SlideShare a Scribd company logo
1 of 1
Download to read offline
www.projectsatbangalore.com 09591912372
4038 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 13, NO. 7, JULY 2014
Modeling and Estimation of Transient Carrier
Frequency Offset in Wireless Transceivers
Jin Yuan, Student Member, IEEE, and Murat Torlak, Senior Member, IEEE
Abstract—Future wireless devices have to support many ap-
plications (e.g., remote robotics, wireless automation, and mobile
gaming) with extremely low latency and reliability requirements
over wireless connections. Optimizing wireless transceivers while
switching between wireless connections with different circuit char-
acteristics requires addressing many hardware impairments that
have been overlooked previously. For instance, switching between
transmission and reception radio functions to facilitate time-
division duplexing can change the load on the power supply. As
the supply voltage changes in response to the sudden change in
load, the carrier frequency drifts. Such a drift results in transient
carrier frequency offset (CFO) that cannot be estimated by con-
ventional CFO estimators and is typically addressed by inserting
or extending guard intervals. In this paper, we explore the model-
ing and estimation of the transient CFO, which is modeled as the
response of an underdamped second order system. To compensate
for the transient CFO, we propose a low complexity parametric
estimation algorithm, which uses the null space of the Hankel-like
matrix constructed from phase difference of the two halves of the
repetitive training sequence. Furthermore, to minimize the mean
squared error of the estimated parameters in noise, a weighted
subspace fitting algorithm is derived with a slight increase in
complexity. The Crámer–Rao bound for any unbiased estimator of
the transient CFO parameters is derived. The performance of the
proposed algorithms is also confirmed by the experimental results
obtained from the real wireless transceivers.
Index Terms—Transient response, subspace decomposition,
weighted subspace fitting (WSF), carrier frequency offset (CFO)
estimation, damped sinusoid.
I. INTRODUCTION
OPTIMIZING wireless physical layer for capacity and
reliability has led to many improvements from air in-
terface design to signal processing techniques that mitigate
radio frequency impairments. Validating these improvements in
wireless testbeds has become an important step in fine-tuning
the algorithms and identifying any unforseen modeling errors.
For example, the carrier frequency offset (CFO) is well un-
derstood radio frequency (RF) impairment in wireless systems
[1]. While experimentally validating the CFO estimators in our
wireless testbed, we observed an unexpected CFO behavior in
Manuscript received July 15, 2013; revised December 25, 2013 and
May 3, 2014; accepted May 16, 2014. Date of publication June 3, 2014; date of
current version July 8, 2014. This work has been supported in part by National
Instruments, Inc., Austin, Texas. The associate editor coordinating the review
of this paper and approving it for publication was C. Tepedelenlioglu.
The authors are with the Department of Electrical Engineering, The Uni-
versity of Texas at Dallas, Richardson, TX 75080 USA (e-mail: jxy085020@
utdallas.edu; torlak@utdallas.edu).
Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TWC.2014.2328345
time division duplexing (TDD) operation, i.e., a transient CFO
waveform caused by the switching between TX and RX in RF
front-end hardware.
The impact of the transient CFO can be more pronounced in
wireless systems where time division duplex (TDD) is deployed
as the duplexing scheme. It must be taken into account in
applications such as remote robotics, wireless automation, and
mobile gaming where extremely low latency and reliability
requirements have to be met over connections with future
5G or legacy wireless systems. Such systems include the
next generation mobile communication systems, Long-Term
Evolution (LTE) with TDD mode [2]–[4], and cooperative
communications where TDD mode is operated in cooperative
relay transmissions [5][6]. For instance, TDD LTE is designed
with guard period between the switching from the downlink
to the uplink. However, the purpose of the guard period is
to guarantee that user equipment (UE) can switch between
reception and transmission with no overlap of signals, instead
of dealing with the transient effect. In addition, the length of
the guard period is designed to handle the propagation delay
in the cells. Thus, the hardware design is more challenging
for UE away from the base station due to the shorter switch
time allowed [2], [3], [7]. Another example is wireless sensor
networks (WSN), which require robust wireless communication
protocols with low latency and power consumption, switching
between transmission and reception, and low-duty-cycle are
extensively designed in the MAC layer protocols of WSNs [8]–
[10]. Therefore, any RF transient will have serious impact on
the system performance, which is indexed by signal quality,
latency and power consumption.
As the standard model of CFO does not address the tran-
sient response, we extensively investigated the source of such
response in our experiments. Eventually, we have identified
that the transient CFO is a result of voltage response of power
supply due to step changes in load current. Such phenomenon
has also been observed and extensively studied in Rice Uni-
versity WARP system, which is widely adopted as a wireless
testbed platform by university and industry research labs [1].
According to existing literature [11]–[13], the voltage response
of a dc–dc converter due to step changes in load current can
be approximated by a second order control system. Hence, the
transient CFO is modeled as the response of an underdamped
second order system. The transient CFO is time varying, differ-
entiating it from the regular CFO, which is treated as a constant
RF carrier frequency difference between the transmitter and
the receiver terminals. The traditional CFO estimators cannot
address the estimation of the transient CFO which distorts the
received signal seriously.
1536-1276 © 2014 IEEE. Personal use is permitted, but republication/redistribution requires IEEE permission.
See http://www.ieee.org/publications_standards/publications/rights/index.html for more information.

