Channel Estimation Filter Using Sinc-Interpolation for UTRA FDD Downlink

Size: px
Start display at page:

Download "Channel Estimation Filter Using Sinc-Interpolation for UTRA FDD Downlink"

Transcription

1 { Cannel Estimation Filter Using Sinc-Interpolation for UTA FDD Downlink KLAUS KNOCHE, JÜGEN INAS and KAL-DIK KAMMEYE Department of Communications Engineering, FB- University of Bremen P.O. Box , D-8334 Bremen, Germany, Fax: +(49)-4/8-334 GEMANY Abstract: Tis paper introduces a new Cannel Estimation (CE) filter called Polypase SInc-Interpolation ()-filter for downlink coerent ake-combining in a DS-CDMA mobile environment. In tis case some UTA FDD scenarios are taken for sowing te feasibility of tis approac. It uses known periodically time-multiplexed pilot symbols for interpolating te cannel coefficients in between. Main advantage is te aptitude of te -CE especially for ig mobile environments. Unfortunately tis advantage is paid by te use of at least six pilot sequences resulting in a tree slot delay and poor noise reduction capabilities. Some simulation results of tis -filter compared wit oter well known CE-filters are presented. Keywords: CDMA, UTA FDD, Cannel-Estimation, Sinc-Interpolation, CE, UMTS Introduction UMTS is te 3rd generation mobile cellular communication system of te (near) future. Upon oters it defines a FDD-Wide-Band-CDMA sceme using a coerent akereceiver as sown in figure. Te Signal y ID after te I&D-Operation is denoted as y ID;l (i) = (i+), x l (j)p c scr (j)c c(j) () j=i wit c c (j) is te real valued cannelization code also known as OV-code wit spreading factor and c scr denotes te complex scrambling code. Te received signal after maximum ratio combining for a L -finger ake-receiver is denoted by y MC (i)= L l= y ID;l (i) l (i) () wit l (i) is te estimated cannel coefficient for te l-t finger. In UMTS-FDD downlink a Dedicated Pysical Cannel (DPCH) consists of user data also called Dedicated Pysical Data Cannel (DPDCH), time-multiplexed wit control information witin te so called Dedicated Pysical Control Cannel (DPCCH) as depicted in figure or in []. Te DPCCH itself is divided in Transmit Power Control (TPC) Symbols, Transport Format Combination Indicator (TFCI), and a pilot sequence. Fifteen slots wit M slot = 6 cips using tis structure are combined in one Frame of ms lengt. Te pilot sequence canging for every slot witin a frame is used for cannel estimation by correlating te incoming signal wit te pilot sequence. (*) denotes conjugate complex z z z xl-( j) x L-( j) x L-3( j) * * * * c scr( j) c scr () j c scr () j c scr () j c c () j xj) ( c c () j c c () j Σ Σ Σ Σ + c() c j xj) ( y y ( i) y ( i) ID, L - ID, L -3 * * y i) ID, ( i) L ID, ( - () i () i * () i * () i L- L- L-3 DPDCH Data L -ake - Fingers η η η L - DPCCH ymc( i) Fig. : ake-receiver DPDCH TPC TFCI Data Pilot k M slot= 6 cips = * bits (k=..7) DPCH ( Slot) Slot Slot Slot i Slot4 frame, T = ms f DPCCH DPCH: Dedicated PysicalCanel TPC: Transmit Power Control DPDCH: Dedicated Pysical Data Canel TFCI: Transport Format Combination Indicator DPCCH: Dedicated Pysical Control Canel Pilot: Pilotsequence Denote Fig. : Slot and frame structure N D = N slot, N pilot wit N slot = M slot = (3) and N pilot denotes te number of pilot symbol used in

2 DPCCH we can estimate a cannel coefficient in centre of te pilot sequence in te -t slot: l; = N slot, N pilot k=n D y ID;l (k) Wit te pilot sequence p (k) defined as: 6= : k<npilot p (k) = : oterwise p p (k, N D): (4) () Ten, tese estimates l; are processed furter using CE-filters. In general all furter signal processing as to cope wit noise and te time variant cange of cannel coefficients. Unfortunately bot effects are contradictory to eac oter. To antagonise noise averaging is mandatory but tis will deteriorate te performance in a ig mobile environment. Terefore a compromise as to be found. Tere are two standard linear CE-filters discussed in [] wic will be used as reference in tis paper. Te averaging filter also sown in figure 3a) tries to reduce te noise and is not following te cannel coefficient witin a slot at all. Te linear interpolationfilter is just drawing a line between two neigbouring estimates to follow te cange of te time variant cannel coefficient of one ake-finger as sown in figure 3b). Terefore noise reduction of te linear interpolation CE depends on te position witin te slot. From no reduction at te position of te pilot up to tree db in te middle between two pilot sequences. l,ν ( l,t) int= l, ν+ l, ν = konst ν--t pilotsequence ν-t slot l,ν t ν-t pilotsequence l,ν ( l,t) l,ν pol = l, ν- l, ν k+ N pilot +l,ν- t ν--t pilotsequence ν-t pilotsequence ν-t slot N Slo t ( ) Fig. 3: Classical CE, (a):, (b): Linear interpolation To examine te performance of tese two filters a bit furter te Mean Squared Error (MSE) between te real cannel coefficient and its estimation can be expressed wit: MSE (i):=e xxx; (i), (i) (6) In tis case expectation is substituted by time average due to ergodicity. MSE(i) = lim N! N N, = xxx; (i), (i) (7) wit i [; 6=, ] and xxx P is te estimate of te i+, considered CE and wit (i) = k=i (k) and (k) is te real cannel coefficient calculated for every cip. Using a one tap ayleig cannel at a velocity v wit an =N of 8 db and te UMTS-transmission slot format #8 (=8, pilot symbols per sequence) te MSE depends on te position witin slot. Tis is depicted for te two slot averaging CE in figure 4. MSE in [db] Symbol i Fig. 4: MSE of averaging CE v in [km/] A global minimum in te middle between two pilot sequences can be seen in figure 4 according to te intersection of te estimated and te real cannel coefficient in figure 3a. Especially for iger velocities tis metod degrades fast, but for lower velocities it does effectuate a 3 db gain against a single slot CE. In figure te MSE for te linear interpolation is displayed. MSE in [db] Symbol i v in [km/] Fig. : MSE of linear interpolation CE Wile at te edges (near te pilot sequences) and for low velocities tis metod provides a tree db loss against te averaging CE, it does reac it in te middle between two pilot sequences as expected. On te oter and it does provide a muc better beaviour in a igly 3 3

