Correlation Analysis of Multiple-Input Multiple-Output Channels with Cross-Polarized Antennas

Size: px
Start display at page:

Download "Correlation Analysis of Multiple-Input Multiple-Output Channels with Cross-Polarized Antennas"

Transcription

1 Correlaton Analyss of Multple-Input Multple-Output Channels wth Cross-Polarzed Antennas Le Jang, Volker Jungnckel, Stephan Jaeckel, Lars Thele and Armn Brylka Fraunhofer Insttute for Telecommuncatons, Henrch-Hertz-Insttut Enstenufer 37, D-587 Berln,Germany Abstract In ths paper, we nvestgate the correlaton characterstcs of the multple-nput multple-output (MIMO) channels based on the outdoor measurement. The correlaton coeffcents for both co-polarzed and cross-polarzed channels are studed. Results show that the polarzaton decorrelaton performs better than spatal decorrelaton n strong lne of sght (LOS) scenaro. In non lne of sght (NLOS) scenaro, they are of the same order. The elope correlaton coeffcent s observed to be approxmately the same as the er correlaton coeffcent n both tme and frequency doman. The correlaton of the channels hghly depends on the propagaton scenaros, and t ncreases as the Rcean K factor ncreases. It s also found that the correlaton n the elevaton doman s much hgher than that n the azmuth doman. I. INTRODUCTION The multple-nput multple-output (MIMO) system has been shown to dramatcally ncrease the capacty of the wreless system and t draws ncreasng attentons n recent years [], [2]. An mportant condton for MIMO channels to acheve hgh capacty s that the ronment provdes suffcent multpath components. By explotng the multpath components, the MIMO lnk results n a hgh rank channel wth mproved capacty. However, because of the correlaton of the sub-channels, the rank of the channel may decrease n some propagaton scenaro such as LOS scenaro. Therefore, efforts are pad to reduce the correlaton of sub-channels, and technques such as polarzaton are employed n the MIMO communcaton system. Thus t s of great nterest to nvestgate the correlaton characterstcs of the MIMO channels. [3] studed the correlaton of the MIMO channels for ndoor ronment based on measurements. The spatal decorrelaton has been analyzed for both transmtter and recever. The ont advantage of spatal and polarzaton decorrelaton was not gven due to the lmtaton of the measurement. [4] nvestgated the cross correlaton values for dual-polarsed ndoor MIMO lnks at 5.2 GHz. The measurement was made manly n a NLOS corrdor and hall scenaro, and the correlaton coeffcents are calculated for dfferently polarzed lnks and co-polarzed array elements. In ths paper, we am at analyzng the correlaton characterstcs of the MIMO channels for outdoor propagaton ronments. Based on the measurement at 2.53GHz, the channel correlaton coeffcents for both cross-polarzed and co-polarzed channels wll be nvestgated n tme and frequency doman. Polarzaton and spatal decorrelaton are compared, and the scenaro dependency of the channel correlaton s also analyzed. For spatal decorrelaton, we further study the correlaton coeffcent n both azmuth and elevaton doman. II. MEASUREMENT SETUP Fg.. Transmt and receve antennas. Measurements were made on the campus of Techncal Unversty Berln (TUB) at 2.53 GHz wth the RUSK HyEff channel sounder n a 2 MHz band. The base staton s a unform lnear array (ULA) wth cross-polarzed patch antenna elements on t as shown n the top of Fg.. The four patches n each column are coupled to narrow the beam wdth and hence obtan hgher antenna gan. The left-most and rght-most columns of array are grounded va 5 Ω resstor to mnmze the edge effects. Therefore, altogether 8 columns of cross-polarzed antennas at λ/2 spacng,.e., 6 transmt antennas are used as actve elements. A +44 dbm er amplfer wth a 6 hgh er swtch s used for the multple antennas. The effectve transmt er s +37 dbm per antenna, due to the 4 db nserton loss of the swtch and -3 db antenna effcency. The nose fgure of the HyEff recever s 2.5 db. Low-loss feeder cables are used to reduce recever nose.

2 ( )( ) h mn (f,t ) h mn (f ) h m n (f,t ) h m n (f ) ρ (f )= (h mn (f,t ) h mn (f ) 2 ρ (t )= (h mn (f,t ) h mn (t ) 2 (2) h m n (f,t ) h m n (f ) 2 ( )( ) h mn (f,t ) h mn (t ) h m n (f,t ) h m n (t ) (3) h m n (f,t ) h m n (t ) 2 Altogether, the lnk margn s mproved by almost 2 db compared to [5]. All antennas are made of smlar patch elements wth two ponts of delvery feedng horzontal and vertcal polarzaton. Cross-polarzaton couplng s smaller than -2 db, measured back-to-back between two patches. The 3 db antenna aperture s about 9 both n azmuth and elevaton.the recevers are bult n two forms. One s a cylnder wth 8 cross-polarzed patch antennas on the surface arranged n a row. The other s a cylndrcal antenna made of two 2-patch elements arranged n tow rows. On top a cube antenna s mounted as shown n the lower part of Fg.. Fg. 2. Locatons of the base staton and termnal antennas. The base staton s mounted on the rooftop of the buldngs ndcated as BSx n Fg. 2, where BS s on Henrch-Hertz-Insttut (HHI), BS2 s on Deutsche Telekom (DTAG) and BS3 s on the man buldng of the TUB. The recever stes marked wth Rx use the cylndrcal antenna as shown n the bottom left of Fg.. Those marked wth Tx use the antenna shown n the bottom rght of Fg.. The recever s placed at the ground level for about 2 m hgh. Short tracks of m nsde campus area and long tracks wth a total length of approxmately 4.5 km outsde the campus area were measured. III. CORRELATION COEFFICIENTS For a seres of n measurements of X and Y, the Pearson product-moment correlaton coeffcents can be used to calculate the correlaton of X and Y. n x y x y ρ = ( ) 2 ( ) 2 n x 2 x n y 2 y () where x and y denote the measured samples. In the measurements, we sampled the sgnal at a frequency of 32MHz over 2MHz bandwdth along the measurng track. The over sampled data are removed durng the data processng. Hence the elope correlaton coeffcent for two arbtrary channels h mn (f,t ) and h m n (f,t ) n both frequency and tme doman are defned as n (2) and (3). Where m and m denote dfferent receve elements and n and n denote dfferent transmt elements. In (2) h mn (f ) and h m n (f ) are the sample mean values of the elopes of channels h mn (f,t ) and h m n (f,t ) over the tme nstances. We evaluate the correlaton coeffcents over all the snapshots of a selected sub traectory. In (3), the correlaton s evaluated over the whole bandwdth. h mn (t ) and h m n (t ) are the sample mean values of the elopes of channels n tme doman wth respect to the channel bandwdth. Smlar results can be obtaned for the er correlaton of the channels. (4) and (5) on the top of next page are the defntons of the er correlaton coeffcents of two arbtrary channels h mn (f,t ) and h m n (f,t ) n both frequency and tme doman. It has been shown n [6] n theory that, under certan assumptons, ρ ρ. (6) In the followng parts of our paper, we wll valdate ths approxmaton wth measurement data. IV. MEASUREMENT RESULTS A. Envelope and Power Correlaton Coeffcent The elope and er correlaton coeffcents versus the channel bandwdth and the samplng snapshots are plotted n Fg. 3 and Fg. 4 for strong LOS scenaro and NLOS scenaro. In Fg. 3, the measurement was taken along a track of 9.7 m n LOS scenaro. We can see that the cross-polarzed channels perform better than the copolarzed channels n LOS scenaro. It can be observed that the elope correlaton coeffcents are approxmately

