Using Graphics Processing Units in an LTE Base Station

نویسندگان

  • Qi Zheng
  • Yajing Chen
  • Hyunseok Lee
  • Ronald G. Dreslinski
  • Chaitali Chakrabarti
  • Achilleas Anastasopoulos
  • Scott A. Mahlke
  • Trevor N. Mudge
چکیده

Base stations have been built from ASICs, DSP processors, or FPGAs. This paper studies the feasibility of building wireless base stations from commercial graphics processing units (GPUs). GPUs are attractive because they are widely used massively parallel devices that can be programmed in a high level language. Base station workloads are highly parallel, making GPUs a potential candidate for a cost effective programmable solution. In this work, we develop parallel implementations of key kernels to evaluate the merits of using GPUs as the baseband signal processor. We also study the mapping method of key kernels onto a multi-GPU system to minimize the number of required GPUs and the overall subframe processing latency. Our results show that the baseband subsystem in an LTE base station, which supports ≤ 150 Mbps peak data rate, can be built with up to four NVIDIA GTX 680 GPUs and commercial motherboards. We also show that the digital processing subsystem for a 75 Mbps LTE base station can be built using two NVIDIA GTX 680 GPUs with power consumption of 188 W. Q. Zheng ( ) · Y. Chen · R. Dreslinski · A. Anastasopoulos · S. Mahlke and T. Mudge EECS Department, University of Michigan, Ann Arbor, MI, USA e-mail: [email protected] H. Lee Department of Electronics and Communications Engineering, Kwangwoon University, Seoul, Korea e-mail: [email protected] C. Chakrabarti School of ECEE, Arizona State University, Tempe, AZ, USA e-mail: [email protected]

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Analysis of LTE Base Station Software Deployment on Multicore SoCs

The advent of high-speed cellular services like 4G LTE is driving a paradigm change in the complexity of wireless base station design. As wireless technology continues to evolve, the demand for higher data rates increases, causing growth in data traffic. The data deluge has significant implications on the type of processing required. Data traffic is packet-based and allows for hundreds of users...

متن کامل

Investigating the Effects of Hardware Parameters on Power Consumptions in SPMV Algorithms on Graphics Processing Units (GPUs)

Although Sparse matrix-vector multiplication (SPMVs) algorithms are simple, they include important parts of Linear Algebra algorithms in Mathematics and Physics areas. As these algorithms can be run in parallel, Graphics Processing Units (GPUs) has been considered as one of the best candidates to run these algorithms. In the recent years, power consumption has been considered as one of the metr...

متن کامل

Joint Cooperative Shared Relaying and Multipoint Coordination for Network MIMO in 3GPP LTE-Advanced Multihop Cellular Networks

LTE-Advanced (Parkvall et al., 2011; 3GPP TR36.814) is the successor of LTE (Long Term Evolution), which is specified by the Third Generation Partnership Project (3GPP). LTEAdvanced can provide downlink and uplink peak rates up to 1 Gb/s and 500 Mb/s, respectively, in 100 MHz of bandwidth. Similar to its predecessor, LTE-Advanced is an Orthogonal Frequency Division Multiplexing (OFDM)-based rad...

متن کامل

Single-user MIMO versus multi-user MIMO in distributed antenna systems with limited feedback

This article investigates the performance of cellular networks employing distributed antennas in addition to the central antennas of the base station. Distributed antennas are likely to be implemented using remote radio units, which is enabled by a low latency and high bandwidth dedicated link to the base station. This facilitates coherent transmission from potentially all available antennas at...

متن کامل

Performance Evaluation of MIMO Base Station Antenna Designs

Cellular standards like the third generation partnership program (3GPP) long term evolution (LTE), ultra-mobile broadband (UMB), high speed downlink packet access (HSDPA) and IEEE 802.16e (WiMAX) support multiple-input multiple-output (MIMO) wireless communication technology. MIMO uses multiple antennas at the transmitter and receiver along with advanced digital signal processing to improve lin...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Signal Processing Systems

دوره 78  شماره 

صفحات  -

تاریخ انتشار 2015