3 mobile environment. For iger velocities te advantage of 3 db noise reduction in te middle will be countered by ascending nonlinearity of te real cannel coefficient resulting in a global maximum at te centre, tat can also be deduced from figure 3b). g m (i) Sinc-Interpolation Looking on te cannel estimation done so far from anoter point of view, we are trying to reconstruct te time variant cannel coefficient from a set of samples. Using te 3GPP UTA FDD DL specification [], te sampling teorem is fulfilled till doppler-sift of 7 Hz. Terefore te teoretical upper bound for te maximum velocity is 4 km/. f d;max = f s = = 7 Hz (8) ms To reconstruct an original signal out of a sampled version of it, a Sinc-interpolation (ideal lowpass) is needed. Like te WMSA cannel estimation filter introduced by [3] pilot sequences of up to six slots are used to obtain te cannel coefficients. Te reconstruction (moter) filter is terefore cosen as: wit g(i) = sin( ( (i, :), 3) 6 ( 6 (i (9), :), 3) i<6 6 and g(i) = oterwise. Note tat te delay of alf a cip is only needed if te number of pilot symbols is even. To overcome problems associated wit te leakage effect, g(i) is additionally weigted using a Hamming window. f m (i) =:4 + :46 cos i 6 6=, wit () g m (i) =g(i)f m (i) () i<6 6 and g m(i) =;f m (i) =oterwise. Te filter g m (i) in time domain is depicted in figure 6 and in frequency domain in figure 7. Polypases of g m are know taken as follows. g m; (i) =g m (i + 6= ) in[; ] () Wit tis an estimate psii(;l) (i) for te -t slot can be calculated. psii(;l) (i) = =,+;l g m; (i) (3) Te MSE of te -CE using UTA FDD slot structure #9 is sown in 8. log G m (f) i Fig. 6: Polypase moter filter g m; (i) wit = 8 and one polypase g m;(9) 3 ideal lowpass polypase moter filter f in Hz Fig. 7: Polypase moter filter ( = 8) in frequency domain [;f n]and ideal lowpass wit fg = 7 Hz MSE in [db] Symbol i Fig. 8: MSE of -CE v in [km/] Because of te non perfect lowpass caracteristic, and te non ideal sampling of te cannel coefficients, performance of -CE degrades wit velocities iger tan 3 km/ on te one and and wit very ig on te oter. For lower velocities te MSE is relatively flat indicating good beaviour, neverteless for velocities lower tan 3 km/ te MSE of te linear interpolation filter for an =N =8dB and a spreading factor of 8 is sligtly better due to te better noise reduction in te centre of a slot. 3 Simulation esults In tis section simulation results are presented. Te slot formats taken for simulation are sown in table 3

4 Slot DPCH DPDCH Pilot Format in Symbols per Slot #8 8 7 # # Table : Used slot formats witin te simulations BE CE using UMTS Mode 8 and Veicualar A Cannel wit v = km/ 3 or te complete list can be found in []. A Veicular-A cannel is taken, described in [4] wit a defined number of delays for te cannel-taps. Tis knowledge is used in te CE instead of searcing for te best suitable taps by correlation for some time, due to tis only a correlation is done for te six defined taps. Tis is not a significant drawback, because te correlation over te wole time-axis will provide all possible taps but will increase simulation time witout giving new insigts of te feasibility of te CEs. Te ake-receiver got six fingers but is only using taps for MC tat ave at least % of te power of te most powerful tap, because very small taps are very ard to estimate due to crosstalk and wrong selection of delay is also possible wen using a long time correlation to find it but tis is common to all CEs. Power control and cannel coding are not in use. Beside te following simulation always te classical -curve is displayed. In figure 9 a Veicular-A cannel for a velocity of km/ and slot format # 8 is taken. Te velocity of km/ is still muc to ig for te averaging to provide good results. Te linear interpolationon te oter and does provide te best results because te interpolation itself is good enoug to cope wit te time variance of te cannel. -CE is nearly as good as te linear interpolation wic benefits from te ligt noise reduction in te centre of eac slot resulting in a better overall performance of te system wit linear interpolation CE. Using a iger velocity, in tis case 3 km/ will cange te performance especially for iger =N as can be seen in figure. Wile averaging is furter degrading so is linear interpolation because tis CE cannot compensate time variant effects any longer resulting in an error floor at about,4. Wile for low =N, noise is te dominating effect te -CE does not distinguised itself from oter CEs. As iger =N gets, as better becomes te performance of -CE. In figure and 3 simulations for slot format # 3 and # 6 are taken for a velocity of km/. Wile in figure and 4 te same slot formats are taken for a velocity of 3 km/. In general te measures do not cange. is out of touc for tis kind of velocity, wile linear interpolation is best for km/ and -CE does perform superior for 3 km/. As iger te data rate gets (or as lower te spreading factor is set) te overall performance does naturally degrade. In te case of slot format # 6 wit its spreading factor =4interference becomes a problem because of te Tis problem will not occur ere but in field testing BE /N Fig. 9: Veicular-A slot format # 8, v=km/ CE using UMTS Mode 8 and Veicualar A Cannel wit 3 km/ /N Fig. : Veicular-A slot-format # 8, v=3km/ lower separation capability of te Gold-Code. Meaning tat noise is te dominating issue also for a velocity of km/ terefore in a ig noise environment averaging does ave an advantage over -CE. Neverteless te performance is bad and all CE-scemes are to close togeter in tese areas tat by using a cannel coding results may be different. 4 Conclusion In general CE as to cope wit noise and time variance of te cannel. Unfortunately bot problems are contradictory. Beginning wit WMSA-CE by [3] on te time invariant and noisy side and ending up wit te ere proposed -CE on te fast but low noise site. Tis paper sows te basic idea of te -CE and provides some clues of te utilizability of suc a sceme. Tis sceme may be improved by some points in te future. For example instead of looking for Sinc-Interpolation we may try some sort of remez-syntesis for a filter wit a lower bandwidt meaning lower velocities but a better noise reduction. Anoter point is to use more

5 CE using UMTS Mode 3 and Veicualar A Cannel wit km/ CE using UMTS Mode 6 and Veicualar A Cannel wit km/ BE 3 BE /N /N Fig. : Veicular-A slot format # 3, v=km/ Fig. 3: Veicular-A slot format # 6, v=km/ CE using UMTS Mode 3 and Veicualar A Cannel wit 3 km/ CE using UMTS Mode 6 and Veicualar A Cannel wit 3 km/ BE BE /N /N Fig. : Veicular-A slot format # 3, v=3km/ Fig. 4: Veicular-A slot format # 6, v=3km/ estimations instead of one l (i) for te wole pilot sequence. For example for every pilot symbol tere may be one estimation, using tis ere proposed algoritm as described and averaging all N pilot results at te end. eferences: [] 3rd Generation Partnersip Project, TS. Pysical cannels and mapping of transport cannels onto pysical cannels (FDD), October 999. [] Y. Honda and K. Jamal, Cannel estimation based on Time-Multiplexed Pilot Symbols, Tec. ep. CS96-7, IEICE, August 996. [3] H. Ando, M. Sawaasi, and F. Adaci, Cannel Estimation Filter Using Time-Multiplexed Pilot Cannel for Coerent AKE Combining in DS- CDMA Mobile adio, IEICE Trans. on Communications, vol. E8-B, pp. 7 6, July 998. [4] European Telecommunications Standards Institute (ETSI), DT/SMG-4, Selection procedures for te coice of radio transmission tecnologies of te Universal Mobile Telecommunications System UMTS, 997. Version.9.4. [] K. D. Kammeyer, Nacrictenűbertragung. Stuttgart: Teubner, second ed., 996. [6]J.G.Proakis,Digital Communications. McGraw- Hill, tird ed., 99.