3 (h mn (f,t ) 2 h mn (f ) 2)( h m n (f,t ) 2 h m n (f ) 2) ρ (f )= (h mn (f,t ) 2 h mn (f ) 2 2 h m n (f,t ) 2 h m n (f ) 2 2 (4) (h mn (f,t ) 2 h mn (t ) 2)( h m n (f,t ) 2 h m n (t ) 2) ρ (t )= (h mn (f,t ) 2 h mn (t ) 2 2 h m n (f,t ) 2 h m n (t ) 2 2 (5) Bandwdth (MHz) Snapshots LOS scenaro Bandwdth (MHz).5.3. ρ HH HH ρ HH HH Snapshots x Bandwdth (MHz).5.3. ρ HH VV ρ HH VV Snapshots x 4 Fg. 3. The elope and er correlaton coeffcents of co-polarzed channels and cross-polarzed channels n LOS scenaro. Fg. 4. The elope and er correlaton coeffcents of co-polarzed channels and cross-polarzed channels n NLOS scenaro. the same as the er correlaton coeffcents n both tme and frequency doman, whch valdates the statement n [6]. Furthermore, from the fgure we can also see that n the frequency doman, the correlaton coeffcents varatons are relatvely small, whch means that the correlaton coeffcents are not very frequency selectve n wdeband transmsson. In the measurement, we used a 2 MHz bandpass flter to smooth the channel. However, the channel correlaton coeffcents are hghly tme selectve as shown n the top fgure of Fg. 3, snce the channel correlaton depends on the propagaton ronment. In the NLOS scenaro, the channels are almost uncorrelated no matter usng co-polarzed antennas or crosspolarzed antennas as shown n Fg. 4. The elope correlaton coeffcents are also approxmately equal to the er correlaton coeffcents. In ths case, the dynamc range of correlaton coeffcents s also smaller n the frequency doman compared wth that n the tme doman. In the followng sectons, we only consder the elope correlaton coeffcents n the tme doman for the smplcty of analyss. B. The Correlaton Coeffcents of Channels wth Co- Polarzed and Cross-Polarzed Antennas In our measurement, we used cross-polarzed patch antennas as shown n Fg., on whch the vertcally and horzontally polarzed antennas are co-located. Therefore we are able to study the beneft due to polarzaton decorrelaton, whch extends the results n [3]. Snce here co-located antennas are used n the measurement, both spatal and polarzaton decorrelaton can be nvestgated. For MIMO channels wth cross-polarzed antennas, the channel matrx can be wrtten as below [ ] HVV H H = VH. (7) H HV H HH To study the polarzaton decorrelaton, we select one transmt antenna patch and one receve antenna patch, whchgvea2 2 MIMO channel, and check the correlaton coeffcent of the channel h VV and h HH, whch s denoted by ρ HH VV. For the correlaton of co-polarzed channels, we actually take the spatal decorrelaton nto account, two neghborng patches at both the transmtter and recever are chosen for analyss. The correlaton coeffcent s denoted by ρ HH HH or ρ VV VV, whch represents the correlaton coeffcent of a 2 2 MIMO channel wth only horzontally or vertcally polarzed antennas. The comparson between the correlaton coeffcents of the co-polarzed and cross-polarzed channels are plotted n Fg. 5. The evaluaton s done n both strong LOS and NLOS propagaton scenaros. It can be observed that the correlaton of the channels are generally hgher n LOS scenaro than n NLOS scenaro. In strong LOS scenaro, when usng co-polarzed antennas arranged on two spatally separated patches, the probablty of havng correlaton coeffcent lower than.5 s less than 2%,

4 whch means that the channels are hghly correlated. Wth the use of cross-polarzed antenna, 9% of the case the channels has correlaton coeffcent lower than.5, and 66% of the case, the correlaton coeffcent s lower than.3, where the channels can be consdered as uncorrelated. Ths mplcates that the polarzaton decorrelaton works better than spatal decorrelaton n LOS scenaro. In NLOS scenaro, 99% of the case the channels wll have correlaton coeffcent lower than.5, and probablty of havng correlaton coeffcent lower than.3 s 9%. Therefore the channels n NLOS scenaro can be approxmated as ndependent from each other. In NLOS scenaro, the crosspolarzed antennas have no advantage wth respect to polarzaton decorrelaton snce the polarzatons have been destroyed by multple reflectons, dffractons or scatterng durng propagaton..9.7 as the sde facng the transmt antenna). The effect of the polarzaton decorrelaton n such case has been reduced, but the effect of spatal decorrelaton ncreases. The of the mean value of the channel correlaton coeffcents ρ over all sub-channel pars s plotted n Fg. 6. It can be observed that, because of the spatal decorrelaton, the average channel correlaton s lower compared wth Fg. 5. However, n general, the correlaton of the crosspolarzed channels s stll smaller than that of the copolarzed channels. The cross-polarzed channels are now affected by both the spatal and polarzaton decorrelaton. Furthermore, the correlaton of the vertcally polarzed channels s smaller than that of the horzontally polarzed channels. C. Propagaton Scenaro Dependency From the analyss above we know that the channel correlaton coeffcent hghly depends on the propagaton ronment. In the top of Fg. 7, we plot the co-polarzed channel correlaton coeffcents aganst the measurng dstance along a longer track, whch experences dfferent propagaton scenaros. At the begnnng of the track, the.5.3 ρ HH HH (LOS) (LOS) ρ HH HH (NLOS). (NLOS) Fg. 5. The of the absolute value of the correlaton coeffcents of channels wth cross-polarzed and co-polarzed antennas Dstance (m).9 ρ HH HH ρ VV VV N HHI db Campus Telefunken Tower Ernst Reuter Platz Path Loss Techncal Unversty Man Buldng 2m Fg. 6. The of the mean values of over all sub-channel pars n LOS scenaro. In realstc communcaton systems, the performance of polarzaton decorrelaton s affected by spatal decorrelaton. Because of the cylnder geometry shape of the receve antenna as shown n the bottom of Fg., even though the antenna s n LOS scenaro, only one or two patches wll have drect LOS component wth the transmt antenna. For other antenna patches, the receved sgnal manly contans multpath components, especally those on the back sde of the antenna (the front sde s defned Fg. 7. The channel correlaton coeffcents and path loss measured along a track of 35 m. recever s n NLOS scenaro to the base staton, hence the channels are almost totally uncorrelated. As the recever moves, t receves stronger and stronger sgnal, untl t s n a weak LOS scenaro. The path loss of the channel n db s plotted n the bottom of Fg. 7. Snce the dfferent scenaros can be modeled usng dfferent Rcean K factors, we can come to the concluson that the channel correlaton coeffcents ncrease along the measurng track as the Rcean K factor ncreases. The larger value at around

