IEEE P Wireless Personal Area Networks

Size: px
Start display at page:

Download "IEEE P Wireless Personal Area Networks"

Transcription

1 November 6 IEEE P c IEEE P8.5 Wireless Persoal Area Networks Project Title IEEE P8.5 Workig Group for Wireless Persoal Area Networks (WPANs) Statistical 6 GHz Idoor Chael Model Usig Circular Polarized Ateas Date Submitted Source Re: [] [ November 6] [Zhiguo Lai, Uiversity of Massachusetts] [Abbie Mathew, NewLANS] [Salvador Rivera, NewLANS] [Dev Gupta, NewLANS] [zhlai@ece.umass.edu] [amathew@ewlas.com] [srivera@ewlas.com] [dgupta@ewlas.com] Abstract [This paper describes a statistical 6 GHz idoor chael model with circular polarized ateas, which icludes time-of-arrival (ToA) ad agle-of-arrival (AoA) characteristics. A time-domai measuremet system that was used to simultaeously collect the temporal ad spatial data is described. Data processig methods are outlied, ad results obtaied from data take i office ad residetial eviromets are preseted.] Purpose [] Notice Release This documet has bee prepared to assist the IEEE P8.5. It is offered as a basis for discussio ad is ot bidig o the cotributig idividual(s) or orgaizatio(s). The material i this documet is subject to chage i form ad cotet after further study. The cotributor(s) reserve(s) the right to add, amed or withdraw material cotaied herei. The cotributor ackowledges ad accepts that this cotributio becomes the property of IEEE ad may be made publicly available by P8.5. Submissio Page Zhiguo Lai, UMass

2 November 6 IEEE P c Statistical 6 GHz Idoor Chael Model Usig Circular Polarized Ateas Zhiguo Lai, Abbie Mathew, Salvador Rivera, ad Dev Gupta Uiversity of Massachusetts, Amherst, MA 3, USA NewLANS Compay Ic., Acto, MA 7, USA s: zhlai@ece.umass.edu; {amathew, srivera, dgupta}@ewlas.com Abstract: I this paper, a statistical 6 GHz idoor chael model, which icludes time-of-arrival (ToA) ad agle-of-arrival (AoA) characteristics, is proposed based o a measuremet campaig usig circular polarized ateas. A time-domai measuremet system that was used to simultaeously collect the temporal ad spatial data is described. Data processig methods are outlied, ad results obtaied from data take i two differet eviromets are preseted.. Itroductio I high speed idoor radio commuicatios systems, delay distortio due to multipath compoets (MPCs) is a serious cause of chael degradatio. Circular polarized sigals have the property of reducig MPCs. This has bee reported i the work doe by a umber of researchers i this area [-3]. However almost all the existig statistical models are based o liear polarized ateas. Specifically, the work doe by Maabe ad Sato [] provides iterestig results. Their work showed that the root-mea-square (RMS) delay spread with right had polarizatio is about half that of vertical ad horizotal polarizatios. They also reported that circular polarizatio reduced MPCs up to 3 db with respect to the liear polarizatios. They the coducted experimets to determie a relatioship betwee polarizatio ad bit error rate (BER). For a 5 Mbps BPSK trasmissio with a SNR of 5 db, the BER with circular polarizatio was sigificatly lower tha that with liear polarizatios. The authors of this paper are ot aware of papers describig 6 GHz chael model with circular polarized sigals. Motivated by this, Uiversity of Massachusetts ad NewLANS udertook a 6 GHz idoor measuremet campaig to support the IEEE 8.5.3c task group i the developmet of a wireless persoal area etwork (WPAN) stadard. The objective of the campaig was to develop a statistical chael model for circular polarized pulse trasmissio i support of applicatios i office ad residetial eviromets. The data acquisitio system developed for this measuremet campaig is capable of resolvig MPC arrivals simultaeously i time ad space domais. The system was used to collect a umber of data sets from these two eviromets. This paper reports the results of these measuremets, ad the proposes a statistical model which icludes both time-of-arrival (ToA) ad agle-of-arrival (AoA) characteristics of the idoor chael. Most of the temporal-spatial chael models proposed so far made the assumptio that the statistics for the ToA ad the AoA are idepedet. To the best of the authors kowledge, the first thorough ivestigatio (ad probably the oly oe available i the literature) o the temporal-spatial correlatio i idoor propagatio eviromets based o real measuremet data was that of Chog, et. al. [4], although Specer et. al. [5] cotaied a brief discussio o this Submissio Page Zhiguo Lai, UMass