Performance Analysis for LTE Wireless Communication

Performance Analysis for LTE Wireless Communication IOP Conference Series: Materials Science and Engineering PAPER OPEN ACCESS Performance Analysis for LTE Wireless Communication To cite tis article: S Tolat and T C Tiong 2015 IOP Conf. Ser.: Mater. Sci.

More information

Cooperative Request-answer Schemes for Mobile Receivers in OFDM Systems

Cooperative Request-answer Schemes for Mobile Receivers in OFDM Systems Cooperative Request-answer Scemes for Mobile Receivers in OFDM Systems Y. Samayoa, J. Ostermann Institut für Informationsverarbeitung Gottfried Wilelm Leibniz Universität Hannover 30167 Hannover, Germany

More information

On the Downlink Capacity of WCDMA Systems with Transmit Diversity

On the Downlink Capacity of WCDMA Systems with Transmit Diversity On te Downlink Capacity of WCDMA Systems wit ransmit Diversity Vaibav Sing, Oya Yilmaz, Jialing Wang, Kartigeyan Reddy, and S. Ben Slimane Radio Communication Systems Department of Signals, Sensors, and

More information

ON THE IMPACT OF RESIDUAL CFO IN UL MU-MIMO

ON THE IMPACT OF RESIDUAL CFO IN UL MU-MIMO ON THE IMPACT O RESIDUAL CO IN UL MU-MIMO eng Jiang, Ron Porat, and Tu Nguyen WLAN Group of Broadcom Corporation, San Diego, CA, USA {fjiang, rporat, tun}@broadcom.com ABSTRACT Uplink multiuser MIMO (UL

More information

Power Quality Analysis Using An Adaptive Decomposition Structure

Power Quality Analysis Using An Adaptive Decomposition Structure Power Quality Analysis Using An Adaptive Decomposition Structure Doğan Gökan Ece 1 and Ömer Nezi Gerek 1 (1) Dept. of Electrical and Elctronics Engineering, Anadolu University, Scool of Engineering and

More information

An Experimental Downlink Multiuser MIMO System with Distributed and Coherently-Coordinated Transmit Antennas

An Experimental Downlink Multiuser MIMO System with Distributed and Coherently-Coordinated Transmit Antennas An Experimental Downlink Multiuser MIMO System wit Distributed and Coerently-Coordinated Antennas Dragan Samardzija, Howard Huang, Reinaldo Valenzuela and Teodore Sizer Bell Laboratories, Alcatel-Lucent,

More information

CAPACITY OF MULTIPLE ACCESS CHANNELS WITH CORRELATED JAMMING

CAPACITY OF MULTIPLE ACCESS CHANNELS WITH CORRELATED JAMMING CAPACITY OF MULTIPLE ACCESS CHANNELS WITH CORRELATED JAMMING Sabnam Safiee and Sennur Ulukus Department of Electrical and Computer Engineering University of Maryland College Park, MD ABSTRACT We investigate

More information

Closed-Form Optimality Characterization of Network-Assisted Device-to-Device Communications

Closed-Form Optimality Characterization of Network-Assisted Device-to-Device Communications Closed-Form Optimality Caracterization of Network-Assisted Device-to-Device Communications Serve Salmasi,EmilBjörnson, Slimane Ben Slimane,andMérouane Debba Department of Communication Systems, Scool of

More information

Compatibility and Safety Volume for Electromagnetic Exposure Limits in Shared Sites for 2G and 3G Wireless Communications

Compatibility and Safety Volume for Electromagnetic Exposure Limits in Shared Sites for 2G and 3G Wireless Communications Compatibility and Safety Volume for Electromagnetic Exposure imits in Sared Sites for G and 3G Wireless Communications Rogelio Jiménez Jiménez*, Diego Ortega abajos*, Florentino Jiménez **, Rafael Herradón**

More information

Lecture-3 Amplitude Modulation: Single Side Band (SSB) Modulation

Lecture-3 Amplitude Modulation: Single Side Band (SSB) Modulation Lecture-3 Amplitude Modulation: Single Side Band (SSB) Modulation 3.0 Introduction. 3.1 Baseband Signal SSB Modulation. 3.1.1 Frequency Domain Description. 3.1. Time Domain Description. 3. Single Tone

More information

Performance Evaluation of Limited Feedback Schemes for 3D Beamforming in LTE-Advanced System

Performance Evaluation of Limited Feedback Schemes for 3D Beamforming in LTE-Advanced System Performance Evaluation of Limited Feedback Scemes for 3D Beamforming in LTE-Advanced System Sang-Lim Ju, Young-Jae Kim, and Won-Ho Jeong Department of Radio and Communication Engineering Cungbuk National

More information

Spectrum Sharing with Multi-hop Relaying

Spectrum Sharing with Multi-hop Relaying Spectrum Saring wit Multi-op Relaying Yong XIAO and Guoan Bi Scool of Electrical and Electronic Engineering Nanyang Tecnological University, Singapore Email: xiao001 and egbi@ntu.edu.sg Abstract Spectrum

More information

Modelling Capture Behaviour in IEEE Radio Modems

Modelling Capture Behaviour in IEEE Radio Modems Modelling Capture Beaviour in IEEE 80211 Radio Modems Cristoper Ware, Joe Cicaro, Tadeusz Wysocki cris@titruoweduau 20t February Abstract In tis paper we investigate te performance of common capture models

More information

On the Sum Capacity of Multiaccess Block-Fading Channels with Individual Side Information

On the Sum Capacity of Multiaccess Block-Fading Channels with Individual Side Information On te Sum Capacity of Multiaccess Block-Fading Cannels wit Individual Side Information Yas Despande, Sibi Raj B Pillai, Bikas K Dey Department of Electrical Engineering Indian Institute of Tecnology, Bombay.

More information

Polyphase Filter Approach for High Performance, FPGA-Based Quadrature Demodulation

Polyphase Filter Approach for High Performance, FPGA-Based Quadrature Demodulation Polypase Filter Approac for Hig Performance, FPGA-Based Quadrature Demodulation J.M.P. Langlois 1, D. Al-Kalili 1, R.J. Inkol 1 Department of Electrical and Computer Engineering, Royal Military College

More information

Comparison of Downlink Transmit Diversity Schemes for RAKE and SINR Maximizing Receivers

Comparison of Downlink Transmit Diversity Schemes for RAKE and SINR Maximizing Receivers Comparison of Downlink Transmit Diversity Scemes for RAKE and SINR Maximizing Receivers Massimiliano enardi, Abdelkader Medles and Dirk TM Slock Mobile Communications Department - Institut Eurécom 2229

More information

Calculation of Antenna Pattern Influence on Radiated Emission Measurement Uncertainty

Calculation of Antenna Pattern Influence on Radiated Emission Measurement Uncertainty Calculation of Antenna Pattern Influence on Radiated Emission Measurement Uncertainty Alexander Kriz Business Unit RF-Engineering Austrian Researc Centers GmbH - ARC A-444 Seibersdorf, Austria alexander.kriz@arcs.ac.at

