorithm Power consumption Quality of service quality-of-service constraint Throughput |
Title | Collaborative Multicast Beamforming for Content Delivery by Cache-Enabled Ultra Dense Networks |
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