More Related Content

What's hot

Element of switching system
Element of switching systemElement of switching system
Element of switching systemRCET
 
2.4 code division multiple access
2.4   code division multiple access2.4   code division multiple access
2.4 code division multiple accessJAIGANESH SEKAR
 
Enhancement of qos in lte downlink systems using
Enhancement of qos in lte downlink systems usingEnhancement of qos in lte downlink systems using
Enhancement of qos in lte downlink systems usingeSAT Publishing House
 
Performance analysis on modulation techniques of w cdma in multipath fading c...
Performance analysis on modulation techniques of w cdma in multipath fading c...Performance analysis on modulation techniques of w cdma in multipath fading c...
Performance analysis on modulation techniques of w cdma in multipath fading c...Ashish Ranjan
 
Synchronization in packet based mobile backhaul networks
Synchronization in packet based mobile backhaul networksSynchronization in packet based mobile backhaul networks
Synchronization in packet based mobile backhaul networksRajesh Porwal
 
A Study of MAC Protocols for WBANs
A Study of MAC Protocols for WBANsA Study of MAC Protocols for WBANs
A Study of MAC Protocols for WBANsKarlos Svoboda
 
An improved radio_resource_management_wi
An improved radio_resource_management_wiAn improved radio_resource_management_wi
An improved radio_resource_management_wiMd.Akm Sahansha
 
2.1 introduction to cellular architecture
2.1   introduction to cellular architecture2.1   introduction to cellular architecture
2.1 introduction to cellular architectureJAIGANESH SEKAR
 
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...IRJET Journal
 
IRJET- 4 FT 3 Element Rustproof Marine Antenna
IRJET-  	  4 FT 3 Element Rustproof Marine AntennaIRJET-  	  4 FT 3 Element Rustproof Marine Antenna
IRJET- 4 FT 3 Element Rustproof Marine AntennaIRJET Journal
 
Adaptability of Distribution Automation System to Electric Power Quality Moni...
Adaptability of Distribution Automation System to Electric Power Quality Moni...Adaptability of Distribution Automation System to Electric Power Quality Moni...
Adaptability of Distribution Automation System to Electric Power Quality Moni...IOSR Journals
 
Elements of communication system
Elements of communication systemElements of communication system
Elements of communication systemAL- AMIN
 
A Case Study on Ip Based Cdma Ran by Controlling Router
A Case Study on Ip Based Cdma Ran by Controlling RouterA Case Study on Ip Based Cdma Ran by Controlling Router
A Case Study on Ip Based Cdma Ran by Controlling RouterIJERA Editor
 
IRJET- Bit Error Rate (BER) Performance Evaluation of Reference Channel for P...
IRJET- Bit Error Rate (BER) Performance Evaluation of Reference Channel for P...IRJET- Bit Error Rate (BER) Performance Evaluation of Reference Channel for P...
IRJET- Bit Error Rate (BER) Performance Evaluation of Reference Channel for P...IRJET Journal
 