More information

ANALYSIS OF HARMONIC DISTORTION LEVELS ON A DISTRIBUTION NETWORK

ANALYSIS OF HARMONIC DISTORTION LEVELS ON A DISTRIBUTION NETWORK Presented in AUPEC 7, Pert, Western Australia, 9- December, 7 ANALYSIS OF HARMONIC DISTORTION LEVELS ON A DISTRIBUTION NETWORK Glenn Nicolson - Manukau Institute of Tecnology, Auckland, New Zealand Professor

More information

Unit 5 Waveguides P a g e 1

Unit 5 Waveguides P a g e 1 Unit 5 Waveguides P a g e Syllabus: Introduction, wave equation in Cartesian coordinates, Rectangular waveguide, TE, TM, TEM waves in rectangular guides, wave impedance, losses in wave guide, introduction

More information

Punctured Binary Turbo-Codes with Optimized Performance

Punctured Binary Turbo-Codes with Optimized Performance Punctured Binary Turbo-odes wit Optimized Performance I. atzigeorgiou, M. R. D. Rodrigues, I. J. Wassell Laboratory for ommunication Engineering omputer Laboratory, University of ambridge {ic1, mrdr, iw}@cam.ac.uk

More information

ELEC 546 Lecture #9. Orthogonal Frequency Division Multiplexing (OFDM): Basic OFDM System

ELEC 546 Lecture #9. Orthogonal Frequency Division Multiplexing (OFDM): Basic OFDM System ELEC 546 Lecture #9 Ortogonal Frequency Division Multiplexing (OFDM): Basic OFDM System Outline Motivations Diagonalization of Vector Cannels Transmission of one OFDM Symbol Transmission of sequence of

More information

On the relation between radiated and conducted RF emission tests

On the relation between radiated and conducted RF emission tests Presented at te 3 t International Zuric Symposium on Electromagnetic Compatibility, February 999. On te relation between radiated and conducted RF emission tests S. B. Worm Pilips Researc Eindoven, te

More information

This study concerns the use of machine learning based

This study concerns the use of machine learning based Modern AI for games: RoboCode Jon Lau Nielsen (jlni@itu.dk), Benjamin Fedder Jensen (bfje@itu.dk) Abstract Te study concerns te use of neuroevolution, neural networks and reinforcement learning in te creation

More information

DYNAMIC BEAM FORMING USING CHIRP SIGNALS

DYNAMIC BEAM FORMING USING CHIRP SIGNALS BeBeC-018-D04 DYNAMIC BEAM FORMING USING CHIRP SIGNALS Stuart Bradley 1, Lily Panton 1 and Matew Legg 1 Pysics Department, University of Auckland 38 Princes Street, 1010, Auckland, New Zealand Scool of

More information

LOADING OF TRANSFORMERS BEYOND NAMEPLATE RATING

LOADING OF TRANSFORMERS BEYOND NAMEPLATE RATING LOADING OF TRANSFORMERS BEYOND NAMEPLATE RATING by K. B. M. I. Perera and J. R. Lucas Abstract Te application of a load in excess of nameplate ratings, and/or an ambient temperature iger tan designed of

More information

Abstract 1. INTRODUCTION

Abstract 1. INTRODUCTION Allocating armonic emission to MV customers in long feeder systems V.J. Gosbell and D. Robinson Integral nergy Power Quality Centre University of Wollongong Abstract Previous work as attempted to find

More information

IMAGE ILLUMINATION (4F 2 OR 4F 2 +1?)

IMAGE ILLUMINATION (4F 2 OR 4F 2 +1?) IMAGE ILLUMINATION ( OR +?) BACKGROUND Publications abound wit two differing expressions for calculating image illumination, te amount of radiation tat transfers from an object troug an optical system

More information

Image Reconstruction Based On Bayer And Implementation On FPGA Sun Chen 1, a, Duan Xiaofeng 2, b and Wu Qijing 3, c

Image Reconstruction Based On Bayer And Implementation On FPGA Sun Chen 1, a, Duan Xiaofeng 2, b and Wu Qijing 3, c 2nd International Worksop on Materials Engineering and Computer Sciences (IWMECS 2015) Image Reconstruction Based On Bayer And Implementation On FPGA Sun Cen 1, a, Duan Xiaofeng 2, b and Wu Qijing 3, c

More information

Branch and bound methods based tone injection schemes for PAPR reduction of DCO-OFDM visible light communications

Branch and bound methods based tone injection schemes for PAPR reduction of DCO-OFDM visible light communications Vol. 5, No. 3 Jan 07 OPTICS EXPRESS 595 Branc and bound metods based tone injection scemes for PAPR reduction of DCO-OFDM visible ligt communications YONGQIANG HEI,,JIAO LIU, WENTAO LI, XIAOCHUAN XU,3

More information

A REVIEW OF THE NEW AUSTRALIAN HARMONICS STANDARD AS/NZS

A REVIEW OF THE NEW AUSTRALIAN HARMONICS STANDARD AS/NZS A REVIEW OF THE NEW AUSTRALIAN HARMONICS STANDARD AS/NZS 61000.3.6 Abstract V. J. Gosbell 1, P. Muttik 2 and D.K. Geddey 3 1 University of Wollongong, 2 Alstom, 3 Transgrid v.gosbell@uow.edu.au Harmonics

More information

Image Feature Extraction and Recognition of Abstractionism and Realism Style of Indonesian Paintings

Image Feature Extraction and Recognition of Abstractionism and Realism Style of Indonesian Paintings Image Feature Extraction and Recognition of Abstractionism and Realism Style of Indonesian Paintings Tieta Antaresti R P and Aniati Murni Arymurty Faculty of Computer Science University of Indonesia Depok

More information

Grid Filter Design for a Multi-Megawatt Medium-Voltage Voltage Source Inverter

Grid Filter Design for a Multi-Megawatt Medium-Voltage Voltage Source Inverter Grid Filter Design for a Multi-Megawatt Medium-Voltage Voltage Source Inverter A.A. Rockill, Grad. Student Member, IEEE, Marco Liserre, Senior Member, IEEE, Remus Teodorescu, Member, IEEE and Pedro Rodriguez,

More information

Estimation of Dielectric Constant for Various Standard Materials using Microstrip Ring Resonator

Estimation of Dielectric Constant for Various Standard Materials using Microstrip Ring Resonator Journal of Science and Tecnology, Vol. 9 No. 3 (017) p. 55-59 Estimation of Dielectric Constant for Various Standard Materials using Microstrip Ring Resonator Pek Jin Low 1, Famiruddin Esa 1*, Kok Yeow

More information

MIMO-based Jamming Resilient Communication in Wireless Networks

MIMO-based Jamming Resilient Communication in Wireless Networks MIMO-based Jamming Resilient Communication in Wireless Networks Qiben Yan Huaceng Zeng Tingting Jiang Ming Li Wening Lou Y. Tomas Hou Virginia Polytecnic Institute and State University, VA, USA Uta State

