Joint Load Balancing and Interference Mitigation in 5G Heterogeneous Networks
We study the problem of joint load balancing and interference mitigation in heterogeneous networks in which massive multiple-input multiple-output macro cell base station (BS) equipped with a large number of antennas, overlaid with wireless self-backhauled small cells (SCs), is assumed. Self-backhau...
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Published in | IEEE transactions on wireless communications Vol. 16; no. 9; pp. 6032 - 6046 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
IEEE
01.09.2017
Institute of Electrical and Electronics Engineers |
Subjects | |
Online Access | Get full text |
ISSN | 1536-1276 |
DOI | 10.1109/TWC.2017.2718504 |
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Abstract | We study the problem of joint load balancing and interference mitigation in heterogeneous networks in which massive multiple-input multiple-output macro cell base station (BS) equipped with a large number of antennas, overlaid with wireless self-backhauled small cells (SCs), is assumed. Self-backhauled SC BSs with full-duplex communication employing regular antenna arrays serve both macro users and SC users by using the wireless backhaul from macro BS in the same frequency band. We formulate the joint load balancing and interference mitigation problem as a network utility maximization subject to wireless backhaul constraints. Subsequently, leveraging the framework of stochastic optimization, the problem is decoupled into dynamic scheduling of macro cell users, backhaul provisioning of SCs, and offloading macro cell users to SCs as a function of interference and backhaul links. Via numerical results, we show the performance gains of our proposed framework under the impact of SCs density, number of BS antennas, and transmit power levels at low and high frequency bands. It is shown that our proposed approach achieves a 5.6 times gain in terms of cell-edge performance as compared with the closed-access baseline in ultra-dense networks with 350 SC BSs per km 2 . |
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AbstractList | We study the problem of joint load balancing and interference mitigation in heterogeneous networks in which massive multiple-input multiple-output macro cell base station (BS) equipped with a large number of antennas, overlaid with wireless self-backhauled small cells (SCs), is assumed. Self-backhauled SC BSs with full-duplex communication employing regular antenna arrays serve both macro users and SC users by using the wireless backhaul from macro BS in the same frequency band. We formulate the joint load balancing and interference mitigation problem as a network utility maximization subject to wireless backhaul constraints. Subsequently, leveraging the framework of stochastic optimization, the problem is decoupled into dynamic scheduling of macro cell users, backhaul provisioning of SCs, and offloading macro cell users to SCs as a function of interference and backhaul links. Via numerical results, we show the performance gains of our proposed framework under the impact of SCs density, number of BS antennas, and transmit power levels at low and high frequency bands. It is shown that our proposed approach achieves a 5.6 times gain in terms of cell-edge performance as compared with the closed-access baseline in ultra-dense networks with 350 SC BSs per km 2 . We study the problem of joint load balancing and interference mitigation in heterogeneous networks in which massive multiple-input multiple-output macro cell base station (BS) equipped with a large number of antennas, overlaid with wireless self-backhauled small cells (SCs), is assumed. Self-backhauled SC BSs with full-duplex communication employing regular antenna arrays serve both macro users and SC users by using the wireless backhaul from macro BS in the same frequency band. We formulate the joint load balancing and interference mitigation problem as a network utility maximization subject to wireless backhaul constraints. Subsequently, leveraging the framework of stochastic optimization, the problem is decoupled into dynamic scheduling of macro cell users, backhaul provisioning of SCs, and offloading macro cell users to SCs as a function of interference and backhaul links. Via numerical results, we show the performance gains of our proposed framework under the impact of SCs density, number of BS antennas, and transmit power levels at low and high frequency bands. It is shown that our proposed approach achieves a 5.6 times gain in terms of cell-edge performance as compared with the closed-access baseline in ultra-dense networks with 350 SC BSs per km2 . |
Author | Latva-aho, Matti Debbah, Merouane Trung Kien Vu Bennis, Mehdi Samarakoon, Sumudu |
Author_xml | – sequence: 1 surname: Trung Kien Vu fullname: Trung Kien Vu email: trungkien.vu@oulu.fi organization: Centre for Wireless Commun., Univ. of Oulu, Oulu, Finland – sequence: 2 givenname: Mehdi surname: Bennis fullname: Bennis, Mehdi email: mehdi.bennis@oulu.fi organization: Centre for Wireless Commun., Univ. of Oulu, Oulu, Finland – sequence: 3 givenname: Sumudu surname: Samarakoon fullname: Samarakoon, Sumudu email: sumudu.samarakoon@oulu.fi organization: Centre for Wireless Commun., Univ. of Oulu, Oulu, Finland – sequence: 4 givenname: Merouane surname: Debbah fullname: Debbah, Merouane email: merouane.debbah@huawei.com organization: Large Networks & Syst. Group, Univ. Paris-Saclay, Gif-sur-Yvette, France – sequence: 5 givenname: Matti surname: Latva-aho fullname: Latva-aho, Matti email: matti.latva-aho@oulu.fi organization: Centre for Wireless Commun., Univ. of Oulu, Oulu, Finland |
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SubjectTerms | 5G mobile communication Engineering Sciences full-duplex imperfect CSI Interference Load management Massive MIMO MIMO mm-wave communications non-convex optimization random matrix theory self-backhaul Transmitting antennas ultra dense small cells Wireless communication |
Title | Joint Load Balancing and Interference Mitigation in 5G Heterogeneous Networks |
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