5 m s caused by the empty spacng between buldngs as shown n the map of Fg. 7, where the shadow effect s weaker. D. Correlaton n the Azmuth and Elevaton doman In ths secton, we study the correlaton of the channels n the azmuth and elevaton doman. In the bottom rght of Fg., the antenna has two rows of receve patches on the cylnder surface. Therefore, we are able to nvestgate the correlaton effects of the antennas n the same row (azmuth doman) or n the same column (elevaton doman). The channel elope correlaton coeffcents n Fg ρ HH HH (upper row) ρ HH HH (lower row) ρ HH HH (same column) ρ VV VV (upper row) ρ VV VV (lower row) ρ VV VV (same column) The channel elope correlaton coeffcents n LOS scenaro. LOS scenaro s plotted n Fg. 8. From the fgure we can see that the channel correlaton n elevaton doman s qute hgh no matter for vertcally polarzed or horzontally polarzed channels. The correlaton of the channels n azmuth doman s much lower, especally for the vertcally polarzed channels. Ths s consstent wth the results n Fg. 6, where the correlaton of the vertcally polarzed channels s lower than that of the horzontally polarzed channels. Furthermore, t s also observed that the correlaton for the horzontally polarzed channels n the upper row s hgher than that n the lower row. However, for the vertcally polarzed channels, the channels n the lower row have hgher correlaton. V. CONCLUSION We nvestgated the correlaton of the MIMO channels wth cross-polarzed antennas for outdoor ronment. Results show that the polarzaton decorrelaton performs better than the spatal decorrelaton n LOS scenaro, and the cross-polarzed channels have smaller correlaton coeffcent than the co-polarzed channels. Furthermore, the horzontally polarzed channels tend to be more correlated than the vertcally polarzed channels. In both LOS and NLOS scenaro, the elope and er correlaton coeffcents are approxmately the same. The correlaton coeffcents vary less n the frequency doman, but change dramatcally n the tme doman dependng on the propagaton ronment where the channels undergo. It s also observed that, the correlaton of the co-polarzed channels ncreases as the Rcean K factor ncreases, and the channels have very hgh correlaton n the elevaton doman. In general, we can come to the concluson that the crosspolarzed channels are not affected by the ronment, whle the performance of the co-polarzed channels s scenaro dependent. ACKNOWLEDGMENT The authors would lke to thank the German Mnstry for Educaton and Research (BMBF) for the support n the proects 3GeT and EASY-C. The authors would also lke to thank Udo Krüger, Thomas Wrth, Yosa Hadsusanto, Matthas Mehlhose, Stefan Schffermüller and Ka Börner for preparng and performng the measurement. Efforts from Gerd Sommerkorn and Steffen Warzügel are also gratefully apprecated. REFERENCES [] M. A. Jensen and J. W. Wallace, A revew of antennas and propagaton for MIMO wreless communcatonss (nvted paper), IEEE Trans. Antennas Propagat., vol. 52, pp , Nov. 24. [2] G. F. Foschn and M. J. Gans, On lmts of wreless communcaton n a fadng ronment when usng multple antennas, Wreless Pers. Commun., vol. 6, no. 3, pp , 998. [3] P. Kyrts, D. C. Cox, R. A. Valenzuela, and P. W. Wolnansky, Correlaton analyss based on MIMO channel measurements n an ndoor ronment, IEEE J. Select. Areas Commun., vol. 2, pp , June 23. [4] W. A. T. Kotterman, G. Sommerkorn, and R. Thoma, Crosscorrelaton values for dual-polarsed ndoor MIMO lnks and realstc antenna elements, n 3rd Internatonal Symposum on Wreless Commun. Systems, pp , Sept. 26. [5] V. Jungnckel, V. Pohl, H. Nguyen, U. Küger, T. Hausten, and C. von Helmolt, Hgh capacty antennas for MIMO rado systems, n Proc. 5th WPMC, vol. 2, pp. 47 4, 22. [6] R. O. LaMare and M. Zorz, Effect of correlaton n dversty systems wth Raylegh fadng, shadowng, and er capture, IEEE J. Select. Areas Commun., vol. 4, pp , Apr. 996.

Calculation of the received voltage due to the radiation from multiple co-frequency sources

Calculation of the received voltage due to the radiation from multiple co-frequency sources Rec. ITU-R SM.1271-0 1 RECOMMENDATION ITU-R SM.1271-0 * EFFICIENT SPECTRUM UTILIZATION USING PROBABILISTIC METHODS Rec. ITU-R SM.1271 (1997) The ITU Radocommuncaton Assembly, consderng a) that communcatons

More information

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate Comparatve Analyss of Reuse and 3 n ular Network Based On IR Dstrbuton and Rate Chandra Thapa M.Tech. II, DEC V College of Engneerng & Technology R.V.. Nagar, Chttoor-5727, A.P. Inda Emal: chandra2thapa@gmal.com

More information

RECOMMENDATION ITU-R P Multipath propagation and parameterization of its characteristics

RECOMMENDATION ITU-R P Multipath propagation and parameterization of its characteristics Rec. ITU-R P.47-3 RECOMMEDATIO ITU-R P.47-3 Multpath propagaton and parameterzaton of ts characterstcs (Queston ITU-R 3/3) (999-3-5-7) Scope Recommendaton ITU-R P.47 descrbes the nature of multpath propagaton

More information

antenna antenna (4.139)

antenna antenna (4.139) .6.6 The Lmts of Usable Input Levels for LNAs The sgnal voltage level delvered to the nput of an LNA from the antenna may vary n a very wde nterval, from very weak sgnals comparable to the nose level,

More information

Coexistence Evaluation of LTE with Active Antenna System

Coexistence Evaluation of LTE with Active Antenna System Communcatons and etwork 013 5 17- http://dx.do.org/10.436/cn.013.53b041 Publshed Onlne September 013 (http://www.scrp.org/journal/cn) Coexstence valuaton of LT wth Actve Antenna System Fe Xue Qme Cu Tng

More information

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol., No., November 23, 3-9 Rejecton of PSK Interference n DS-SS/PSK System Usng Adaptve Transversal Flter wth Condtonal Response Recalculaton Zorca Nkolć, Bojan

More information

NATIONAL RADIO ASTRONOMY OBSERVATORY Green Bank, West Virginia SPECTRAL PROCESSOR MEMO NO. 25. MEMORANDUM February 13, 1985

NATIONAL RADIO ASTRONOMY OBSERVATORY Green Bank, West Virginia SPECTRAL PROCESSOR MEMO NO. 25. MEMORANDUM February 13, 1985 NATONAL RADO ASTRONOMY OBSERVATORY Green Bank, West Vrgna SPECTRAL PROCESSOR MEMO NO. 25 MEMORANDUM February 13, 1985 To: Spectral Processor Group From: R. Fsher Subj: Some Experments wth an nteger FFT

More information

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel To: Professor Avtable Date: February 4, 3 From: Mechancal Student Subject:.3 Experment # Numercal Methods Usng Excel Introducton Mcrosoft Excel s a spreadsheet program that can be used for data analyss,

More information

The Detection Algorithms Performance in BLAST Enhanced IEEE a WLAN Standard on Measured Channels. University of Bristol

The Detection Algorithms Performance in BLAST Enhanced IEEE a WLAN Standard on Measured Channels. University of Bristol The Detecton Algorthms Performance n BLAST Enhanced IEEE 802.11a WLAN Standard on Measured Channels Unversty of Brstol Robert Pechoc, Paul Fletcher, Andy Nx, Nshan Canagarajah and Joe McGeehan The Thrd

More information

EMOS Platform: Real-Time Capacity Estimation of MIMO Channels in the UMTS-TDD Band

EMOS Platform: Real-Time Capacity Estimation of MIMO Channels in the UMTS-TDD Band EMOS Platform: Real-Tme Capacty Estmaton of MIMO Channels n the UMTS-TDD Band Raul de Lacerda #1, Leonardo Sampao Cardoso #2, Raymond Knopp #3, Davd Gesbert #4, Mérouane Debbah 5 # Communcaton Department,

More information

Fractional Base Station Cooperation Cellular Network

Fractional Base Station Cooperation Cellular Network Fractonal Base Staton Cooperaton Cellular Network Naok usashma Tokyo Insttute of Technoloy, Department of Electrcal and Electronc Enneern, Arak-Sakauch Laboratores. Contents Backround Cell-ede problem

More information

Impact of Interference Model on Capacity in CDMA Cellular Networks. Robert Akl, D.Sc. Asad Parvez University of North Texas