More information

Performance analysis and comparison of m x n zero forcing and MMSE equalizer based receiver for mimo wireless channel

Performance analysis and comparison of m x n zero forcing and MMSE equalizer based receiver for mimo wireless channel Songklanakarin J. Sci. Tecnol. 33 (3), 335-340, May - Jun. 0 ttp://www.sjst.psu.ac.t Original Article Performance analysis and comparison of m x n zero forcing and MMSE equalizer based receiver for mimo

More information

A Guide for the Assessment and Mitigation of Bleed, Gloss Change, and Mold in Inkjet Prints During High-humidity Conditions

A Guide for the Assessment and Mitigation of Bleed, Gloss Change, and Mold in Inkjet Prints During High-humidity Conditions A Guide for te Assessment and Mitigation of Bleed, Gloss Cange, and Mold in Inkjet Prints During Hig-umidity Conditions Jennifer Burger; University of Rocester and Daniel Burge; Image Permanence Institute,

More information

An Efficient Handoff Scheme Using a Minimum Residual Time First Scheme

An Efficient Handoff Scheme Using a Minimum Residual Time First Scheme An Efficient Handoff Sceme Using a Minimum Residual Time First Sceme Bilal Owaidat Rola Kassem and Hamza Issa Abstract Wen a mobile station (MS) wit an ongoing call is about to leave a cell te base station

More information

Robust Bayesian Learning for Wireless RF Energy Harvesting Networks

Robust Bayesian Learning for Wireless RF Energy Harvesting Networks 2017 15t International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt) Robust Bayesian Learning for Wireless RF Energy Harvesting Networks Nof Abuzainab 1, Walid

More information

Published in: Proceedings of 8th Annual IEEE Energy Conversion Congress & Exposition (ECCE 2016)

Published in: Proceedings of 8th Annual IEEE Energy Conversion Congress & Exposition (ECCE 2016) Aalborg Universitet A Multi-Pulse Front-End Rectifier System wit Electronic Pase-Sifting for Harmonic Mitigation in Motor Drive Applications Zare, Firuz; Davari, Pooya; Blaabjerg, Frede Publised in: Proceedings

More information

Evaluation Model of Microblog Information Confidence Based on BP Neural Network

Evaluation Model of Microblog Information Confidence Based on BP Neural Network Evaluation Model of Microblog Information Confidence Based on BP Neural Network Yuguang Ye Quanzou Normal University; Quanzou, 36, Cina Abstract: As te carrier of social media, microblog as become an important

More information

3D Hole Inspection Using Lens with High Field Curvature

3D Hole Inspection Using Lens with High Field Curvature 10.1515/msr-2015-0008 MEASUREMENT SCIENCE REVIEW, Volume 15, No. 1, 2015 3D Hole Inspection Using Lens wit Hig Field Curvature Petr Zavyalov Tecnological Design Institute of Scientific Instrument Engineering,

More information

DESIGN AND ANALYSIS OF MIMO SYSTEM FOR UWB COMMUNICATION

DESIGN AND ANALYSIS OF MIMO SYSTEM FOR UWB COMMUNICATION DESIGN AND ANAYSIS OF IO SYSTE FOR UWB COUNICATION iir N. oanty, onalisa Bol, axmi Prasad isra 3, Sanjat Kumar isra 4 ITER, Siksa O Anusandan University, Bubaneswar, Odisa, 75030, India Seemanta Engineering

More information

COMPUTATION OF THE NETWORK HARMONIC IMPEDANCE WITH CHIRP-Z TRANSFORM

COMPUTATION OF THE NETWORK HARMONIC IMPEDANCE WITH CHIRP-Z TRANSFORM METROLOGY AND MEASUREMENT SYSTEMS Index 330930, ISSN 0860-8229 www.metrology.pg.gda.pl COMPUTATION OF THE NETWORK HARMONIC IMPEDANCE WITH CHIRP-Z TRANSFORM Krzysztof Duda, Dariusz Borkowski, Andrzej Bień

More information

Modelling and Control of Gene Regulatory Networks for Perturbation Mitigation

Modelling and Control of Gene Regulatory Networks for Perturbation Mitigation Tis article as been accepted for publication in a future issue of tis journal, but as not been fully edited. Content may cange prior to final publication. Citation information: DOI.9/TCBB.., IEEE/ACM IEEE/ACM

More information

University of Bristol - Explore Bristol Research. Link to publication record in Explore Bristol Research PDF-document.

University of Bristol - Explore Bristol Research. Link to publication record in Explore Bristol Research PDF-document. Cooper, M. A., Armour, S. M. D., & McGeean, J. P. (2003). Downlink performance and complexity evaluation of equalisation strategies for an MC- CDMA 4G pysical layer candidate. Link to publication record

More information

Multi-agent coordination via a shared wireless spectrum

Multi-agent coordination via a shared wireless spectrum 217 IEEE 56t Annual Conference on Decision and Control (CDC) December 12-15, 217, Melbourne, Australia Multi-agent coordination via a sared wireless spectrum Cameron Nowzari Abstract Tis paper considers

More information

Energy Savings with an Energy Star Compliant Harmonic Mitigating Transformer

Energy Savings with an Energy Star Compliant Harmonic Mitigating Transformer Energy Savings wit an Energy Star Compliant Harmonic Mitigating Transformer Tony Hoevenaars, P.Eng, Vice President Mirus International Inc. Te United States Environmental Protection Agency s Energy Star

More information

ON THE USE OF MULTI-HARMONIC LEAST-SQUARES FITTING FOR THD ESTIMATION IN POWER QUALITY ANALYSIS

ON THE USE OF MULTI-HARMONIC LEAST-SQUARES FITTING FOR THD ESTIMATION IN POWER QUALITY ANALYSIS Metrol. Meas. Syst., Vol. XIX (2012), No. 2, pp. 295-306. METROLOGY AND MEASUREMENT SYSTEMS Index 330930, ISSN 0860-8229 www.metrology.pg.gda.pl ON THE USE OF MULTI-HARMONIC LEAST-SQUARES FITTING FOR THD

More information

Aalborg Universitet. Published in: IET Power Electronics. DOI (link to publication from Publisher): /iet-pel Publication date: 2018

Aalborg Universitet. Published in: IET Power Electronics. DOI (link to publication from Publisher): /iet-pel Publication date: 2018 Aalborg Universitet Load-Independent Harmonic Mitigation in SCR-Fed Tree-Pase Multiple Adjustable Speed Drive Systems wit Deliberately Dispatced Firing Angles Yang, Yongeng; Davari, Pooya; Blaabjerg, Frede;

More information

SELF-TAPPING SCREWS AS REINFORCEMENTS IN BEAM SUPPORTS. I Bejtka H J Blaß. Lehrstuhl für Ingenieurholzbau und Baukonstruktionen Universität Karlsruhe

SELF-TAPPING SCREWS AS REINFORCEMENTS IN BEAM SUPPORTS. I Bejtka H J Blaß. Lehrstuhl für Ingenieurholzbau und Baukonstruktionen Universität Karlsruhe CIB-W18/39-7-2 INTERNATIONAL COUNCIL FOR RESEARCH AND INNOVATION IN BUILDING AND CONSTRUCTION WORKING COMMISSION W18 - TIMBER STRUCTURES SELF-TAPPING SCREWS AS REINFORCEMENTS IN BEAM SUPPORTS I Bejtka

