• Title/Summary/Keyword: HetNet

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User Association and Power Allocation Scheme Using Deep Learning Algorithmin Non-Orthogonal Multiple Access Based Heterogeneous Networks (비직교 다중 접속 기반 이종 네트워크에서 딥러닝 알고리즘을 이용한 사용자 및 전력 할당 기법)

  • Kim, Donghyeon;Lee, In-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.3
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    • pp.430-435
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    • 2022
  • In this paper, we consider the non-orthogonal multiple access (NOMA) technique in the heterogeneous network (HetNET) consisting of a single macro base station (BS) and multiple small BSs, where the perfect successive interference cancellation is assumed for the NOMA signals. In this paper, we propose a deep learning-based user association and power allocation scheme to maximize the data rate in the NOMA-based HetNET. In particular, the proposed scheme includes the deep neural network (DNN)-based user association process for load balancing and the DNN-based power allocation process for data-rate maximization. Through the simulation assuming path loss and Rayleigh fading channels between BSs and users, the performance of the proposed scheme is evaluated, and it is compared with the conventional maximum signal-to-interference-plus-noise ratio (Max-SINR) scheme. Through the performance comparison, we show that the proposed scheme provides better sum rate performance than the conventional Max-SINR scheme.

ABS Ratio Estimation Considering the Number of UEs in CRE Regions for LTE-A Heterogeneous Networks (LTE-A 기반 이종 네트워크에서 CRE 영역내 단말들의 수를 고려한 ABS 비율 산출 방법)

  • Sun, Jong-Suk;Roh, Byeong-hee
    • The Journal of Korean Institute of Next Generation Computing
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    • v.13 no.5
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    • pp.104-112
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    • 2017
  • The CRE (Cell Range Expansion) that selects the small cell with more efficient uplink resources has been developed by 3GPP to relieve the problem of the traffic imbalance due to the power differences between macro and small cells in HetNet. In addition, ABS (Almost Blank Subframes) has been proposed to resolve the signal interference problem due to the operation CREs. This paper proposes an effective method to calculate the ABS ratio by considering the proportion of the number of UEs in CRE and macro cell ranges, as well as the number of small cells in a macro cell. The proposed method has been implemented on the LTESim simulator, and compared with previously proposed methods. The experimental results show that the proposed method can improve the throughput and packet loss ratio performances. In particular, it is also shown that CRE bias values affect those performances, and there exist effective CRE bias values to derive the best performances.

Secrecy Spectrum and Secrecy Energy Efficiency in Massive MIMO Enabled HetNets

  • Zhong, Zhihao;Peng, Jianhua;Huang, Kaizhi;Xia, Lu;Qi, Xiaohui
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.11 no.2
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    • pp.628-649
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    • 2017
  • Security and resource-saving are both demands of the fifth generation (5G) wireless networks. In this paper, we study the secrecy spectrum efficiency (SSE) and secrecy energy efficiency (SEE) of a K-tier massive multiple-input multiple-output (MIMO) enabled heterogeneous cellular network (HetNet), in which artificial noise (AN) are employed for secrecy enhancement. Assuming (i) independent Poisson point process model for the locations of base stations (BSs) of each tier as well as that of eavesdroppers, (ii) zero-forcing precoding at the macrocell BSs (MBSs), and (iii) maximum average received power-based cell selection, the tractable lower bound expressions for SSE and SEE of massive MIMO enabled HetNets are derived. Then, the influences on secrecy oriented spectrum and energy efficiency performance caused by the power allocation for AN, transmit antenna number, number of users served by each MBS, and eavesdropper density are analyzed respectively. Moreover, the analysis accuracy is verified by Monte Carlo simulations.