Impact of Interference Model on Capacity in CDMA Cellular Networks. Robert Akl, D.Sc. Asad Parvez University of North Texas Impact of Interference Model on Capacty n CDMA Cellular Networks Robert Akl, D.Sc. Asad Parvez Unversty of North Texas Outlne Introducton to CDMA networks Average nterference model Actual nterference model

More information

MIMO Channel Capacity Measurement in the Presence of Spatial Clusters Using a Fading Emulator

MIMO Channel Capacity Measurement in the Presence of Spatial Clusters Using a Fading Emulator MIMO Channel Capact Measurement n the Presence of Spatal Clusters Usng a Fadng Emulator Tsutomu Sakata, Atsush Yamamoto, Koch Ogawa Panasonc Corporaton 6 Kadoma, Kadoma Ct, Osaka, 7-8, Japan Jun-ch Takada

More information

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme Performance Analyss of Mult User MIMO System wth Block-Dagonalzaton Precodng Scheme Yoon Hyun m and Jn Young m, wanwoon Unversty, Department of Electroncs Convergence Engneerng, Wolgye-Dong, Nowon-Gu,

More information

Polarization Characteristics of Multiple-Input Multiple-Output Channels

Polarization Characteristics of Multiple-Input Multiple-Output Channels Polarization Characteristics of Multiple-Input Multiple-Output Channels Lei Jiang, Lars Thiele, Armin Brylka, Stephan Jaeckel and Volker Jungnickel Fraunhofer Institute for Telecommunications, Heinrich-Hertz-Institut

More information

Parameter Free Iterative Decoding Metrics for Non-Coherent Orthogonal Modulation

Parameter Free Iterative Decoding Metrics for Non-Coherent Orthogonal Modulation 1 Parameter Free Iteratve Decodng Metrcs for Non-Coherent Orthogonal Modulaton Albert Gullén Fàbregas and Alex Grant Abstract We study decoder metrcs suted for teratve decodng of non-coherently detected

More information

Radio Wave Scattering from Lampposts in Microcell Urban Mobile Propagation Channel

Radio Wave Scattering from Lampposts in Microcell Urban Mobile Propagation Channel 14 CTI TRANSACTIONS ON LCTRICAL NG., LCTRONICS, AND COMMUNICATIONS VOL.7, NO.1 February 29 Rado Wave Scatterng from Lampposts n Mcrocell Urban Moble Propagaton Channel Mr Ghorash 1, Jun-ch Takada 2, and

More information

Passive Filters. References: Barbow (pp ), Hayes & Horowitz (pp 32-60), Rizzoni (Chap. 6)

Passive Filters. References: Barbow (pp ), Hayes & Horowitz (pp 32-60), Rizzoni (Chap. 6) Passve Flters eferences: Barbow (pp 6575), Hayes & Horowtz (pp 360), zzon (Chap. 6) Frequencyselectve or flter crcuts pass to the output only those nput sgnals that are n a desred range of frequences (called

More information

Modeling Power Angle Spectrum and Antenna Pattern Directions in Multipath Propagation Environment

Modeling Power Angle Spectrum and Antenna Pattern Directions in Multipath Propagation Environment Modelng ower Angle Spectrum and Antenna attern Drectons n Multpath ropagaton Envronment Jan M Kelner and Cezary Zółkowsk Insttute of elecommuncatons, Faculty of Electroncs, Mltary Unversty of echnology,

More information

A study of turbo codes for multilevel modulations in Gaussian and mobile channels

A study of turbo codes for multilevel modulations in Gaussian and mobile channels A study of turbo codes for multlevel modulatons n Gaussan and moble channels Lamne Sylla and Paul Forter (sylla, forter)@gel.ulaval.ca Department of Electrcal and Computer Engneerng Laval Unversty, Ste-Foy,

More information

Learning Ensembles of Convolutional Neural Networks

Learning Ensembles of Convolutional Neural Networks Learnng Ensembles of Convolutonal Neural Networks Lran Chen The Unversty of Chcago Faculty Mentor: Greg Shakhnarovch Toyota Technologcal Insttute at Chcago 1 Introducton Convolutonal Neural Networks (CNN)

More information

Evaluation of Downlink Performance of a Multiple-Cell, Rake Receiver Assisted CDMA Mobile System

Evaluation of Downlink Performance of a Multiple-Cell, Rake Receiver Assisted CDMA Mobile System Wreless Sensor Network,,, -6 do:.436/wsn.. Publshed Onlne January (http://www.scrp.org/journal/wsn/). Evaluaton of Downlnk Performance of a Multple-Cell, Rake Recever Asssted CDMA Moble System Ayodej J.

More information

A Spreading Sequence Allocation Procedure for MC-CDMA Transmission Systems

A Spreading Sequence Allocation Procedure for MC-CDMA Transmission Systems A Spreadng Sequence Allocaton Procedure for MC-CDMA Transmsson Systems Davd Motter, Damen Castelan Mtsubsh Electrc ITE 80, Avenue des Buttes de Coësmes, 35700 Rennes FRAE e-mal: {motter,castelan}@tcl.te.mee.com

More information

A NOVEL PREAMBLE DESIGN FOR CHANNEL ESTIMATION IN MIMO- OFDM SYSTEMS RESULTING IN ENHANCED THROUGHPUT

A NOVEL PREAMBLE DESIGN FOR CHANNEL ESTIMATION IN MIMO- OFDM SYSTEMS RESULTING IN ENHANCED THROUGHPUT Volume 53, umber 3, 01 ACTA TECHICA APOCESIS Electroncs and Telecommuncatons A OVEL PREAMBLE DESIG FOR CHAEL ESTIMATIO I MIMO- OFDM SYSTEMS RESULTIG I EHACED THROUGHPUT Shakeel Salamat ULLAH atonal Unversty

More information

ECE315 / ECE515 Lecture 5 Date:

ECE315 / ECE515 Lecture 5 Date: Lecture 5 Date: 18.08.2016 Common Source Amplfer MOSFET Amplfer Dstorton Example 1 One Realstc CS Amplfer Crcut: C c1 : Couplng Capactor serves as perfect short crcut at all sgnal frequences whle blockng

More information

University of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /PIMRC.1997.

University of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /PIMRC.1997. Ftton, M. P., Nx, A. R., & Beach, M. A. (1997). Propagaton aspects of frequency hoppng spread spectrum. n Proceedngs of the 8th EEE Personal and ndoor Moble Rado Conference, Helsnk, Fnland. (Vol. 2, pp.

More information

DETERMINATION OF WIND SPEED PROFILE PARAMETERS IN THE SURFACE LAYER USING A MINI-SODAR

DETERMINATION OF WIND SPEED PROFILE PARAMETERS IN THE SURFACE LAYER USING A MINI-SODAR DETERMINATION OF WIND SPEED PROFILE PARAMETERS IN THE SURFACE LAYER USING A MINI-SODAR A. Coppalle, M. Talbaut and F. Corbn UMR 6614 CORIA, Sant Etenne du Rouvray, France INTRODUCTION Recent mprovements

More information

Performance of STBC transmissions with real data

Performance of STBC transmissions with real data Performance of STBC transmssons wth real data José A.García-Naya Tago M. Fernández-Caramés Héctor J. Pérez-Iglesas Mguel González-López and Lus Castedo Dpt. Electrónca y Sstemas Unversdad de A Coruña 1571

More information

EE360: Lecture 7 Outline Cellular System Capacity and ASE Announcements Summary due next week

EE360: Lecture 7 Outline Cellular System Capacity and ASE Announcements Summary due next week EE360: Lecture 7 Outlne Cellular System Capacty and ASE Announcements Summary due next week Capacty Area Spectral Effcency Dynamc Resource Allocaton Revew of Cellular Lecture Desgn consderatons: Spectral