More information

Overview of MIMO Radio Channels

Overview of MIMO Radio Channels Helsinki University of Tecnology S.72.333 Postgraduate Course in Radio Communications Overview of MIMO Radio Cannels 18, May 2004 Suiyan Geng gsuiyan@cc.ut.fi Outline I. Introduction II. III. IV. Caracteristics

More information

Complex-valued restricted Boltzmann machine for direct learning of frequency spectra

Complex-valued restricted Boltzmann machine for direct learning of frequency spectra INTERSPEECH 17 August, 17, Stockolm, Sweden Complex-valued restricted Boltzmann macine for direct learning of frequency spectra Toru Nakasika 1, Sinji Takaki, Junici Yamagisi,3 1 University of Electro-Communications,

More information

Optimal Multiobjective Design of Hybrid Active Power Filters Considering a Distorted Environment

Optimal Multiobjective Design of Hybrid Active Power Filters Considering a Distorted Environment Optimal Multiobjective Design of Hybrid Active Power Filters Considering a Distorted Environment Abstract Te development of new passive, active and ybrid filtering tecniques is important, and te issues

More information

An Ultra-Low-Power temperature compensated voltage reference generator

An Ultra-Low-Power temperature compensated voltage reference generator Università di Pisa An Ultra-Low-Power temperature compensated voltage reference generator #$%&'((')*')+$,-) $')('@%,(.#A'#+,%,%')#A%C+,D.@)E'.,%F#G%((.,'-)*#+,D.@)('-)*#H%%-.@5,'-)E'.,'*# I,'J%3'(K#A'#L'3)#

More information

MIMO IDENTICAL EIGENMODE TRANSMISSION SYSTEM (IETS) A CHANNEL DECOMPOSITION PERSPECTIVE

MIMO IDENTICAL EIGENMODE TRANSMISSION SYSTEM (IETS) A CHANNEL DECOMPOSITION PERSPECTIVE MIMO IDENTICAL EIGENMODE TRANSMISSION SYSTEM (IETS) A CANNEL DECOMPOSITION PERSPECTIVE M. Zeesan Sakir, Student member IEEE, and Tariq S. Durrani, Fellow IEEE Department of Electronic and Electrical Engineering,

More information

Uplink Detection and BER Analysis for Ambient Backscatter Communication Systems

Uplink Detection and BER Analysis for Ambient Backscatter Communication Systems Detection and BER Analysis for Ambient Backscatter Communication Systems Gongpu Wang, Feifei Gao, Zongzao Dou, and Cinta Tellambura Scool of Computer and Information Tecnology, Beijing Jiaotong University,

More information

Damping Algorithm based on Phasor Estimation

Damping Algorithm based on Phasor Estimation Damping Algoritm based on Pasor Estimation Lennart Ängquist, Non-member IEEE ABB Power Systems AB S-7 64 Västerås, Sweden Abstract: Te paper describes a new metod to generate te reactance reference for

More information

Performance Improvement of 4x4 Extended Alamouti Scheme with Implementation of Eigen Beamforming Technique

Performance Improvement of 4x4 Extended Alamouti Scheme with Implementation of Eigen Beamforming Technique Performance Improvement of 4x4 Extended Alamouti Sceme wit Implementation of Eigen Beamforming Tecnique Maarsi N. Rindani Lecturer, EC Department RK University, Rajkot, ndia-360007 Niscal M. Rindani Sr.

More information

Enhanced HARQ Technique Using Self-Interference Cancellation Coding (SICC)

Enhanced HARQ Technique Using Self-Interference Cancellation Coding (SICC) MITUBIHI ELECTRIC REEARCH LABORATORIE ttp://www.merl.com Enanced HARQ Tecnique Using elf-interference Cancellation Coding (ICC) Wataru Matsumoto, Tosiyuki Kuze, igeru Ucida, Yosida Hideo, Pilip Orlik,

More information

ON TWO-PLANE BALANCING OF SYMMETRIC ROTORS

ON TWO-PLANE BALANCING OF SYMMETRIC ROTORS Proceedings of ME Turbo Expo 0 GT0 June -5, 0, openagen, Denmark GT0-6806 ON TO-PLNE BLNING OF YMMETRI ROTOR Jon J. Yu, P.D. GE Energy 63 Bently Parkway out Minden, Nevada 8943 U Pone: (775) 5-5 E-mail:

More information

Indirect Measurement

Indirect Measurement exploration Georgia Performance Standards M6G1.c, M6A2.c, M6A2.g Te eigts of very tall structures can be measured indirectly using similar figures and proportions. Tis metod is called indirect measurement.

More information

Design and Implementation of Aperture Coupled Microstrip IFF Antenna

Design and Implementation of Aperture Coupled Microstrip IFF Antenna PIERS ONLINE, VOL. 4, NO. 1, 2008 1 Design and Implementation of Aperture Coupled Microstrip IFF Antenna M. N. Jazi 1, Z. H. Firouze 2, H. Mirmoammad-Sadegi, and G. Askari 1 Institut National de la Recerce

More information

Comparative Analysis of CDMA Based Wireless Communication under Radio Propagation Environment

Comparative Analysis of CDMA Based Wireless Communication under Radio Propagation Environment Comparative Analysis of CDMA Based Wireless Communication under Radio Propagation Environment Md. Rezaul Hoque Kan Department of EEE, CUET, Cittagong- 4349, Banglades. soagiut@yaoo.com A H M Razibul Islam

More information

Preamble and pilot symbol design for channel estimation in OFDM systems with null subcarriers

Preamble and pilot symbol design for channel estimation in OFDM systems with null subcarriers RESEARCH Open Access Preamble and pilot symbol design for cannel estimation in OFDM systems wit null subcarriers Suici Ono *, Emmanuel Manasse and Masayosi Nakamoto Abstract In tis article, design of preamble

More information

Dimensions. Model Number. Features DAD15-8P/35. Optical data coupler

Dimensions. Model Number. Features DAD15-8P/35. Optical data coupler Dimensions Sensitivity adjuster 56 4 45 76 65 4 5 M6 5.5.7 0. 40. 4. 4. 5.5 4. 5.8 Model Number Optical data coupler Features 8 bit parallel data transfer Very large angle of divergence Can be connected

More information

Research on Three-level Rectifier Neutral-Point Voltage Balance. Control in Traction Power Supply System of High. Speed Train

Research on Three-level Rectifier Neutral-Point Voltage Balance. Control in Traction Power Supply System of High. Speed Train Researc on Tree-level Rectifier Neutral-Point Voltage Balance Control in Traction Power Supply System of Hig Speed Train LU XIAO-JUAN, WANG XIN-JU, GUO QI, LI SHU-YUAN Scool of Automation and Electric

More information

Design, Realization And Measurements of Microstrip Patch Antenna Using Three Direct Feeding Modes For 2.45ghz Applications