3 handoff management
3 handoff management3 handoff management
3 handoff managementవం శీ
 

What's hot (20)

Element of switching system
Element of switching systemElement of switching system
Element of switching system
 
2.4 code division multiple access
2.4   code division multiple access2.4   code division multiple access
2.4 code division multiple access
 
Enhancement of qos in lte downlink systems using
Enhancement of qos in lte downlink systems usingEnhancement of qos in lte downlink systems using
Enhancement of qos in lte downlink systems using
 
Performance analysis on modulation techniques of w cdma in multipath fading c...
Performance analysis on modulation techniques of w cdma in multipath fading c...Performance analysis on modulation techniques of w cdma in multipath fading c...
Performance analysis on modulation techniques of w cdma in multipath fading c...
 
Synchronization in packet based mobile backhaul networks
Synchronization in packet based mobile backhaul networksSynchronization in packet based mobile backhaul networks
Synchronization in packet based mobile backhaul networks
 
A Study of MAC Protocols for WBANs
A Study of MAC Protocols for WBANsA Study of MAC Protocols for WBANs
A Study of MAC Protocols for WBANs
 
Handover in Telecom
Handover in TelecomHandover in Telecom
Handover in Telecom
 
Circuit Switching
Circuit SwitchingCircuit Switching
Circuit Switching
 
An improved radio_resource_management_wi
An improved radio_resource_management_wiAn improved radio_resource_management_wi
An improved radio_resource_management_wi
 
2.1 introduction to cellular architecture
2.1   introduction to cellular architecture2.1   introduction to cellular architecture
2.1 introduction to cellular architecture
 
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
IRJET- Performance Comparison Analysis between Multi-FFT OFDM for Power Line ...
 
IRJET- 4 FT 3 Element Rustproof Marine Antenna
IRJET-  	  4 FT 3 Element Rustproof Marine AntennaIRJET-  	  4 FT 3 Element Rustproof Marine Antenna
IRJET- 4 FT 3 Element Rustproof Marine Antenna
 
Adaptability of Distribution Automation System to Electric Power Quality Moni...
Adaptability of Distribution Automation System to Electric Power Quality Moni...Adaptability of Distribution Automation System to Electric Power Quality Moni...
Adaptability of Distribution Automation System to Electric Power Quality Moni...
 
Elements of communication system
Elements of communication systemElements of communication system
Elements of communication system
 
Mtech seminar1
Mtech seminar1Mtech seminar1
Mtech seminar1
 
EHVAC TRANSMISSION LINE MAINTENANCE TECHNIQUES IN INDIAN PERSPECTIVE-A REVIEW
EHVAC TRANSMISSION LINE MAINTENANCE TECHNIQUES IN INDIAN PERSPECTIVE-A REVIEWEHVAC TRANSMISSION LINE MAINTENANCE TECHNIQUES IN INDIAN PERSPECTIVE-A REVIEW
EHVAC TRANSMISSION LINE MAINTENANCE TECHNIQUES IN INDIAN PERSPECTIVE-A REVIEW
 
A Case Study on Ip Based Cdma Ran by Controlling Router
A Case Study on Ip Based Cdma Ran by Controlling RouterA Case Study on Ip Based Cdma Ran by Controlling Router
A Case Study on Ip Based Cdma Ran by Controlling Router
 
IRJET- Bit Error Rate (BER) Performance Evaluation of Reference Channel for P...
IRJET- Bit Error Rate (BER) Performance Evaluation of Reference Channel for P...IRJET- Bit Error Rate (BER) Performance Evaluation of Reference Channel for P...
IRJET- Bit Error Rate (BER) Performance Evaluation of Reference Channel for P...
 