More information

ROYAL INSTITUTE OF TECHNOLOGY KUNGL TEKNISKA HÖGSKOLAN. Department of Signals, Sensors & Systems Signal Processing S STOCKHOLM

ROYAL INSTITUTE OF TECHNOLOGY KUNGL TEKNISKA HÖGSKOLAN. Department of Signals, Sensors & Systems Signal Processing S STOCKHOLM A Comparson of Two Systems for Down Lnk Communcaton wth Antenna Arrays at the Base Per Zetterberg 95{1{1 In: IEEE Wreless Communcaton Systems Symposum, 1995 IR{S3{SB{9522 ROYAL INSTITUTE OF TECHNOLOGY

More information

AN EFFICIENT ITERATIVE DFT-BASED CHANNEL ESTIMATION FOR MIMO-OFDM SYSTEMS ON MULTIPATH CHANNELS

AN EFFICIENT ITERATIVE DFT-BASED CHANNEL ESTIMATION FOR MIMO-OFDM SYSTEMS ON MULTIPATH CHANNELS AN FFICINT ITRATIV DFT-BASD CHANNL STIMATION FOR MIMO-OFDM SYSTMS ON MULTIPATH CHANNLS Jan Hafang Graduate Unversty of the Chnese Academy of Scences Insttute of Semconductors, CAS Beng, Chna hf@sem.ac.cn

More information

Cooperative Multicast Scheduling Scheme for IPTV Service over IEEE Networks

Cooperative Multicast Scheduling Scheme for IPTV Service over IEEE Networks Cooperatve Multcast Schedulng Scheme for IPTV Servce over IEEE 802.16 Networks Fen Hou 1, Ln X. Ca 1, James She 1, Pn-Han Ho 1, Xuemn (Sherman Shen 1, and Junshan Zhang 2 Unversty of Waterloo, Waterloo,

More information

Energy Efficiency Analysis of a Multichannel Wireless Access Protocol

Energy Efficiency Analysis of a Multichannel Wireless Access Protocol Energy Effcency Analyss of a Multchannel Wreless Access Protocol A. Chockalngam y, Wepng u, Mchele Zorz, and Laurence B. Mlsten Department of Electrcal and Computer Engneerng, Unversty of Calforna, San

More information

High Speed ADC Sampling Transients

High Speed ADC Sampling Transients Hgh Speed ADC Samplng Transents Doug Stuetzle Hgh speed analog to dgtal converters (ADCs) are, at the analog sgnal nterface, track and hold devces. As such, they nclude samplng capactors and samplng swtches.

More information

AN IMPROVED BIT LOADING TECHNIQUE FOR ENHANCED ENERGY EFFICIENCY IN NEXT GENERATION VOICE/VIDEO APPLICATIONS

AN IMPROVED BIT LOADING TECHNIQUE FOR ENHANCED ENERGY EFFICIENCY IN NEXT GENERATION VOICE/VIDEO APPLICATIONS Journal of Engneerng Scence and Technology Vol., o. 4 (6) 476-495 School of Engneerng, Taylor s Unversty A IMPROVED BIT LOADIG TECHIQUE FOR EHACED EERGY EFFICIECY I EXT GEERATIO VOICE/VIDEO APPLICATIOS

More information

location-awareness of mobile wireless systems in indoor areas, which require accurate

location-awareness of mobile wireless systems in indoor areas, which require accurate To my wfe Abstract Recently, there are great nterests n the locaton-based applcatons and the locaton-awareness of moble wreless systems n ndoor areas, whch requre accurate locaton estmaton n ndoor envronments.

More information

On the Performance of Space-Time MIMO Multiplexing for Free Space Optical Communications

On the Performance of Space-Time MIMO Multiplexing for Free Space Optical Communications 1 On the Performance of Space-Tme MIMO Multplexng for Free Space Optcal Communcatons Mohammad Tagh Dabr, Hman Savojbolaghch and Seyed Mohammad Sajad Sadough Faculty of Electrcal Engneerng, Shahd Behesht

More information

DIMENSIONAL SYNTHESIS FOR WIDE-BAND BAND- PASS FILTERS WITH QUARTER-WAVELENGTH RES- ONATORS

DIMENSIONAL SYNTHESIS FOR WIDE-BAND BAND- PASS FILTERS WITH QUARTER-WAVELENGTH RES- ONATORS Progress In Electromagnetcs Research B, Vol. 17, 213 231, 29 DIMENSIONAL SYNTHESIS FOR WIDE-BAND BAND- PASS FILTERS WITH QUARTER-WAVELENGTH RES- ONATORS Q. Zhang and Y. Lu School of Electrcal and Electroncs

More information

Bit Error Probability of Cooperative Diversity for M-ary QAM OFDM-based system with Best Relay Selection

Bit Error Probability of Cooperative Diversity for M-ary QAM OFDM-based system with Best Relay Selection 011 Internatonal Conerence on Inormaton and Electroncs Engneerng IPCSIT vol.6 (011) (011) IACSIT Press, Sngapore Bt Error Proalty o Cooperatve Dversty or M-ary QAM OFDM-ased system wth Best Relay Selecton

More information

A Current Differential Line Protection Using a Synchronous Reference Frame Approach

A Current Differential Line Protection Using a Synchronous Reference Frame Approach A Current Dfferental Lne rotecton Usng a Synchronous Reference Frame Approach L. Sousa Martns *, Carlos Fortunato *, and V.Fernão res * * Escola Sup. Tecnologa Setúbal / Inst. oltécnco Setúbal, Setúbal,

More information

THE GENERATION OF 400 MW RF PULSES AT X-BAND USING RESONANT DELAY LINES *

THE GENERATION OF 400 MW RF PULSES AT X-BAND USING RESONANT DELAY LINES * SLAC PUB 874 3/1999 THE GENERATION OF 4 MW RF PULSES AT X-BAND USING RESONANT DELAY LINES * Sam G. Tantaw, Arnold E. Vleks, and Rod J. Loewen Stanford Lnear Accelerator Center, Stanford Unversty P.O. Box

More information

ENERGY EFFICIENT MILLIMETER WAVE RADIO LINK ESTABLISHMENT WITH SMART ARRAY ANTENNAS

ENERGY EFFICIENT MILLIMETER WAVE RADIO LINK ESTABLISHMENT WITH SMART ARRAY ANTENNAS ENERGY EFFICIENT MILLIMETER WVE RDIO LINK ESTLISHMENT WITH SMRT RRY NTENNS ehnam Neekzad, John S. aras Insttute for Systems Research and Electrcal and Computer Engneerng Department Unversty of Maryland

More information

Performance Analysis of Power Line Communication Using DS-CDMA Technique with Adaptive Laguerre Filters

Performance Analysis of Power Line Communication Using DS-CDMA Technique with Adaptive Laguerre Filters Internatonal Conference on Informaton and Electroncs Engneerng IPCSIT vol.6 ( ( IACSIT Press, Sngapore Performance Analyss of Power Lne Communcaton Usng DS-CDMA Technque wth Adaptve Laguerre Flters S.