3 November 6 IEEE P c issue. I this paper, a joit probability distributio fuctio (PDF) for the ToA ad the AoA is preseted followig the approach described i [4]. The orgaizatio of the paper is as follows. Sectio describes the measuremet setup ad eviromets. Sectio 3 presets the techique used to extract MPC ToA ad AoA iformatio from the measured data. A ew statistical chael model is proposed i Sectio 4, followed by a discussio of parameters i Sectio 5. Fially, appropriate coclusios are draw i Sectio 6.. Measuremet Setup ad Eviromets. Measuremet Setup The measuremets were made i time-domai such that reflectios ad impulse resposes are available almost istataeously. A block diagram of the system is show i Figure. The pulse geerator modulates the 6.6 GHz from the dielectric resoator oscillator (DRO) to create a s pulsed sigal. The receiver dow coverts the received sigal to a itermediate frequecy (IF) of 5.4 GHz. The pulsed data is recorded usig a Agilet 86A digital storage oscilloscope coected to a laptop computer, which captures the iformatio displayed by the scope ad saves the data i a Excel spreadsheet. At the start of each measuremet, the trasmitter ad the receiver were bore sighted. The basic techique used to collect the data ivolved poitig the receiver i a certai directio, measurig the time-domai impulse respose (from the IF output) of the chael i that directio, rotatig the receiver a small amout (about ) with the trasmitter fixed, ad repeatig the procedure util full 36 coverage was obtaied. Measuremets were take at each icremet. The trasmitter ad receiver ateas, both right had polarized, have a half power beam width (HPBW) of 35 ad 3 respectively. Figure. Measuremet setup Submissio Page 3 Zhiguo Lai, UMass

4 November 6 IEEE P c. Eviromets Office ad residetial eviromets were cosidered i the measuremet campaig. The office eviromet cosisted of cubicles, coferece rooms, ad hallway/corridor. Each of them comprised of followig articles: Office cubicles: metal shelves, white boards, ad office widows Coferece rooms: metal shelves, white boards, ad office widows Hallway/corridor: office cubicles, metal shelves, ad walls The residetial measuremets were made i US homes ad they cosisted of livig/family rooms, diig rooms, ad kitche. The eviromets cosisted of widows, doors, picture frames, woode furiture, ad fire place. Table summarizes the umber of measuremets take i each eviromet ad Figures shows the layouts of some locatios cosidered i the campaig. Table. Number of measuremet poits i the campaig Eviromet Number of Locatios Number of Measuremets Office 33 6,6 Residetial 3 5,46 63,466 (a) Office cubicle (b) Coferece room (c) Kitche (d) Livig room Figure. Sketch layouts of some locatios cosidered i the measuremet campaig Submissio Page 4 Zhiguo Lai, UMass

5 November 6 IEEE P c 3. Data Processig ad Aalysis 3. Basebad Pulse Recovery As metioed i the previous sectios, time-domai impulse resposes were measured as the receiver rotated through 36. The respose at each agle is a IF sigal cetered at about 5.4 GHz. A evelope detector was digitally implemeted i Matlab to recover the basebad pulses: The respose was first badpass filtered at 5.4±. GHz. The evelope of the output was obtaied through Hilbert trasform [6]. Basebad pulses were recovered after lowpassig the evelope (cutoff of. GHz). 3. Image Processig Data produced by this procedure ca best be viewed i the form of a image plot of the relative received power (with respect to the LOS sigal) as a fuctio of time ad agle. A example of such plots is show i Figure 3a. This data set was take from cubicle measuremets (Figure a), where the trasmitter ad receiver separatio is about.8 m. Note that i his figure, the vertical axis represets the absolute delay from the trasmitter. Also ote that a -3 db threshold has bee applied. From this image plot, oe ca clearly see the sigal due to LOS path (zero agle) as well as two reflectios at large agles. ormalized power (db) delay (s) - - Measuremet7a θ (deg) 5 LOS θ (deg) (a) Image plot (b) Reflectio plot Figure 3. Example of a processed data set. Computer algorithms, such as CLEAN ad KDE, are available to extract MPC iformatio (power, ToA, ad AoA). However these algorithms are usually time-cosumig ad they ted to pick up false detectios which may eed to be maually removed. We had made accurate layout diagrams for each locatio durig the measuremet campaig. Due to the simplicity of the measured data, MPC iformatio i our data sets was maually collected from processed data alog with the help of eviromet layouts. Submissio Page 5 Zhiguo Lai, UMass