3 handoff management
3 handoff management3 handoff management
3 handoff management
 
LTE NETWORK OPTIMIZATION FOR URBAN AREA AT TAIZ CITY
LTE NETWORK OPTIMIZATION FOR  URBAN AREA AT TAIZ CITYLTE NETWORK OPTIMIZATION FOR  URBAN AREA AT TAIZ CITY
LTE NETWORK OPTIMIZATION FOR URBAN AREA AT TAIZ CITY
 

Viewers also liked

Viewers also liked (8)

MasterThesis 2015
MasterThesis 2015MasterThesis 2015
MasterThesis 2015
 
Monthly Q&A November 2015
Monthly Q&A November 2015Monthly Q&A November 2015
Monthly Q&A November 2015
 
Education in the 21st Century Slides
Education in the 21st Century SlidesEducation in the 21st Century Slides
Education in the 21st Century Slides
 
India’s cultural link with ancient america
India’s cultural link with ancient americaIndia’s cultural link with ancient america
India’s cultural link with ancient america
 
La narración
La narraciónLa narración
La narración
 
Talous ja Yhteiskunta 4/2007
Talous ja Yhteiskunta 4/2007Talous ja Yhteiskunta 4/2007
Talous ja Yhteiskunta 4/2007
 
SIGN SURVEYS NORTH 2015
SIGN SURVEYS NORTH 2015SIGN SURVEYS NORTH 2015
SIGN SURVEYS NORTH 2015
 
Sistemas de información empresarial
Sistemas de información empresarialSistemas de información empresarial
Sistemas de información empresarial
 

Similar to Modeling and Estimation of Transient Carrier Frequency Offset in Wireless Transceivers

IRJET-Carrier Frequency Offset Estimation in Direct-Conversion Receiver – A R...
IRJET-Carrier Frequency Offset Estimation in Direct-Conversion Receiver – A R...IRJET-Carrier Frequency Offset Estimation in Direct-Conversion Receiver – A R...
IRJET-Carrier Frequency Offset Estimation in Direct-Conversion Receiver – A R...IRJET Journal
 
Ethernet Demarcation Devices With Built in OTDR
Ethernet Demarcation Devices With Built in OTDREthernet Demarcation Devices With Built in OTDR
Ethernet Demarcation Devices With Built in OTDRMetrodata Limited
 
An Enhanced Algorithm for Load-based Handover Decision-making in 5G Wireless ...
An Enhanced Algorithm for Load-based Handover Decision-making in 5G Wireless ...An Enhanced Algorithm for Load-based Handover Decision-making in 5G Wireless ...
An Enhanced Algorithm for Load-based Handover Decision-making in 5G Wireless ...IRJET Journal
 
Impact of Signaling Load on the UMTS Call.pdf
Impact of Signaling Load on the UMTS Call.pdfImpact of Signaling Load on the UMTS Call.pdf
Impact of Signaling Load on the UMTS Call.pdfdemisse Hailemariam
 
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKSHANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKSijistjournal
 
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKSHANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKSijistjournal
 
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...IRJET Journal
 
An enhanced available bandwidth estimation technique for an end to end networ...
An enhanced available bandwidth estimation technique for an end to end networ...An enhanced available bandwidth estimation technique for an end to end networ...
An enhanced available bandwidth estimation technique for an end to end networ...redpel dot com
 
Air Interface Virtualization using FBMC and OFDM Configurations
Air Interface Virtualization using FBMC and OFDM ConfigurationsAir Interface Virtualization using FBMC and OFDM Configurations
Air Interface Virtualization using FBMC and OFDM ConfigurationsMalik Saad
 
Design and implementation of low latency weighted round robin (ll wrr) schedu...
Design and implementation of low latency weighted round robin (ll wrr) schedu...Design and implementation of low latency weighted round robin (ll wrr) schedu...
Design and implementation of low latency weighted round robin (ll wrr) schedu...ijwmn
 
Performance of symmetric and asymmetric links in wireless networks
Performance of symmetric and asymmetric links in wireless networks Performance of symmetric and asymmetric links in wireless networks
Performance of symmetric and asymmetric links in wireless networks IJECEIAES
 
Data Rates Performance Analysis of Point to Multi-Point Wireless Link in Univ...
Data Rates Performance Analysis of Point to Multi-Point Wireless Link in Univ...Data Rates Performance Analysis of Point to Multi-Point Wireless Link in Univ...
Data Rates Performance Analysis of Point to Multi-Point Wireless Link in Univ...IRJET Journal
 
LTE Schedulers – A Definitive Approach
LTE Schedulers – A Definitive Approach LTE Schedulers – A Definitive Approach
LTE Schedulers – A Definitive Approach Sukhvinder Singh Malik
 