Design, Realization And Measurements of Microstrip Patch Antenna Using Three Direct Feeding Modes For 2.45ghz Applications International Journal of Computer Engineering and Information Tecnology VOL. 9, NO. 8, August 2017, 150 156 Available online at: www.ijceit.org E-ISSN 2412-8856 (Online) Design, Realization And Measurements

More information

Comparative Study on Different Dual-Band HIS Structures

Comparative Study on Different Dual-Band HIS Structures ISSN (Print) : 232 3765 International Journal of Advanced Researc in Electrical, (An ISO 3297: 27 Certified Organization) Vol. 4, Issue 1, January 215 Comparative Study on Different Dual-Band HIS Structures

More information

Application of two-stage ADALINE for estimation of synchrophasor

Application of two-stage ADALINE for estimation of synchrophasor International Journal of Smart Grid and Clean Energy Application of two-stage ADALINE for estimation of syncropasor Ceng-I Cen a, Yeong-Cin Cen b, Cao-Nan Cen b, Cien-Kai Lan b a a National Central University,

More information

Multi-Objectivity for Brain-Behavior Evolution of a Physically-Embodied Organism

Multi-Objectivity for Brain-Behavior Evolution of a Physically-Embodied Organism Multi-Objectivity for Brain-Beavior Evolution of a Pysically-Embodied Organism Jason Teo and Hussein A. Abbass Artificial Life and Adaptive Robotics (A.L.A.R.) Lab, Scool of Computer Science, University

More information

Fuzzy Anti-windup Schemes for NCTF Control of Point-to-point (PTP) Positioning Systems

Fuzzy Anti-windup Schemes for NCTF Control of Point-to-point (PTP) Positioning Systems American Journal of Applied Sciences, 4 (4): 0-8, 007 ISSN 1546-939 007 Science Publications Fuzzy Anti-windup Scemes for NCTF Control of Point-to-point (PTP) Positioning Systems Wayudi, Riza Muida and

More information

Genetic Algorithm for Wireless Sensor Network With Localization Based Techniques

Genetic Algorithm for Wireless Sensor Network With Localization Based Techniques International Journal of Scientific and Researc Publications, Volume, Issue 9, September 201 1 Genetic Algoritm for Wireless Sensor Network Wit Localization Based Tecniques * Kapil Uraiya, ** Dilip Kumar

More information

Modeling and performance evaluations of Alamouti technique in a single frequency network

Modeling and performance evaluations of Alamouti technique in a single frequency network Tormos et al. EURASIP Journal on Wireless Communications and Networking 2013, 2013:78 RESEARCH Open Access Modeling and performance evaluations of Alamouti tecnique in a single frequency network for DVB-T2

More information

Journal of Engineering Science and Technology Review 7 (1) (2014) Research Article

Journal of Engineering Science and Technology Review 7 (1) (2014) Research Article Jestr Journal of Engineering Science and Tecnology Review 7 (1) (2014) 52 59 Researc Article JOURNAL OF Engineering Science and Tecnology Review www.jestr.org A Parallelized Implementation of Turbo Decoding

More information

Publication V by author

Publication V by author Publication V Jyrki T. J. Penttinen. 2008. DVB H coverage estimation in igly populated urban area. In: Te 58t Annual IEEE Broadcast Symposium (ABS 2008. Alexandria, VA, USA. 15 17 October 2008. IEEE Broadcast

More information

Multi-Objectivity for Brain-Behavior Evolution of a Physically-Embodied Organism

Multi-Objectivity for Brain-Behavior Evolution of a Physically-Embodied Organism in Artificial Life VIII, Standis, Abbass, Bedau (eds)(mit Press). pp 1 18 1 Multi-Objectivity for Brain-Beavior Evolution of a Pysically-Embodied Organism Jason Teo and Hussein A. Abbass Artificial Life

More information

Dimensions. Model Number. Features DAD15-8P-R Optical data coupler

Dimensions. Model Number. Features DAD15-8P-R Optical data coupler Dimensions 56 Sensitivity adjuster Mounting bracket OMH-DAD0 45 0. 76 65 4 5 5 M6.7 65.5 ø 5. 5 (4x) 5.5 6 5.8 40. 7 4. Model Number 4. 4. 5.5 Optical data coupler Features 8 bit parallel data transfer

More information

Optimal DG Placement and Sizing in Distribution System for Loss and THD Reduction

Optimal DG Placement and Sizing in Distribution System for Loss and THD Reduction International Journal of Electronic and Electrical Engineering. ISSN 0974-2174 Volume 5, Number 3 (2012), pp. 227-237 International Researc Publication House ttp://www.irpouse.com Optimal Placement and

More information

A Visible Light Localization Aided Optical Wireless System

A Visible Light Localization Aided Optical Wireless System 2nd IEEE Worksop on Optical Wireless Communications A Visible Ligt Localization Aided Optical Wireless System Giulio Cossu, Marco Presi, Raffaele Corsini, Pallab Coudury, Amir Masood Kalid and Ernesto

More information

Politecnico di Milano Facoltà di Ingegneria dell Informazione. 2 Wireless channel. Wireless Networks Prof. Antonio Capone

Politecnico di Milano Facoltà di Ingegneria dell Informazione. 2 Wireless channel. Wireless Networks Prof. Antonio Capone Politecnico i Milano Facoltà i Ingegneria ell Informazione Wireless cannel Wireless Networks Prof. Antonio Capone Wireless cannel See H. Walke: Mobile aio Networks, cap.. sect. 1 o Generally speaking,

More information

Online Learning in Autonomic Multi-Hop Wireless Networks for Transmitting Mission-Critical Applications

Online Learning in Autonomic Multi-Hop Wireless Networks for Transmitting Mission-Critical Applications IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 28, NO. 5, JUNE 2 Online Learning in Autonomic Multi-Hop Wireless Networks for Transmitting Mission-Critical Applications Hsien-Po Siang and Miaela

More information

Optimization of high-performance monocentric lenses

Optimization of high-performance monocentric lenses Optimization of ig-performance monocentric lenses Igor Stamenov,* Ilya Agurok, and Josep E. Ford Department of Electrical and Computer Engineering, University of California San Diego, 9500 Gilman Drive,

More information

Global Journal of researches in engineering Electrical and electronics engineering

Global Journal of researches in engineering Electrical and electronics engineering Global Journal of researces in engineering Electrical and electronics engineering Volume 11 Issue 6 Version 1. October 211 Type: Double Blind Peer Reviewed International Researc Journal Publiser: Global

More information

Multistage, Multirate FIR Filter Structures for Narrow Transition-Band Filters

Multistage, Multirate FIR Filter Structures for Narrow Transition-Band Filters Multistage, Multirate FIR Filter Structures for Narrow Transition-Band Filters Tor A. Ramstad' Scool of Electrical Engineering Georgia Institute of Tecnology Atlanta, GA 30332 Tapio Saramaki Signal Processing