6 November 6 IEEE P c Cosider the example give i Figure 3a, which is the reflectio measuremet of the office eviromet i Figure a. To accurately determie the MPC iformatio, the peak value ad its correspodig delay of the received power at each agle were plotted i Figure 3b. Lookig at the layout diagram ad the reflectio plot, oe ca determie that the true reflectios, ot the aomalies of the atea itegratig reflected power, were captured. Oe ca further determie that ad are sigle ray reflectios (from the metal shelf ad the wall behid the receiver respectively). The image plot ad the reflectio plot i Figure 3, cofirmed the selectio. This procedure was used for all the measuremets. 3.3 Atea Decovolutio The atea decovolutio process was carried out by a process explaied i the previous paragraph. This was made possible as oly a few scattered MPCs were observed i each of the measuremets. This was facilitated by the -3 db threshold. The 3 HPBW receiver atea ad circular polarizatio further reduced multipath reflectios. 4. Proposed Statistical Idoor Chael Model I this sectio we propose a statistical model for the idoor multipath chael that icludes a sigle-cluster versio of the S V model [7] ad icorporates spatial iformatio. Model parameters are derived from the data collected durig the measuremet campaig described i Sectio. By assumig a fiite umber of MPCs (sice a proper threshold has bee applied), the chael impulse respose (CIR) ca be expressed as L h( t, θ ) = β δ ( t tlos, θ ) + α lδ ( t tlos t l, θ θl ) () l= where δ( ) is the Dirac delta fuctio, β is a ormalizatio factor that ca be determied from the measuremet setup (e.g., the free-space path loss, trasmitter ad receiver gais, etc.), t LOS is the absolute delay correspodig to the LOS path, L is the umber of rays, α l, t l, ad θ l are the amplitude, the ToA, ad the AoA of the l-th ray, respectively. Notice that the last three parameters are all relative values with respect to the LOS sigal. 5. Extractio of Chael Parameters This sectio presets the statistical characterizatio of chael parameters defied i the previous sectio. The variatios of these parameters may be characterized statistically by fittig the measuremet data agaist the proposed theoretical distributios. 5. Joit Distributio of the ToA ad the AoA Figure 4 shows the scatter plots of the ToA versus the AoA for office ad residetial eviromets. It ca be see that for both eviromets the ToA ad the AoA are strog related. Roughly speakig, rays arrivig at the receiver with shorter (or loger) delays ted to have relatively smaller (or larger) AoAs. Also it appears that there are o arrivals withi ± of the LOS directio for the office eviromet ad ± for the residetial eviromet. Submissio Page 6 Zhiguo Lai, UMass

7 November 6 IEEE P c office eviromet 5 ToA (s) AoA (deg) residetial eviromet 5 ToA (s) AoA (deg) Figure 4. Scatter plots of the ToA versus the AoA for office ad residetial eviromets. To better model the temporal-spatial property of the multipath chael, it is desirable to study the joit PDF betwee the ToA ad the AoA, f(t l, θ l ), which, followig the approach described i [4], ca be expressed as f ( tl, θ l ) = f ( θl tl ) f ( tl ) () where f(θ l t l ) is the coditioal AoA PDF ad f(t l ) is the margial ToA PDF. The margial ToA PDF, f(t l ), was estimated by accumulatig all rays AoAs ad is usually modeled by a Poisso process [7]: f ( tl tl ) = λ exp[ λ( tl tl ) ], tl < tl < (3) where λ is the mea ray arrival rate. Figure 5 shows the margial ToA histograms for both office ad residetial eviromets with their estimated PDFs plotted as solid curves. The estimated parameter from the measured data was /λ =. s for the office eviromet ad.9 s for the residetial eviromet. Figure 6 shows the joit histograms for the ToA ad the AoA. Note that the agular axis i this figure spas from to 36 istead of from -8 to 8 cosiderig the fact that the majority of arrivals are from the viciity of ±8 except for extremely short delays. I [4], the coditioal AoA PDF, f(θ l t l ), is associated with a set of so-called partial coditioal AoA PDFs, {f(θ l ), =,,, N-}, as follows: N {,, L, N } ( ) = f θ l tl f ( θl τ ), (4) = where = τ with τ beig the delay step size ad N beig the umber of delay steps. Here τ = s was chose i order to esure that the umber of rays withi each delay step,, was Submissio Page 7 Zhiguo Lai, UMass

8 November 6 IEEE P c sufficiet (e.g., at least ) for further statistical aalysis of f(θ l ). By observig the shape of f(θ l ), a kow PDF is proposed to represet the varyig shape of f(θ l ) by a chage of its parameter values (usually the mea ad stadard deviatio). 5 office eviromet occurrece (%) occurrece (%) t (s) residetial eviromet t (s) Figure 5. Margial ToA PDFs for office ad residetial eviromets. Figure 6. Joit histograms of the ToA ad the AoA for office ad residetial eviromets. Cosiderig the similarity betwee office ad residetial eviromets, i the followig aalysis, we combie all the measured data for a sufficietly large sample space. Figure 7 shows a series of histograms, i.e., graphs of partial coditioal AoA PDFs, {f(θ l ), =,,, N-}. The value of to geerate each of these graphs are also show o the plots. Note that at large Submissio Page 8 Zhiguo Lai, UMass