Energy maps for mobile wireless networks coherence time versues spreding peri...
Energy maps for mobile wireless networks coherence time versues spreding peri...Energy maps for mobile wireless networks coherence time versues spreding peri...
Energy maps for mobile wireless networks coherence time versues spreding peri...Mumbai Academisc
 
Terrestrial Microwave Link Design
Terrestrial Microwave Link DesignTerrestrial Microwave Link Design
Terrestrial Microwave Link Designmohamud mire
 
Timing over packet demarcation
Timing over packet demarcationTiming over packet demarcation
Timing over packet demarcationNir Cohen
 
White Paper: Dynamic TDD for LTE-a (eIMTA) and 5G
White Paper: Dynamic TDD for LTE-a (eIMTA) and 5GWhite Paper: Dynamic TDD for LTE-a (eIMTA) and 5G
White Paper: Dynamic TDD for LTE-a (eIMTA) and 5GEiko Seidel
 

Similar to Modeling and Estimation of Transient Carrier Frequency Offset in Wireless Transceivers (20)

IRJET-Carrier Frequency Offset Estimation in Direct-Conversion Receiver – A R...
IRJET-Carrier Frequency Offset Estimation in Direct-Conversion Receiver – A R...IRJET-Carrier Frequency Offset Estimation in Direct-Conversion Receiver – A R...
IRJET-Carrier Frequency Offset Estimation in Direct-Conversion Receiver – A R...
 
Ethernet Demarcation Devices With Built in OTDR
Ethernet Demarcation Devices With Built in OTDREthernet Demarcation Devices With Built in OTDR
Ethernet Demarcation Devices With Built in OTDR
 
An Enhanced Algorithm for Load-based Handover Decision-making in 5G Wireless ...
An Enhanced Algorithm for Load-based Handover Decision-making in 5G Wireless ...An Enhanced Algorithm for Load-based Handover Decision-making in 5G Wireless ...
An Enhanced Algorithm for Load-based Handover Decision-making in 5G Wireless ...
 
Impact of Signaling Load on the UMTS Call.pdf
Impact of Signaling Load on the UMTS Call.pdfImpact of Signaling Load on the UMTS Call.pdf
Impact of Signaling Load on the UMTS Call.pdf
 
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKSHANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
 
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKSHANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
HANDOVER NECESSITY ESTIMATION FOR 4G HETEROGENEOUS NETWORKS
 
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
Enhancing Performance for Orthogonal Frequency Division Multiplexing in Wirel...
 
An enhanced available bandwidth estimation technique for an end to end networ...
An enhanced available bandwidth estimation technique for an end to end networ...An enhanced available bandwidth estimation technique for an end to end networ...
An enhanced available bandwidth estimation technique for an end to end networ...
 
Air Interface Virtualization using FBMC and OFDM Configurations
Air Interface Virtualization using FBMC and OFDM ConfigurationsAir Interface Virtualization using FBMC and OFDM Configurations
Air Interface Virtualization using FBMC and OFDM Configurations
 
Design and implementation of low latency weighted round robin (ll wrr) schedu...
Design and implementation of low latency weighted round robin (ll wrr) schedu...Design and implementation of low latency weighted round robin (ll wrr) schedu...
Design and implementation of low latency weighted round robin (ll wrr) schedu...
 
Oq3425482554
Oq3425482554Oq3425482554
Oq3425482554
 
Lte
LteLte
Lte
 
Performance of symmetric and asymmetric links in wireless networks
Performance of symmetric and asymmetric links in wireless networks Performance of symmetric and asymmetric links in wireless networks
Performance of symmetric and asymmetric links in wireless networks
 
Data Rates Performance Analysis of Point to Multi-Point Wireless Link in Univ...
Data Rates Performance Analysis of Point to Multi-Point Wireless Link in Univ...Data Rates Performance Analysis of Point to Multi-Point Wireless Link in Univ...
Data Rates Performance Analysis of Point to Multi-Point Wireless Link in Univ...
 