Low-Complexity Distributed Algorithms for Uplink CoMP in Heterogeneous LTE Networks

  • Annavajjala, Ramesh
    • Journal of Communications and Networks
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    • v.18 no.2
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    • pp.150-161
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    • 2016
  • Coordinated multi-point transmission (CoMP) techniques are being touted as enabling technologies for interference mitigation in next generation heterogeneous wireless networks (HetNets). In this paper, we present a comparative performance study of uplink (UL) CoMP algorithms for the 3GPP LTE HetNets. Focusing on a distributed and functionally-split architecture, we consider six distinct UL-CoMP algorithms: 1. Joint reception in the frequency-domain (JRFD) 2. Two-stage equalization (TSEQ) 3. Log-likelihood ratio exchange (LLR-E) 4. Symmetric TSEQ (S-TSEQ) 5. Transport block selection diversity (TBSD) 6. Coordinated scheduling with adaptive interference mitigation (CS-AIM) where JRFD, TSEQ, S-TSEQ, TBSD and CS-AIM are our main contributions in this paper, and quantify their relative performances via the post-processing signal-to-interference-plus-noise ratio distributions.We also compare the CoMP-specific front-haul rate requirements for all the schemes considered in this paper. Our results indicate that, with a linear minimum mean-square error receiver, the JRFD and TSEQ have identical performances, whereas S-TSEQ relaxes the front-haul latency requirements while approaching the performance of TSEQ. Furthermore, in a HetNet environment, we find that CS-AIM provides an attractive alternative to TBSD and LLR-E with a significantly reduced CoMP-specific front-haul rate requirement.

QoS Priority Based Femtocell User Power Control for Interference Mitigation in 3GPP LTE-A HetNet

  • Ahmad, Ishtiaq;Kaleem, Zeeshan;Chang, KyungHi
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39B no.2
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    • pp.61-74
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    • 2014
  • In recent years, development of femtocells are receiving considerable attention towards increasing the network coverage, capacity, and improvement in the quality of service for users. In 3GPP LTE-Advanced (LTE-A) system, to efficiently utilize the bandwidth, femtocell and macro cell uses the same frequency band, but this deployment poses a technical challenge of cross-tier interference to macro users. In this paper, the novel quality of service based fractional power control (QoS-FPC) scheme under the heterogeneous networks environment is proposed, which considers the users priority and QoS-requirements during the power allocation. The proposed QoS-FPC scheme has two focal points: firs, it protects the macrocell users uplink communication by limiting the cross-tier interference at eNB below a given threshold, and second, it ensures the optimization of femtocell users power allocation at each power adjustment phase. Performance gain is demonstrated with extensive system-level simulations to show that the proposed QoS-FPC scheme significantly decreases the cross-tier intereference and improves the overall users throughput.

Multi-Cell Search Scheme for Heterogeneous Networks (이기종 네트워크를 위한 다중 셀 검출 기법)

  • Cho, Yong-Ho;Ko, Hak-lim;Im, Tae-ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.41 no.4
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    • pp.395-403
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    • 2016
  • This paper introduces a multi-cell search method for heterogeneous networks (HetNet), in which user equipments need to search multiple cells in its vicinity simultaneously. Due to the difficulty of acquiring channel informations for multiple cells, a non-coherent approach is preferred. In this paper, a non-coherent single-cell search scheme using a weighted vector is proposed, and the successive interference cancellation based multi-cell search algorithm is devised. In order to improve cell search performance, the weighted vector is designed in a way to exploit the general characteristic of wireless channel. Based on the fact that the performance of the proposed single-cell search scheme deviates slowly from the one using the optimal weighted vector, a universal weighted vector is also proposed, which shows the performance close to the optimal ones for various channel environments and signal-to-noise ratio regimes. Simulation results confirm that the proposed multi-cell search algorithm is capable of identifying cells more accurately with the help of the proposed single-cell search scheme, and can detect the remaining cells more effectively by removing the signals of the identified cells from the received signal.

A Performance Enhancement Scheme for Heterogeneous Network Systems Utilizing Remote Radio Heads (원격송신국을 활용하는 이종 네트워크 시스템의 성능 개선 방안)

  • Yoo, Hyung-Gil;Sung, Won-Jin
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37 no.1B
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    • pp.31-38
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    • 2012
  • In this paper, we propose a method to improve cell edge users' performance in HetNet (heterogeneous network) systems by cooperatively transmitting signals using remote radio heads (RRHs) located near coverage boundaries, referred to as edge RRHs. The proposed method locates the edge RRHs in specific locations of the cell boundary and provides an efficient operational strategy by adjusting the duty cycle of the edge RRHs and base stations. The effectiveness of the method is demonstrated by experimental performance based on the system model parameters of the CoMP (coordinated multi-point transmission and reception) scenario, which is discussed in LTE-Advanced (Long Term Evolution - Advanced) standard contributions. When compared with conventional methods, utilization of edge RRHs is especially advantageous for the performance improvement of lower percentile users in terms of average throughput and effectively improves the fairness among users.