9 November 6 IEEE P c delay values ( > s), fewer arrivals were observed. I order to obtai a good statistical represetatio, τ was chose to be s to esure a sufficietly large umber of samples. Also ote that graph (a) was geerated differetly: it was observed that rays with extremely short delays ted to arrive withi the viciity of ; so -8 to 8 otatio was used ad histogram of absolute AoA values was plotted (cosiderig the symmetry). It ca be see that a Gaussia PDF cetered at 8 with various stadard deviatios ca provide a reasoably good match to the rest graphs. Note that although Figure 7b is more or less uiform, it ca still be treated as a Gaussia distributio (still cetered at 8 ) with very large stadard deviatio. Therefore a modified Gaussia PDF is proposed to model f(θ l ): ( θ l θ ) exp < τ < τ π σ σ f ( θl τ ) = (5) o ( θl 8 ) exp otherwise π σ σ θ θl l where τ, θ, ad σ are properly chose costats (τ = s, θ = 3, ad σ = i our case), ad σ θ l is the stadard deviatio coditioed upo ad its variatio ca be approximated by the followig fittig: σ θ ( τ ) a ( b τ ) l τ = exp (6) where a ad b are costats that ca be estimated usig a oliear least square regressio method. Figure 8 show the extracted σ from measured data ad its least square fittig. θ l Much more measuremets are eeded for more accurate modelig of the joit PDF. At the time of desigig this measuremet campaig, o prior iformatio was available o the multipath characteristics (AoA ad ToA) at 6 GHz ad with circular polarizatio. 5 4 (a) = [:] s = 34 5 (b) = [:4] s = 35 5 = [4:6] s = 46 (c) occurrece (%) = [6:8] s = 46 (d) (e) = [8:] s = (f) = [:] s = AoA (deg) Figure 7. Partial coditioal AoA PDFs for each delay step. Submissio Page 9 Zhiguo Lai, UMass

10 November 6 IEEE P c stadard deviatio (deg) ( τ ) = 64.5 exp(. τ ) σ θ 9 l curve fittig measured data delay step, (s) Figure 8. Stadard deviatio of the coditioal AoA PDF as a fuctio of delay step. 5. Power Delay Profile The power delay profile (PDP) cotais iformatio about how much power arrives at the receiver with a delay betwee [τ, τ+dτ] ad has bee ivestigated i umerous studies (theoretically ad experimetally). It is therefore oly shortly discussed here. I accordace with [4], [5], ad [8-], it is foud that the average PDP is reasoably well modeled by a oe-sided expoetial decayig fuctio, i.e., P exp( τ / γ ) τ > P ( τ ) (7) otherwise where γ is the ray decay factor. Figure 9 shows the scatter plots of the ormalized power versus the ToA for both office ad residetial eviromets with their estimated curves superimposed. The estimated parameters from the measured data was γ = 3.8 s for the office eviromet ad.56 s for the residetial eviromet ad P = -.84 db for the office eviromet ad -. db for the residetial eviromet. Oe of the key compoets for small-scale fadig is the amplitude statistics which is ofte assumed to follow Rayleigh distributios with their parameters determied from the average PDP, i.e., σ ( τ ) = P( τ ). The Rayleigh distributio with parameter σ has a PDF give by α α exp > α f ( α) = σ σ (8) otherwise If we defie a ormalized parameter ˆ α = α / σ, it is easy to show that αˆ also follows a Rayleigh distributio with parameter. Obviously it is much simpler to work with a ormalized variable. Submissio Page Zhiguo Lai, UMass

11 November 6 IEEE P c Let the measured istataeous amplitude be α (τ ). Defie the ormalized amplitude as ˆ α( τ ) = α( τ ) / P( τ ). To obtai f (αˆ ), the PDF of ˆα, we follow the approach described i the previous sectio, i.e., we associate it with a set of partial ormalized amplitude PDFs, { f ( ˆ α τ ), =,, L, N }, as follows: N {,,, N } ( ˆ) = f α f ( ˆ α ), L (9) = where = τ with τ beig the delay step size ad N beig the umber of delay steps just like before. Agai the office ad residetial data were combied to esure a sufficietly large umber of samples. Figure shows a series of histograms, i.e., graphs of partial ormalized amplitude PDFs, { f ( ˆ α τ ), =,, L, N }, all superimposed by a Rayleigh distributio with parameter (the red curves). We ca see a reasoably good agreemet betwee the measured data ad the aalytical expressio. Aother two parameters of practical iterest are the mea delay, τ, ad the RMS delay spread, τ RMS, defied as [] P( τ ) ( τ ) d ( ) ( ) τ dτ τ = ad τ τ P τ dτ τ =. () RMS P τ P( τ ) dτ Note that both parameters are defied from a sigle PDP. Figure shows the computed τ ad τ RMS as well as the cumulative probability of the RMS delay for both office ad residetial eviromets. The results are cosistet with those reported i []. ormalized power (db) ormalized power (db) office eviromet ToA (s) residetial eviromet ToA (s) Figure 9. Scatter plots of the power versus the ToA for office ad residetial eviromets. Submissio Page Zhiguo Lai, UMass