LTE Schedulers – A Definitive Approach
LTE Schedulers – A Definitive Approach LTE Schedulers – A Definitive Approach
LTE Schedulers – A Definitive Approach
 
Energy maps for mobile wireless networks coherence time versues spreding peri...
Energy maps for mobile wireless networks coherence time versues spreding peri...Energy maps for mobile wireless networks coherence time versues spreding peri...
Energy maps for mobile wireless networks coherence time versues spreding peri...
 
Terrestrial Microwave Link Design
Terrestrial Microwave Link DesignTerrestrial Microwave Link Design
Terrestrial Microwave Link Design
 
Timing over packet demarcation
Timing over packet demarcationTiming over packet demarcation
Timing over packet demarcation
 
N010527986
N010527986N010527986
N010527986
 
White Paper: Dynamic TDD for LTE-a (eIMTA) and 5G
White Paper: Dynamic TDD for LTE-a (eIMTA) and 5GWhite Paper: Dynamic TDD for LTE-a (eIMTA) and 5G
White Paper: Dynamic TDD for LTE-a (eIMTA) and 5G
 

More from john236zaq

Images as Occlusions of Textures: A Framework for Segmentation
Images as Occlusions of Textures: A Framework for SegmentationImages as Occlusions of Textures: A Framework for Segmentation
Images as Occlusions of Textures: A Framework for Segmentationjohn236zaq
 
Image Restoration Using Joint Statistical Modeling in a Space-Transform Domain
Image Restoration Using Joint Statistical Modeling in a Space-Transform DomainImage Restoration Using Joint Statistical Modeling in a Space-Transform Domain
Image Restoration Using Joint Statistical Modeling in a Space-Transform Domainjohn236zaq
 
Low-Complexity DFT-Based Channel Estimation with Leakage Nulling for OFDM Sys...
Low-Complexity DFT-Based Channel Estimation with Leakage Nulling for OFDM Sys...Low-Complexity DFT-Based Channel Estimation with Leakage Nulling for OFDM Sys...
Low-Complexity DFT-Based Channel Estimation with Leakage Nulling for OFDM Sys...john236zaq
 
Low-Rank Neighbor Embedding for Single Image Super-Resolution
Low-Rank Neighbor Embedding for Single Image Super-ResolutionLow-Rank Neighbor Embedding for Single Image Super-Resolution
Low-Rank Neighbor Embedding for Single Image Super-Resolutionjohn236zaq
 
Mining Weakly Labeled Web Facial Images for Search-Based Face Annotation
Mining Weakly Labeled Web Facial Images for Search-Based Face AnnotationMining Weakly Labeled Web Facial Images for Search-Based Face Annotation
Mining Weakly Labeled Web Facial Images for Search-Based Face Annotationjohn236zaq
 
OFDM Synthetic Aperture Radar Imaging With Sufficient Cyclic Prefix
OFDM Synthetic Aperture Radar Imaging With Sufficient Cyclic PrefixOFDM Synthetic Aperture Radar Imaging With Sufficient Cyclic Prefix
OFDM Synthetic Aperture Radar Imaging With Sufficient Cyclic Prefixjohn236zaq
 
Phase-Based Binarization of Ancient Document Images: Model and Applications
Phase-Based Binarization of Ancient Document Images: Model and ApplicationsPhase-Based Binarization of Ancient Document Images: Model and Applications
Phase-Based Binarization of Ancient Document Images: Model and Applicationsjohn236zaq
 
Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A ...
Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A ...Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A ...
Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A ...john236zaq
 
Reversible De-Identification for Lossless Image Compression using Reversible ...
Reversible De-Identification for Lossless Image Compression using Reversible ...Reversible De-Identification for Lossless Image Compression using Reversible ...
Reversible De-Identification for Lossless Image Compression using Reversible ...john236zaq
 
Stochastic Analysis of the LMS and NLMS Algorithms for Cyclostationary White ...
Stochastic Analysis of the LMS and NLMS Algorithms for Cyclostationary White ...Stochastic Analysis of the LMS and NLMS Algorithms for Cyclostationary White ...
Stochastic Analysis of the LMS and NLMS Algorithms for Cyclostationary White ...john236zaq
 

More from john236zaq (10)

Images as Occlusions of Textures: A Framework for Segmentation
Images as Occlusions of Textures: A Framework for SegmentationImages as Occlusions of Textures: A Framework for Segmentation
Images as Occlusions of Textures: A Framework for Segmentation
 