More information

STUDY ON LINK-LEVEL SIMULATION IN MULTI- CELL LTE DOWNLINK SYSTEM

STUDY ON LINK-LEVEL SIMULATION IN MULTI- CELL LTE DOWNLINK SYSTEM Proceedngs of IEEE IC-BMT0 TUDY O LIK-LEVEL IMULATIO I MULTI- CELL LTE DOWLIK YTEM Yang Zhang, Ruoyu Jn, Xn Zhang, Dacheng Yang Beng Unversty of Posts and Telecommuncatons, Beng 00876, Chna 05330@bupt.edu.cn

More information

Approximating User Distributions in WCDMA Networks Using 2-D Gaussian

Approximating User Distributions in WCDMA Networks Using 2-D Gaussian CCCT 05: INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS, AND CONTROL TECHNOLOGIES 1 Approxmatng User Dstrbutons n CDMA Networks Usng 2-D Gaussan Son NGUYEN and Robert AKL Department of Computer

More information

Adaptive Modulation for Multiple Antenna Channels

Adaptive Modulation for Multiple Antenna Channels Adaptve Modulaton for Multple Antenna Channels June Chul Roh and Bhaskar D. Rao Department of Electrcal and Computer Engneerng Unversty of Calforna, San Dego La Jolla, CA 993-7 E-mal: jroh@ece.ucsd.edu,

More information

Performance of WCDMA Downlink FDD Mode at 10 MHz Bandwidth

Performance of WCDMA Downlink FDD Mode at 10 MHz Bandwidth Performance of WCDA Downln FDD ode at 0 Hz Bandwdth Suyeb Ahmed han *, Jasvr Sngh **, ahmood an *** * Research Scholar,**Deptt. of Electroncs echnology, GND Unversty, Amrtsar, Inda ***Deptt. of Appled

More information

A High-Sensitivity Oversampling Digital Signal Detection Technique for CMOS Image Sensors Using Non-destructive Intermediate High-Speed Readout Mode

A High-Sensitivity Oversampling Digital Signal Detection Technique for CMOS Image Sensors Using Non-destructive Intermediate High-Speed Readout Mode A Hgh-Senstvty Oversamplng Dgtal Sgnal Detecton Technque for CMOS Image Sensors Usng Non-destructve Intermedate Hgh-Speed Readout Mode Shoj Kawahto*, Nobuhro Kawa** and Yoshak Tadokoro** *Research Insttute

More information

Performance Study of OFDMA vs. OFDM/SDMA

Performance Study of OFDMA vs. OFDM/SDMA Performance Study of OFDA vs. OFD/SDA Zhua Guo and Wenwu Zhu crosoft Research, Asa 3F, Beng Sgma Center, No. 49, Zhchun Road adan Dstrct, Beng 00080, P. R. Chna {zhguo, wwzhu}@mcrosoft.com Abstract: In

More information

Power Minimization Under Constant Throughput Constraint in Wireless Networks with Beamforming

Power Minimization Under Constant Throughput Constraint in Wireless Networks with Beamforming Power Mnmzaton Under Constant Throughput Constrant n Wreless etworks wth Beamformng Zhu Han and K.J. Ray Lu, Electrcal and Computer Engneer Department, Unversty of Maryland, College Park. Abstract In mult-access

More information

Resource Allocation Optimization for Device-to- Device Communication Underlaying Cellular Networks

Resource Allocation Optimization for Device-to- Device Communication Underlaying Cellular Networks Resource Allocaton Optmzaton for Devce-to- Devce Communcaton Underlayng Cellular Networks Bn Wang, L Chen, Xaohang Chen, Xn Zhang, and Dacheng Yang Wreless Theores and Technologes (WT&T) Bejng Unversty

More information

On Channel Estimation of OFDM-BPSK and -QPSK over Generalized Alpha-Mu Fading Distribution

On Channel Estimation of OFDM-BPSK and -QPSK over Generalized Alpha-Mu Fading Distribution Int. J. Communcatons, Network and System Scences, 010, 3, 380-384 do:10.436/jcns.010.34048 Publshed Onlne Aprl 010 (http://www.scrp.org/journal/jcns/) On Channel Estmaton of OFDM-BPSK and -QPSK over Generalzed

More information

1 GSW Multipath Channel Models

1 GSW Multipath Channel Models In the general case, the moble rado channel s pretty unpleasant: there are a lot of echoes dstortng the receved sgnal, and the mpulse response keeps changng. Fortunately, there are some smplfyng assumptons

More information

Time-frequency Analysis Based State Diagnosis of Transformers Windings under the Short-Circuit Shock

Time-frequency Analysis Based State Diagnosis of Transformers Windings under the Short-Circuit Shock Tme-frequency Analyss Based State Dagnoss of Transformers Wndngs under the Short-Crcut Shock YUYING SHAO, ZHUSHI RAO School of Mechancal Engneerng ZHIJIAN JIN Hgh Voltage Lab Shangha Jao Tong Unversty

More information

Evaluate the Effective of Annular Aperture on the OTF for Fractal Optical Modulator

Evaluate the Effective of Annular Aperture on the OTF for Fractal Optical Modulator Global Advanced Research Journal of Management and Busness Studes (ISSN: 2315-5086) Vol. 4(3) pp. 082-086, March, 2015 Avalable onlne http://garj.org/garjmbs/ndex.htm Copyrght 2015 Global Advanced Research

More information

Keywords LTE, Uplink, Power Control, Fractional Power Control.

Keywords LTE, Uplink, Power Control, Fractional Power Control. Volume 3, Issue 6, June 2013 ISSN: 2277 128X Internatonal Journal of Advanced Research n Computer Scence and Software Engneerng Research Paper Avalable onlne at: www.jarcsse.com Uplnk Power Control Schemes

More information

The Application of Interpolation Algorithms in OFDM Channel Estimation

The Application of Interpolation Algorithms in OFDM Channel Estimation The Applcaton of Interpolaton Algorthms n OFDM Estmaton Xjun ZHANG 1,, Zhantng YUAN 1, 1 School of Electrcal and Informaton Engneerng, Lanzhou Unversty of Technology, Lanzhou, Gansu 730050, Chna School

More information

Ad hoc Service Grid A Self-Organizing Infrastructure for Mobile Commerce

Ad hoc Service Grid A Self-Organizing Infrastructure for Mobile Commerce Ad hoc Servce Grd A Self-Organzng Infrastructure for Moble Commerce Klaus Herrmann, Kurt Gehs, Gero Mühl Berln Unversty of Technology Emal: klaus.herrmann@acm.org Web: http://www.vs.tu-berln.de/herrmann/

More information

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput Characterzaton and Analyss of Mult-Hop Wreless MIMO Network Throughput Bechr Hamdaou EECS Dept., Unversty of Mchgan 226 Hayward Ave, Ann Arbor, Mchgan, USA hamdaou@eecs.umch.edu Kang G. Shn EECS Dept.,

More information

EEC173B/ECS152C, Winter Fundamentals of Wireless Communications

EEC173B/ECS152C, Winter Fundamentals of Wireless Communications EEC173B/ECS152C, Wnter 2006 Fundamentals of Wreless Communcatons #1: Frequences #2: Rado Propagaton Model #3: Modulaton Acknowledgment: Selected sldes from Prof. Schller & Prof. Goldsmth Characterstcs

More information

Channel Alternation and Rotation in Narrow Beam Trisector Cellular Systems

Channel Alternation and Rotation in Narrow Beam Trisector Cellular Systems Channel Alternaton and Rotaton n Narrow Beam Trsector Cellular Systems Vncent A. Nguyen, Peng-Jun Wan, Ophr Freder Illnos Insttute of Technology-Communcaton Laboratory Research Computer Scence Department-Chcago,

More information

Antenna Selection for Space-Time Communication with Covariance Feedback

Antenna Selection for Space-Time Communication with Covariance Feedback Antenna Selecton for Space-Tme Communcaton wth Covarance Feedback G.Barrac and U. Madhow School of Electrcal and Computer Engneerng Unversty of Calforna, Santa Barbara Santa Barbara, CA 93106 Emal: barrac@engneerng.ucsb.edu