12 November 6 IEEE P c.5 (a) = [:] s = 34.5 (b) = [:4] s = 35.5 (c) = [4:6] s = PDF (d) = [6:8] s = 46.5 (e) = [8:] s = 34.5 (f) = [:] s = ormalized amplitude 4 6 Figure. Partial ormalized amplitude PDFs for each delay step. 5 office eviromet 5 residetial eviromet mea delay (s) measuremet umber 6 mea delay (s) measuremet umber 4 rms delay (s) 4 rms delay (s) 3 cumulative probability measuremet umber rms delay spread (s) cumulative probability measuremet umber rms delay spread (s) Figure. The mea delay ad the RMS delay for office ad residetial eviromets. Submissio Page Zhiguo Lai, UMass

13 November 6 IEEE P c 5.3 Extracted Parameters Chael parameters of all the proposed PDFs ad PDP related parameters extracted from the measuremet data for both office ad residetial eviromets are give i Table. Table. Statistical Chael Parameters Parameters Values Office Residetial Uit Ray Arrival Rate, /λ..9 s Ray Decay Factor, γ s τ s θ 3 deg Coditioal AoA PDF σ deg Mea 8 deg Stadard a 64.5 deg Deviatio b.9 s -/ Mea Delay, τ s RMS Delay Spread, τ RMS.8.4 s 6. Summary ad Coclusios A ew statistical 6 GHz idoor chael model, which icludes both ToA ad AoA characteristics, has bee proposed based o the measuremet data collected i two differet eviromets usig circular polarized ateas. A time-domai measuremet system that was used to simultaeously collect the temporal ad spatial data was described. Data processig methods were outlied ad statistical characteristics of the model parameters were preseted. Oe of the major cotributios of this paper is the thorough study of the joit PDF betwee the ToA ad the AoA, which fully describes the temporal-spatial correlatio properties of the multipath chael. To the best of the authors kowledge, this paper is the first 6 GHz chael model based o circular polarized sigals. I geeral, the data preseted here exhibited some geeral characteristics as the sigle-cluster S-V model ad other modified S-V models. The ToAs i the measured data closely follow a sigle Poisso process, the mea amplitude of each arrival approximately follows a patter of expoetial decay, ad the istataeous amplitude follows a Rayleigh distributio. However there were some differeces observed i the measured model parameters: About 5% (8%) of the arrivals have a relative power of -5 db (- db) or less compared to the LOS sigal for both office ad residetial eviromets. No arrivals were observed withi ± of the LOS directio for the office eviromet ad ± for the residetial eviromet. For both eviromets the ToA ad the AoA are strog related. Rays arrivig at the receiver with shorter (or loger) delays ted to have relatively smaller (or larger) AoAs. Submissio Page 3 Zhiguo Lai, UMass

14 November 6 IEEE P c The coditioal AoA PDFs are well described by a series of Gaussia distributios cetered at 8 with various stadard deviatios except for those with extremely short delays. 7. Ackowledgemet The authors wish to thak Dr. Su-Khiog Yog ad Dr. Toy Pollock for their helpful commets. 8. Refereces [] T. Maabe, et. al., Multipath Measuremet at 6 GHz for Idoor Wireless Commuicatio Systems, IEEE 44th Vehicular Techology Coferece, 95-99, Jue 994. [] T. Maabe, et. al., Polarizatio Depedece of Multipath Propagatio ad High Speed Trasmissio Characteristics of Idoor Millimeter Chael at 6 GHz, IEEE Trasactio o Vehicular Techology, Vol. 44, No., 68-74, May 995. [3] K. Sato, et. al., Measuremets of Reflectio ad Trasmissio of Office Buildig i the 6 GHz Bad, IEEE Trasactio o Ateas ad Propagatio, Vol. 45, No., , December 997. [4] C. C. Chog, et. al., A New Statistical Widebad Spatio-Temporal Chael Model for 5 GHz Bad WLAN Systems, IEEE Joural o Selected Areas i Commuicatios, Vol., No., 39-5, February 3. [5] Q. H. Specer, et. al., Modelig the Statistical Time ad Agle of Arrival Characteristics of a Idoor Multipath Chael, IEEE Joural o Selected Areas i Commuicatios, Vol. 8, No. 3, , March. [6] S. Hayki, Commuicatios Systems (4 th Editio), Joh Wiley & Sos, Ic., May. [7] A. A. M. Saleh ad R. A. Valezuela, A Statistical Model for Idoor Multipath Propagatio, IEEE Joural o Selected Areas i Commuicatios, Vol. 5, No., 8-37, February 987. [8] A. Davydov, et. al., Saleh-Valezuela Chael Model Parameters for Library Eviromet, IEEE doc.: c. [9] T. Pollock, et. al., Office 6 GHz Chael Measuremets ad Model, IEEE doc.: c. [] T. Pollock, et. al., Residetial 6 GHz Chael Measuremets ad Model, IEEE doc.: c. [] H. Sawada, et. al., LOS Office Chael Model Based o TSV Model, IEEE doc.: c. [] T. S. Rappaport, Wireless Commuicatios: Priciples ad Practice ( d Editio), Pretice Hall Ptr., December. Submissio Page 4 Zhiguo Lai, UMass