Image Restoration Using Joint Statistical Modeling in a Space-Transform Domain
Image Restoration Using Joint Statistical Modeling in a Space-Transform DomainImage Restoration Using Joint Statistical Modeling in a Space-Transform Domain
Image Restoration Using Joint Statistical Modeling in a Space-Transform Domain
 
Low-Complexity DFT-Based Channel Estimation with Leakage Nulling for OFDM Sys...
Low-Complexity DFT-Based Channel Estimation with Leakage Nulling for OFDM Sys...Low-Complexity DFT-Based Channel Estimation with Leakage Nulling for OFDM Sys...
Low-Complexity DFT-Based Channel Estimation with Leakage Nulling for OFDM Sys...
 
Low-Rank Neighbor Embedding for Single Image Super-Resolution
Low-Rank Neighbor Embedding for Single Image Super-ResolutionLow-Rank Neighbor Embedding for Single Image Super-Resolution
Low-Rank Neighbor Embedding for Single Image Super-Resolution
 
Mining Weakly Labeled Web Facial Images for Search-Based Face Annotation
Mining Weakly Labeled Web Facial Images for Search-Based Face AnnotationMining Weakly Labeled Web Facial Images for Search-Based Face Annotation
Mining Weakly Labeled Web Facial Images for Search-Based Face Annotation
 
OFDM Synthetic Aperture Radar Imaging With Sufficient Cyclic Prefix
OFDM Synthetic Aperture Radar Imaging With Sufficient Cyclic PrefixOFDM Synthetic Aperture Radar Imaging With Sufficient Cyclic Prefix
OFDM Synthetic Aperture Radar Imaging With Sufficient Cyclic Prefix
 
Phase-Based Binarization of Ancient Document Images: Model and Applications
Phase-Based Binarization of Ancient Document Images: Model and ApplicationsPhase-Based Binarization of Ancient Document Images: Model and Applications
Phase-Based Binarization of Ancient Document Images: Model and Applications
 
Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A ...
Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A ...Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A ...
Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A ...
 
Reversible De-Identification for Lossless Image Compression using Reversible ...
Reversible De-Identification for Lossless Image Compression using Reversible ...Reversible De-Identification for Lossless Image Compression using Reversible ...
Reversible De-Identification for Lossless Image Compression using Reversible ...
 
Stochastic Analysis of the LMS and NLMS Algorithms for Cyclostationary White ...
Stochastic Analysis of the LMS and NLMS Algorithms for Cyclostationary White ...Stochastic Analysis of the LMS and NLMS Algorithms for Cyclostationary White ...
Stochastic Analysis of the LMS and NLMS Algorithms for Cyclostationary White ...
 

Recently uploaded

result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college projectTonystark477637
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)Suman Mia
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxupamatechverse
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).pptssuser5c9d4b1
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130Suhani Kapoor
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSKurinjimalarL3
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Christo Ananth
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxpranjaldaimarysona
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 

Recently uploaded (20)

result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
 
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINEDJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 

Modeling and Estimation of Transient Carrier Frequency Offset in Wireless Transceivers