More information

Space Time Equalization-space time codes System Model for STCM

Space Time Equalization-space time codes System Model for STCM Space Tme Eualzaton-space tme codes System Model for STCM The system under consderaton conssts of ST encoder, fadng channel model wth AWGN, two transmt antennas, one receve antenna, Vterb eualzer wth deal

More information

On the Feasibility of Receive Collaboration in Wireless Sensor Networks

On the Feasibility of Receive Collaboration in Wireless Sensor Networks On the Feasblty of Receve Collaboraton n Wreless Sensor Networs B. Bantaleb, S. Sgg and M. Begl Computer Scence Department Insttute of Operatng System and Computer Networs (IBR) Braunschweg, Germany {behnam,

More information

Joint Power Control and Scheduling for Two-Cell Energy Efficient Broadcasting with Network Coding

Joint Power Control and Scheduling for Two-Cell Energy Efficient Broadcasting with Network Coding Communcatons and Network, 2013, 5, 312-318 http://dx.do.org/10.4236/cn.2013.53b2058 Publshed Onlne September 2013 (http://www.scrp.org/journal/cn) Jont Power Control and Schedulng for Two-Cell Energy Effcent

More information

CELLULAR SYSTEM CAPACITY and PERFORMANCE IMPROVEMENT with SDMA

CELLULAR SYSTEM CAPACITY and PERFORMANCE IMPROVEMENT with SDMA CELLULAR SYSTEM CAPACITY and PERFORMANCE IMPROVEMENT wth SDMA Flpe Alves, Henrque Rbero, José Fernandes 3 Escola Superor de Tecnologa, Insttuto Poltécnco de Castelo Branco, 6 Castelo Branco, Portugal Phone:+35-7-339355

More information

Measurements and Modeling of the Satellite-to- Indoor Channel for Galileo

Measurements and Modeling of the Satellite-to- Indoor Channel for Galileo Measurements and Modelng of the Satellte-to- Indoor Channel for Galleo F. Pérez-Fontán, B. Sanmartín, Unversty of Vgo. Span. A. Stengass, A. Lehner, J.Selva, German Aerospace Center, Germany E. Kubsta,

More information

Multipath Propagation. Outline. What is OFDM? (OFDM) for Broadband Communications and. Orthogonal Frequency Division Multiplexing

Multipath Propagation. Outline. What is OFDM? (OFDM) for Broadband Communications and. Orthogonal Frequency Division Multiplexing Orthogonal Dvson Multplexng (OFDM) for Broadband Communcatons and Dgtal Audo Broadcastng (DAB) Klaus Wtrsal wtrsal@nw.tugraz.at VL: Dgtale Audotechnk, 21. März, 2002 What s OFDM? Modulaton technque Requres

More information

Ad hoc Service Grid A Self-Organizing Infrastructure for Mobile Commerce

Ad hoc Service Grid A Self-Organizing Infrastructure for Mobile Commerce Ad hoc Servce Grd A Self-Organzng Infrastructure for Moble Commerce Klaus Herrmann Berln Unversty of Technology Emal: klaus.herrmann@acm.org Web: http://www.vs.tu-berln.de/herrmann/ PTB-Semnar, 3./4. November

More information

A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION

A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION Vncent A. Nguyen Peng-Jun Wan Ophr Freder Computer Scence Department Illnos Insttute of Technology Chcago, Illnos vnguyen@t.edu,

More information

Clustering Based Fractional Frequency Reuse and Fair Resource Allocation in Multi-cell Networks

Clustering Based Fractional Frequency Reuse and Fair Resource Allocation in Multi-cell Networks Ths full text paper was peer revewed at the drecton of IEEE Communcatons Socety subject matter experts for publcaton n the IEEE ICC 21 proceedngs Clusterng Based Fractonal Frequency Reuse and Far Resource

More information

Optimal Periodic Training Signal for Frequency Offset Estimation in Frequency Selective Fading Channels

Optimal Periodic Training Signal for Frequency Offset Estimation in Frequency Selective Fading Channels Optmal Perodc Tranng Sgnal for Frequency Offset Estmaton n Frequency Selectve Fadng Channels Hlang Mnn, Member, IEEE and Shaohu Xng Department of Electrcal Engneerng School of Engneerng and Computer Scence

More information

Relevance of Energy Efficiency Gain in Massive MIMO Wireless Network

Relevance of Energy Efficiency Gain in Massive MIMO Wireless Network Relevance of Energy Effcency Gan n Massve MIMO Wreless Network Ahmed Alzahran, Vjey Thayananthan, Muhammad Shuab Quresh Computer Scence Department, Faculty of Computng and Informaton Technology Kng Abdulazz

More information

Subarray adaptive beamforming for reducing the impact of flow noise on sonar performance

Subarray adaptive beamforming for reducing the impact of flow noise on sonar performance Subarray adaptve beamformng for reducng the mpact of flow nose on sonar performance C. Bao 1, J. Leader and J. Pan 1 Defence Scence & Technology Organzaton, Rockngham, WA 6958, Australa School of Mechancal

More information

Effective SNR Based MIMO Switching in Mobile WiMAX Systems

Effective SNR Based MIMO Switching in Mobile WiMAX Systems Effectve SNR Based MIMO Swtcng n Moble WMAX Systems Myoung-Seob Km and Yong-wan Lee Scool of Electrcal Engneerng and INMC, Seoul Natonal Unversty Kwanak P. O. Box, Seoul -600 Korea Emal: mseob@ttl.snu.ac.kr

More information

Procedia Computer Science

Procedia Computer Science Proceda Computer Scence 3 (211) 714 72 Proceda Computer Scence (21) Proceda Computer Scence www.elsever.com/locate/proceda www.elsever.com/locate/proceda WCIT-21 Performance evaluaton of data delvery approaches

More information

POLYTECHNIC UNIVERSITY Electrical Engineering Department. EE SOPHOMORE LABORATORY Experiment 1 Laboratory Energy Sources

POLYTECHNIC UNIVERSITY Electrical Engineering Department. EE SOPHOMORE LABORATORY Experiment 1 Laboratory Energy Sources POLYTECHNIC UNIERSITY Electrcal Engneerng Department EE SOPHOMORE LABORATORY Experment 1 Laboratory Energy Sources Modfed for Physcs 18, Brooklyn College I. Oerew of the Experment Ths experment has three

More information

RC Filters TEP Related Topics Principle Equipment

RC Filters TEP Related Topics Principle Equipment RC Flters TEP Related Topcs Hgh-pass, low-pass, Wen-Robnson brdge, parallel-t flters, dfferentatng network, ntegratng network, step response, square wave, transfer functon. Prncple Resstor-Capactor (RC)

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

Combined Beamforming and Scheduling for High Speed Downlink Packet Access

Combined Beamforming and Scheduling for High Speed Downlink Packet Access Combned Beamformng and Schedulng for Hgh Speed Downlnk Packet Access Alexander Seeger Informaton and Communcaton Moble Semens A.G. Hofmannstr.5, 8359 Munch, Germany Alexander.Seeger@semens.com Marcn Skora

More information

Experimental characterization of the outdoor MIMO wireless channel temporal variation

Experimental characterization of the outdoor MIMO wireless channel temporal variation Brgham Young Unversty BYU ScholarsArchve All Faculty Publcatons 2007-05-01 Expermental characterzaton of the outdoor MIMO wreless channel temporal varaton Mchael A. Jensen jensen@byu.edu Karl F. Warnck

More information

PAPER Effect of Joint Detection on System Throughput in Distributed Antenna Network