IEEE P Wireless Personal Area Networks

IEEE P Wireless Personal Area Networks September 6 IEEE P8.-6-398--3c IEEE P8. Wireless Personal Area Networks Project Title IEEE P8. Working Group for Wireless Personal Area Networks (WPANs) Statistical 6 GHz Indoor Channel Model Using Circular

More information

A New Space-Repetition Code Based on One Bit Feedback Compared to Alamouti Space-Time Code

A New Space-Repetition Code Based on One Bit Feedback Compared to Alamouti Space-Time Code Proceedigs of the 4th WSEAS It. Coferece o Electromagetics, Wireless ad Optical Commuicatios, Veice, Italy, November 0-, 006 107 A New Space-Repetitio Code Based o Oe Bit Feedback Compared to Alamouti

More information

APPLICATION NOTE UNDERSTANDING EFFECTIVE BITS

APPLICATION NOTE UNDERSTANDING EFFECTIVE BITS APPLICATION NOTE AN95091 INTRODUCTION UNDERSTANDING EFFECTIVE BITS Toy Girard, Sigatec, Desig ad Applicatios Egieer Oe criteria ofte used to evaluate a Aalog to Digital Coverter (ADC) or data acquisitio

More information

Measurement of Equivalent Input Distortion AN 20

Measurement of Equivalent Input Distortion AN 20 Measuremet of Equivalet Iput Distortio AN 2 Applicatio Note to the R&D SYSTEM Traditioal measuremets of harmoic distortio performed o loudspeakers reveal ot oly the symptoms of the oliearities but also

More information

History and Advancement of the Family of Log Periodic Toothed Planer Microstrip Antenna

History and Advancement of the Family of Log Periodic Toothed Planer Microstrip Antenna Joural of Electromagetic Aalysis ad Applicatios, 2011, 3, 242-247 doi:10.4236/jemaa.2011.36039 Published Olie Jue 2011 (http://www.scirp.org/joural/jemaa) History ad Advacemet of the Family of Log Periodic

More information

X-Bar and S-Squared Charts

X-Bar and S-Squared Charts STATGRAPHICS Rev. 7/4/009 X-Bar ad S-Squared Charts Summary The X-Bar ad S-Squared Charts procedure creates cotrol charts for a sigle umeric variable where the data have bee collected i subgroups. It creates

More information

Summary of Random Variable Concepts April 19, 2000

Summary of Random Variable Concepts April 19, 2000 Summary of Radom Variable Cocepts April 9, 2000 his is a list of importat cocepts we have covered, rather tha a review that derives or explais them. he first ad primary viewpoit: A radom process is a idexed

More information

Problem of calculating time delay between pulse arrivals

Problem of calculating time delay between pulse arrivals America Joural of Egieerig Research (AJER) 5 America Joural of Egieerig Research (AJER) e-issn: 3-847 p-issn : 3-936 Volume-4, Issue-4, pp-3-4 www.ajer.org Research Paper Problem of calculatig time delay

More information

CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER

CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER 95 CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER 5.1 GENERAL Ru-legth codig is a lossless image compressio techique, which produces modest compressio ratios. Oe way of icreasig the compressio ratio of a ru-legth

More information

Measurements of the Communications Environment in Medium Voltage Power Distribution Lines for Wide-Band Power Line Communications

Measurements of the Communications Environment in Medium Voltage Power Distribution Lines for Wide-Band Power Line Communications Measuremets of the Commuicatios viromet i Medium Voltage Power Distributio Lies for Wide-Bad Power Lie Commuicatios Jae-Jo Lee *,Seug-Ji Choi *,Hui-Myoug Oh *, Wo-Tae Lee *, Kwa-Ho Kim * ad Dae-Youg Lee