  • 1. www.projectsatbangalore.com 09591912372 4038 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 13, NO. 7, JULY 2014 Modeling and Estimation of Transient Carrier Frequency Offset in Wireless Transceivers Jin Yuan, Student Member, IEEE, and Murat Torlak, Senior Member, IEEE Abstract—Future wireless devices have to support many ap- plications (e.g., remote robotics, wireless automation, and mobile gaming) with extremely low latency and reliability requirements over wireless connections. Optimizing wireless transceivers while switching between wireless connections with different circuit char- acteristics requires addressing many hardware impairments that have been overlooked previously. For instance, switching between transmission and reception radio functions to facilitate time- division duplexing can change the load on the power supply. As the supply voltage changes in response to the sudden change in load, the carrier frequency drifts. Such a drift results in transient carrier frequency offset (CFO) that cannot be estimated by con- ventional CFO estimators and is typically addressed by inserting or extending guard intervals. In this paper, we explore the model- ing and estimation of the transient CFO, which is modeled as the response of an underdamped second order system. To compensate for the transient CFO, we propose a low complexity parametric estimation algorithm, which uses the null space of the Hankel-like matrix constructed from phase difference of the two halves of the repetitive training sequence. Furthermore, to minimize the mean squared error of the estimated parameters in noise, a weighted subspace fitting algorithm is derived with a slight increase in complexity. The Crámer–Rao bound for any unbiased estimator of the transient CFO parameters is derived. The performance of the proposed algorithms is also confirmed by the experimental results obtained from the real wireless transceivers. Index Terms—Transient response, subspace decomposition, weighted subspace fitting (WSF), carrier frequency offset (CFO) estimation, damped sinusoid. I. INTRODUCTION OPTIMIZING wireless physical layer for capacity and reliability has led to many improvements from air in- terface design to signal processing techniques that mitigate radio frequency impairments. Validating these improvements in wireless testbeds has become an important step in fine-tuning the algorithms and identifying any unforseen modeling errors. For example, the carrier frequency offset (CFO) is well un- derstood radio frequency (RF) impairment in wireless systems [1]. While experimentally validating the CFO estimators in our wireless testbed, we observed an unexpected CFO behavior in Manuscript received July 15, 2013; revised December 25, 2013 and May 3, 2014; accepted May 16, 2014. Date of publication June 3, 2014; date of current version July 8, 2014. This work has been supported in part by National Instruments, Inc., Austin, Texas. The associate editor coordinating the review of this paper and approving it for publication was C. Tepedelenlioglu. The authors are with the Department of Electrical Engineering, The Uni- versity of Texas at Dallas, Richardson, TX 75080 USA (e-mail: jxy085020@ utdallas.edu; torlak@utdallas.edu). Color versions of one or more of the figures in this paper are available online at http://ieeexplore.ieee.org. Digital Object Identifier 10.1109/TWC.2014.2328345 time division duplexing (TDD) operation, i.e., a transient CFO waveform caused by the switching between TX and RX in RF front-end hardware. The impact of the transient CFO can be more pronounced in wireless systems where time division duplex (TDD) is deployed as the duplexing scheme. It must be taken into account in applications such as remote robotics, wireless automation, and mobile gaming where extremely low latency and reliability requirements have to be met over connections with future 5G or legacy wireless systems. Such systems include the next generation mobile communication systems, Long-Term Evolution (LTE) with TDD mode [2]–[4], and cooperative communications where TDD mode is operated in cooperative relay transmissions [5][6]. For instance, TDD LTE is designed with guard period between the switching from the downlink to the uplink. However, the purpose of the guard period is to guarantee that user equipment (UE) can switch between reception and transmission with no overlap of signals, instead of dealing with the transient effect. In addition, the length of the guard period is designed to handle the propagation delay in the cells. Thus, the hardware design is more challenging for UE away from the base station due to the shorter switch time allowed [2], [3], [7]. Another example is wireless sensor networks (WSN), which require robust wireless communication protocols with low latency and power consumption, switching between transmission and reception, and low-duty-cycle are extensively designed in the MAC layer protocols of WSNs [8]– [10]. Therefore, any RF transient will have serious impact on the system performance, which is indexed by signal quality, latency and power consumption. As the standard model of CFO does not address the tran- sient response, we extensively investigated the source of such response in our experiments. Eventually, we have identified that the transient CFO is a result of voltage response of power supply due to step changes in load current. Such phenomenon has also been observed and extensively studied in Rice Uni- versity WARP system, which is widely adopted as a wireless testbed platform by university and industry research labs [1]. According to existing literature [11]–[13], the voltage response of a dc–dc converter due to step changes in load current can be approximated by a second order control system. Hence, the transient CFO is modeled as the response of an underdamped second order system. The transient CFO is time varying, differ- entiating it from the regular CFO, which is treated as a constant RF carrier frequency difference between the transmitter and the receiver terminals. The traditional CFO estimators cannot address the estimation of the transient CFO which distorts the received signal seriously. 1536-1276 © 2014 IEEE. Personal use is permitted, but republication/redistribution requires IEEE permission. See http://www.ieee.org/publications_standards/publications/rights/index.html for more information.