Coverage and Energy Modeling of HetNet Under Base Station On-Off Model

  • Song, Sida;Chang, Yongyu;Wang, Xianling;Yang, Dacheng
    • ETRI Journal
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    • v.37 no.3
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    • pp.450-459
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    • 2015
  • Small cell networks, as an important evolution path for next-generation cellular networks, have drawn much attention. Different from the traditional base stations (BSs) always-on model, we proposed a BSs on-off model, where a new, simple expression for the probabilities of active BSs in a heterogeneous network is derived. This model is more suitable for application in practical networks. Based on this, we develop an analytical framework for the performance evaluation of small cell networks, adopting stochastic geometry theory. We derive the system coverage probability; average energy efficiency (AEE) and average uplink power consumption (AUPC) for different association strategies; maximum biased received power (MaBRP); and minimum association distance (MiAD). It is analytically shown that MaBRP is beneficial for coverage but will have some loss in energy saving. On the contrary, MiAD is not advocated from the point of coverage but is more energy efficient. The simulation results show that the use of range expansion in MaBRP helps to save energy but that this is not so in MiAD. Furthermore, we can achieve an optimal AEE by establishing an appropriate density of small cells.

Trends on Development of Network Capacity in LTE-Advanced to Support Increasing Mobile Data Traffic (모바일 데이터 수용을 위한 LTE-Advanced에서의 네트워크 용량 증대 기술개발 동향)

  • Park, Y.J.;Park, A.S.;Kang, S.Y.;Kim, Y.K.;Ryu, S.
    • Electronics and Telecommunications Trends
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    • v.27 no.1
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    • pp.122-135
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    • 2012
  • 최근 스마트폰의 급격한 보급과 음성 위주의 이동통신 서비스가 무선 멀티미디어 콘텐츠를 중심으로 하는 데이터 위주의 서비스로 전환됨에 따라 모바일 데이터가 급증하고 있다. 그러나, LTE에서의 Macro-BS(eNB) 기반의 point-to-point 링크의 스펙트럼 효율은 이미 이론적 한계치에 근접하여 저전력의 소규모 기지국 노드를 채용하는 이종망 환경을 도입하는 노력이 3GPP를 중심으로 전개되고 있다. 본고에서는 급증하는 모바일 트래픽 수요를 수용하기 위해 개발되고 있는 소규모 저전력 셀 기반의 HetNet 기술개발 동향과 대용량의 모바일 콘텐츠를 이동통신 단말기의 근접성을 기반으로 기지국 트래픽 부하 없이 제공하기 위해 개발되고 있는 단말기 간 직접 통신 기술 개발현황을 소개한다.

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Technology Trend of OAM and Design of OAM Agent (OAM 기술동향 및 OAM Agent 설계)

  • Ryu, B.H.;Lee, C.Y.;Cho, S.G.;Kim, E.B.;Na, J.H.
    • Electronics and Telecommunications Trends
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    • v.30 no.1
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    • pp.114-122
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    • 2015
  • 스마트폰 도입 이래 음성서비스뿐만 아니라 인터넷서비스의 활발한 이용으로 인해 데이터 사용량이 급증하고 있다. 5G 무선통신시스템은 폭발적으로 증가하는 무선 트래픽 사용량을 효율적으로 처리하고 사용자의 다양한 서비스 및 단말 요구를 수용하기 위해 매크로셀과 소형셀이 공존하는 HetNet 형태로 진화하고 있으며 소형셀들을 밀집되게 구축하는 방안이 고려되고 있다. 본고에서는 이동통신망에서 운용상에 나타날 수 있는 결함, 이상, 고장 등을 실시간으로 파악하여 운용자에게 알려줌으로써 장애에 대해 대처할 수 있는 OAM(Operation, Administration, Maintenance) 기능을 살펴본다. 특히, 3GPP(3rd Generation Partnership Project)에서의 OAM의 표준화 기술동향, 소형셀에 적용하기 위해 실제 구현 시의 OAM Agent 설계 개념, 그리고 OAM 절차에 대하여 소개한다.

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