More information

Francesc Casanellas C. Sant Ramon, Aiguafreda - Spain NATURAL PERSPECTIVE

Francesc Casanellas C. Sant Ramon, Aiguafreda - Spain NATURAL PERSPECTIVE Francesc Casanellas C. Sant Ramon, 5 08591 Aiguafreda - Spain +34 677 00 00 00 francesc@casanellas.com - www.casanellas.com NATURAL PERSPECTIVE Introduction Te first studies on perspective were made in

More information

Research on harmonic analysis and Simulation of grid connected synchronous motor Jian Huang1,a, Bingyang Luo2,b

Research on harmonic analysis and Simulation of grid connected synchronous motor Jian Huang1,a, Bingyang Luo2,b 5t nternational Conference on Environment, Materials, Cemistry and Power Electronics (EMCPE 06) Researc on armonic analysis and Simulation of grid connected syncronous motor Jian Huang,a, Bingyang Luo,b

More information

FEATURES FOR SPEAKER LOCALIZATION IN MULTICHANNEL BILATERAL HEARING AIDS. Joachim Thiemann, Simon Doclo, and Steven van de Par

FEATURES FOR SPEAKER LOCALIZATION IN MULTICHANNEL BILATERAL HEARING AIDS. Joachim Thiemann, Simon Doclo, and Steven van de Par FEATURES FOR SPEAKER LOCALIZATION IN MULTICHANNEL BILATERAL HEARING AIDS Joacim Tiemann, Simon Doclo, Steven van de Par Dept. of Medical Pysics Acoustics Cluster of Excellence Hearing4All, University of

More information

OPTI-502 Optical Design and Instrumentation I John E. Greivenkamp Homework Set 5 Fall, 2018

OPTI-502 Optical Design and Instrumentation I John E. Greivenkamp Homework Set 5 Fall, 2018 Homework Set 5 all, 2018 Assigned: 9/26/18 Lecture 11 Due: 10/3/18 Lecture 13 Midterm Exam: Wednesday October 24 (Lecture 19) 5-1) Te following combination of tin lenses in air is in a telepoto configuration:

More information

5.3 Sum and Difference Identities

5.3 Sum and Difference Identities SECTION 5.3 Sum and Difference Identities 21 5.3 Sum and Difference Identities Wat you ll learn about Cosine of a Difference Cosine of a Sum Sine of a Difference or Sum Tangent of a Difference or Sum Verifying

More information

School of Electrical and Computer Engineering, Cornell University. ECE 303: Electromagnetic Fields and Waves. Fall 2007

School of Electrical and Computer Engineering, Cornell University. ECE 303: Electromagnetic Fields and Waves. Fall 2007 Scool of Electrical and Computer Engineering, Cornell University ECE 303: Electromagnetic Fields and Waves Fall 007 Homework 11 Due on Nov. 9, 007 by 5:00 PM Reading Assignments: i) Review te lecture notes.

More information

No-Reference Image Quality Assessment Based on Localized Gradient Statistics: Application to JPEG and JPEG2000

No-Reference Image Quality Assessment Based on Localized Gradient Statistics: Application to JPEG and JPEG2000 No-Reference Image Quality Assessment Based on Localized Gradient Statistics: Application to JPEG and JPEG2000 Hantao Liu* a, Judit Redi b, Hani Alers a, Rodolfo Zunino b, Ingrid Heynderickx a,c a Department

More information

Space Shift Keying (SSK-) MIMO over Correlated Rician Fading Channels: Performance Analysis and a New Method for Transmit-Diversity

Space Shift Keying (SSK-) MIMO over Correlated Rician Fading Channels: Performance Analysis and a New Method for Transmit-Diversity Space Sift Keying SSK-) MIMO over Correlated ician Fading Cannels: Performance Analysis and a New Metod for Transmit-Diversity Marco Di enzo, Harald Haas To cite tis version: Marco Di enzo, Harald Haas.

More information

Fast Restoration of Warped Document Image based on Text Rectangle Area Segmentation

Fast Restoration of Warped Document Image based on Text Rectangle Area Segmentation 1162 JOURNAL OF SOFTWARE, VOL. 8, NO. 5, MAY 2013 Fast Restoration of Warped Document Image based on Tet Rectangle Area Segmentation Kuo-Hsien Hsia Department of Computer Science and Information Engineering,

More information

Power Quality Issues, Problems and Related Standards Avinash Panwar1,ASSISTANT PROFESSOR, MADHAV UNIVERSITY ABU ROAD INDIA

Power Quality Issues, Problems and Related Standards Avinash Panwar1,ASSISTANT PROFESSOR, MADHAV UNIVERSITY ABU ROAD INDIA Power Quality Issues, Problems and Related Standards Avinas Panwar1,ASSISTANT PROFESSOR, MADHAV UNIVERSITY ABU ROAD INDIA 1 apanwar84@gmail.com, Summary: Te growt in power electronics as impacted many

More information

Directional Derivative, Gradient and Level Set

Directional Derivative, Gradient and Level Set Directional Derivative, Gradient and Level Set Liming Pang 1 Directional Derivative Te partial derivatives of a multi-variable function f(x, y), f f and, tell us te rate of cange of te function along te

More information

Machine Vision System for Automatic Weeding Strategy in Oil Palm Plantation using Image Filtering Technique

Machine Vision System for Automatic Weeding Strategy in Oil Palm Plantation using Image Filtering Technique Macine Vision System for Automatic Weeding Strategy in Oil Palm Plantation using Image Filtering Tecnique Kamarul Hawari Gazali, Mod. Marzuki Mustafa, and Aini Hussain Abstract Macine vision is an application

More information

Research Article Design and Detection of Multilinear Chirp Signals for Underwater Acoustic Sensor Networks

Research Article Design and Detection of Multilinear Chirp Signals for Underwater Acoustic Sensor Networks International Journal of Distributed Sensor Networks Volume 15, Article ID 371579, 13 pages ttp://dxdoiorg/11155/15/371579 Researc Article Design and Detection of Multilinear Cirp Signals for Underwater

More information

Wireless Information and Energy Transfer in Multi-Antenna Interference Channel

Wireless Information and Energy Transfer in Multi-Antenna Interference Channel SUBMITTED TO IEEE TRANSACTIONS ON SIGNAL PROCESSING Wireless Information and Energy Transfer in Multi-Antenna Interference Cannel Cao Sen, Wei-Ciang Li and Tsung-ui Cang arxiv:8.88v [cs.it] Aug Abstract

More information

MIMO-based Jamming Resilient Communication in Wireless Networks

MIMO-based Jamming Resilient Communication in Wireless Networks MIMO-based Jamming Resilient Communication in Wireless Networks Qiben Yan Huaceng Zeng Tingting Jiang Ming Li Wenjing Lou Y. Tomas Hou Virginia Polytecnic Institute and State University, Blacksburg, VA,

More information

Performance Analysis of Small Cells Deployment under Imperfect Traffic Hotspot Localization

Performance Analysis of Small Cells Deployment under Imperfect Traffic Hotspot Localization Performance Analysis of Small Cells Deployment under Imperfect Traffic Hotspot Localization Aymen Jaziri +, ida Nasri, Tijani Caed + Orange Labs, + Telecom Sudparis Email: {aymen.jaziri, rida.nasri}@orange.com,

More information