PAPER Effect of Joint Detection on System Throughput in Distributed Antenna Network DOI:10.1587/transcom.2018EBP3077 Publczed:2018/08/29 Ths advance publcaton artcle wll after proofreadng. IEICE TRANS.??, VOL.Exx??, NO.xx XXXX 200x 1 PAPER Effect of Jont Detecton on System Throughput

More information

Topology Control for C-RAN Architecture Based on Complex Network

Topology Control for C-RAN Architecture Based on Complex Network Topology Control for C-RAN Archtecture Based on Complex Network Zhanun Lu, Yung He, Yunpeng L, Zhaoy L, Ka Dng Chongqng key laboratory of moble communcatons technology Chongqng unversty of post and telecommuncaton

More information

Exponential Effective SIR Metric for LTE Downlink

Exponential Effective SIR Metric for LTE Downlink Exponental Effectve SIR Metrc for LTE Downlnk Joan Olmos, Albert Serra, Slva Ruz, Maro García-Lozano, Davd Gonzalez Sgnal Theory and Communcatons Department Unverstat Poltècnca de Catalunya (UPC) Barcelona,

More information

Digital Transmission

Digital Transmission Dgtal Transmsson Most modern communcaton systems are dgtal, meanng that the transmtted normaton sgnal carres bts and symbols rather than an analog sgnal. The eect o C/N rato ncrease or decrease on dgtal

More information

CROSS-LAYER OPTIMIZATION PERFORMANCE OF SINGLE CELL MILLIMETER WAVE OFDM WIRELESS NETWORK UNDER RAIN FADING

CROSS-LAYER OPTIMIZATION PERFORMANCE OF SINGLE CELL MILLIMETER WAVE OFDM WIRELESS NETWORK UNDER RAIN FADING Semnar Nasonal Aplkas Teknolog Informas 009 (SNATI 009) Yogyakarta, 0 Jun 009 CROSS-LAYER OTIMIZATION ERFORMANCE OF SINGLE CELL MILLIMETER WAVE OFDM WIRELESS NETWORK UNDER RAIN FADING E. Endroyono 1, G.

More information

AOA Cooperative Position Localization

AOA Cooperative Position Localization AOA Cooperatve Poston Localzaton Jun Xu, Maode Ma and Cho Loo Law Postonng and Wreless echnology Centre Nanyang echnologcal Unversty, Sngapore xujun@pmal.ntu.edu.sg Abstract- In wreless sensor networs,

More information

Full-duplex Relaying for D2D Communication in mmwave based 5G Networks

Full-duplex Relaying for D2D Communication in mmwave based 5G Networks Full-duplex Relayng for D2D Communcaton n mmwave based 5G Networks Boang Ma Hamed Shah-Mansour Member IEEE and Vncent W.S. Wong Fellow IEEE Abstract Devce-to-devce D2D communcaton whch can offload data

More information

TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS TN TERMINATON FOR POINT-TO-POINT SYSTEMS. Zo = L C. ω - angular frequency = 2πf

TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS TN TERMINATON FOR POINT-TO-POINT SYSTEMS. Zo = L C. ω - angular frequency = 2πf TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS INTRODUCTION Because dgtal sgnal rates n computng systems are ncreasng at an astonshng rate, sgnal ntegrty ssues have become far more mportant to

More information

Tunable Wideband Receiver (TWB) Data Processing Description December, 2013

Tunable Wideband Receiver (TWB) Data Processing Description December, 2013 Page 1 of 5 Tunable Wdeband Recever (TWB) Data Processng Descrpton December, 2013 The tunable wdeband recever (TWB) can be manually tuned to any frequency of nterest between 17 and 33 MHz. The recever

More information

BER Performance Analysis of Multiuser Diversity with Antenna Selection in MRC MIMO Systems

BER Performance Analysis of Multiuser Diversity with Antenna Selection in MRC MIMO Systems Performance Analyss of ultuser Dversty wth Antenna Selecton n RC IO Systems ohammad Torab 1, Davd Haccoun 1 and Wessam Ajb 2 1 Department of Electrcal Engneerng, École Polytechnque de ontréal, ontréal,

More information

Wi-Fi Indoor Location Based on RSS Hyper-Planes Method

Wi-Fi Indoor Location Based on RSS Hyper-Planes Method Chung Hua Journal of Scence and Engneerng, Vol. 5, No. 4, pp. 7-4 (007 W-F Indoor Locaton Based on RSS Hyper-Planes Method Ch-Kuang Hwang and Kun-Feng Cheng Department of Electrcal Engneerng, Chung Hua

More information

Abstract. 1. Introduction

Abstract. 1. Introduction Wreless Sensor Network, 00,, 38-389 do:0.436/wsn.00.4050 Publshed Onlne May 00 (http://www.scrp.org/journal/wsn) A New Method to Improve Performance of Cooperatve Underwater Acoustc Wreless Sensor Networks

More information

Scaling Up MIMO. with very large arrays] Thomas L. Marzetta, Ove Edfors, and Fredrik Tufvesson ]

Scaling Up MIMO. with very large arrays] Thomas L. Marzetta, Ove Edfors, and Fredrik Tufvesson ] Scalng Up MIMO dynamc graphcs [ Opportuntes and challenges wth very large arrays] [ Fredrk Rusek, Danel Persson, Buon ong Lau, Erk G Larsson, Thomas L Marzetta, Ove Edfors, and Fredrk Tufvesson ] Multple-nput

More information

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 13, NO. 12, DECEMBER

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 13, NO. 12, DECEMBER IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 3, NO. 2, DECEMBER 204 695 On Spatal Capacty of Wreless Ad Hoc Networks wth Threshold Based Schedulng Yue Lng Che, Student Member, IEEE, Ru Zhang, Member,

More information

Micro-grid Inverter Parallel Droop Control Method for Improving Dynamic Properties and the Effect of Power Sharing

Micro-grid Inverter Parallel Droop Control Method for Improving Dynamic Properties and the Effect of Power Sharing 2015 AASRI Internatonal Conference on Industral Electroncs and Applcatons (IEA 2015) Mcro-grd Inverter Parallel Droop Control Method for Improvng Dynamc Propertes and the Effect of Power Sharng aohong

More information

Webinar Series TMIP VISION

Webinar Series TMIP VISION Webnar Seres TMIP VISION TMIP provdes techncal support and promotes knowledge and nformaton exchange n the transportaton plannng and modelng communty. DISCLAIMER The vews and opnons expressed durng ths

More information

Fuzzy Logic Power Control in Cognitive Radio

Fuzzy Logic Power Control in Cognitive Radio Fuzzy Logc ower Control n Cogntve Rado Zeljko Tabakovc Croatan ost and Electronc Communcatons Agency Jursceva 3 Zagreb, Croata zeljkotabakovc@telekomhr Sonja Grgc, Mslav Grgc Unversty of Zagreb, Faculty

More information

Figure.1. Basic model of an impedance source converter JCHPS Special Issue 12: August Page 13

Figure.1. Basic model of an impedance source converter JCHPS Special Issue 12: August Page 13 A Hgh Gan DC - DC Converter wth Soft Swtchng and Power actor Correcton for Renewable Energy Applcaton T. Selvakumaran* and. Svachdambaranathan Department of EEE, Sathyabama Unversty, Chenna, Inda. *Correspondng

More information

CROSSFIRE. FP7 Contract Number:

CROSSFIRE. FP7 Contract Number: CROSSFIRE Uncoordnated network strateges for enhanced nterference, moblty, rado resource, and energy savng management n LTE-Advanced networks FP7 Contract Number: 376 WP Interference-Aware LTE-A Heterogeneous

More information