More information

Analysis of SDR GNSS Using MATLAB

Analysis of SDR GNSS Using MATLAB Iteratioal Joural of Computer Techology ad Electroics Egieerig (IJCTEE) Volume 5, Issue 3, Jue 2015 Aalysis of SDR GNSS Usig MATLAB Abstract This paper explais a software defied radio global avigatio satellite

More information

COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS

COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS Mariusz Ziółko, Przemysław Sypka ad Bartosz Ziółko Departmet of Electroics, AGH Uiversity of Sciece ad Techology, al. Mickiewicza 3, 3-59 Kraków, Polad,

More information

Evaluation of turbulent parameters based on angle-of-arrival fluctuation Yang LI 1,Chao GAO 2, Yi-Ming LI 2, Gang YANG 2 & Xiao-Feng LI 2

Evaluation of turbulent parameters based on angle-of-arrival fluctuation Yang LI 1,Chao GAO 2, Yi-Ming LI 2, Gang YANG 2 & Xiao-Feng LI 2 Iteratioal Coferece o Iformatio Techology ad Maagemet Iovatio (ICITMI 15) Evaluatio of turbulet parameters based o agle-of-arrival fluctuatio Yag LI 1,Chao GAO, Yi-Mig LI, Gag YANG & Xiao-Feg LI 1 Accoutig

More information

Application of Image Fusion to Wireless Image Transmission

Application of Image Fusion to Wireless Image Transmission Applicatio of Image Fusio to Wireless Image Trasmissio Liae C. Ramac ad Pramod K. Varshey EECS Departmet, Syracuse Uiversity 121 Lik Hall, Syracuse, NY 13244 Email: lcramac@mailbox.syr.edu, varshey@cat.syr.edu

More information

LAB 7: Refractive index, geodesic lenses and leaky wave antennas

LAB 7: Refractive index, geodesic lenses and leaky wave antennas EI400 Applied Atea Theory LAB7: Refractive idex ad leaky wave ateas LAB 7: Refractive idex, geodesic leses ad leaky wave ateas. Purpose: The mai goal of this laboratory how to characterize the effective

More information

A Novel Small Signal Power Line Quality Measurement System

A Novel Small Signal Power Line Quality Measurement System IMTC 3 - Istrumetatio ad Measuremet Techology Coferece Vail, CO, USA, - May 3 A ovel Small Sigal Power Lie Quality Measuremet System Paul B. Crilly, Erik Leadro Boaldi, Levy Ely de Lacarda de Oliveira,

More information

Design of FPGA- Based SPWM Single Phase Full-Bridge Inverter

Design of FPGA- Based SPWM Single Phase Full-Bridge Inverter Desig of FPGA- Based SPWM Sigle Phase Full-Bridge Iverter Afarulrazi Abu Bakar 1, *,Md Zarafi Ahmad 1 ad Farrah Salwai Abdullah 1 1 Faculty of Electrical ad Electroic Egieerig, UTHM *Email:afarul@uthm.edu.my

More information

Fingerprint Classification Based on Directional Image Constructed Using Wavelet Transform Domains

Fingerprint Classification Based on Directional Image Constructed Using Wavelet Transform Domains 7 Figerprit Classificatio Based o Directioal Image Costructed Usig Wavelet Trasform Domais Musa Mohd Mokji, Syed Abd. Rahma Syed Abu Bakar, Zuwairie Ibrahim 3 Departmet of Microelectroic ad Computer Egieerig

More information

The Detection of Abrupt Changes in Fatigue Data by Using Cumulative Sum (CUSUM) Method

The Detection of Abrupt Changes in Fatigue Data by Using Cumulative Sum (CUSUM) Method Proceedigs of the th WSEAS Iteratioal Coferece o APPLIED ad THEORETICAL MECHANICS (MECHANICS '8) The Detectio of Abrupt Chages i Fatigue Data by Usig Cumulative Sum (CUSUM) Method Z. M. NOPIAH, M.N.BAHARIN,

More information

Intermediate Information Structures

Intermediate Information Structures Modified from Maria s lectures CPSC 335 Itermediate Iformatio Structures LECTURE 11 Compressio ad Huffma Codig Jo Roke Computer Sciece Uiversity of Calgary Caada Lecture Overview Codes ad Optimal Codes

More information

PROJECT #2 GENERIC ROBOT SIMULATOR

PROJECT #2 GENERIC ROBOT SIMULATOR Uiversity of Missouri-Columbia Departmet of Electrical ad Computer Egieerig ECE 7330 Itroductio to Mechatroics ad Robotic Visio Fall, 2010 PROJECT #2 GENERIC ROBOT SIMULATOR Luis Alberto Rivera Estrada

More information

Tehrani N Journal of Scientific and Engineering Research, 2018, 5(7):1-7

Tehrani N Journal of Scientific and Engineering Research, 2018, 5(7):1-7 Available olie www.jsaer.com, 2018, 5(7):1-7 Research Article ISSN: 2394-2630 CODEN(USA): JSERBR 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38

More information

Chapter 3. GPS Signal Propagation Characteristics and its Modeling

Chapter 3. GPS Signal Propagation Characteristics and its Modeling Chapter 3 GPS Sigal Propagatio Characteristics ad its Modelig 3. Itroductio GPS avigatio sigal icludes vital iformatio such as orbital parameters, clock error coefficiets etc. This received sigal is affected

More information

A New Design of Log-Periodic Dipole Array (LPDA) Antenna

A New Design of Log-Periodic Dipole Array (LPDA) Antenna Joural of Commuicatio Egieerig, Vol., No., Ja.-Jue 0 67 A New Desig of Log-Periodic Dipole Array (LPDA) Atea Javad Ghalibafa, Seyed Mohammad Hashemi, ad Seyed Hassa Sedighy Departmet of Electrical Egieerig,

More information

AC : USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM

AC : USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM AC 007-7: USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM Josue Njock-Libii, Idiaa Uiversity-Purdue Uiversity-Fort Waye Josué Njock Libii is Associate Professor

More information

Laboratory Exercise 3: Dynamic System Response Laboratory Handout AME 250: Fundamentals of Measurements and Data Analysis

Laboratory Exercise 3: Dynamic System Response Laboratory Handout AME 250: Fundamentals of Measurements and Data Analysis Laboratory Exercise 3: Dyamic System Respose Laboratory Hadout AME 50: Fudametals of Measuremets ad Data Aalysis Prepared by: Matthew Beigto Date exercises to be performed: Deliverables: Part I 1) Usig

More information

Design of FPGA Based SPWM Single Phase Inverter

Design of FPGA Based SPWM Single Phase Inverter Proceedigs of MUCEET2009 Malaysia Techical Uiversities Coferece o Egieerig ad Techology Jue 20-22, 2009, MS Garde,Kuata, Pahag, Malaysia MUCEET2009 Desig of FPGA Based SPWM Sigle Phase Iverter Afarulrazi

More information

Unit 5: Estimating with Confidence

Unit 5: Estimating with Confidence Uit 5: Estimatig with Cofidece Sectio 8.2 The Practice of Statistics, 4 th editio For AP* STARNES, YATES, MOORE Uit 5 Estimatig with Cofidece 8.1 8.2 8.3 Cofidece Itervals: The Basics Estimatig a Populatio

More information

Cross-Layer Performance of a Distributed Real-Time MAC Protocol Supporting Variable Bit Rate Multiclass Services in WPANs

Cross-Layer Performance of a Distributed Real-Time MAC Protocol Supporting Variable Bit Rate Multiclass Services in WPANs Cross-Layer Performace of a Distributed Real-Time MAC Protocol Supportig Variable Bit Rate Multiclass Services i WPANs David Tug Chog Wog, Jo W. Ma, ad ee Chaig Chua 3 Istitute for Ifocomm Research, Heg

More information

PERFORMANCE OF MULTIBEAM MIMO FOR NLOS MILLIMETER WAVE INDOOR COMMUNICATION SYSTEMS CHAPTER 6

PERFORMANCE OF MULTIBEAM MIMO FOR NLOS MILLIMETER WAVE INDOOR COMMUNICATION SYSTEMS CHAPTER 6 PERFORMANCE OF MULTIBEAM MIMO FOR NLOS MILLIMETER WAVE INDOOR COMMUNICATION SYSTEMS CAPTER 6 1 PERFORMANCE OF MULTIBEAM MIMO FOR NLOS MILLIMETER WAVE INDOOR COMMUNICATION SYSTEMS CAPTER 6 igh data rate

More information

A Reduced Complexity Channel Estimation for OFDM Systems with Precoding and Transmit Diversity in Mobile Wireless Channels Hlaing Minn, Dong In Kim an

A Reduced Complexity Channel Estimation for OFDM Systems with Precoding and Transmit Diversity in Mobile Wireless Channels Hlaing Minn, Dong In Kim an A Reduced Complexity Chael Estimatio for OFDM Systems with Precodig ad Trasmit Diversity i Mobile Wireless Chaels Hlaig Mi, Dog I Kim ad Vijay K. Bhargava Departmet of Electrical ad Computer Egieerig,

More information

H2 Mathematics Pure Mathematics Section A Comprehensive Checklist of Concepts and Skills by Mr Wee Wen Shih. Visit: wenshih.wordpress.

H2 Mathematics Pure Mathematics Section A Comprehensive Checklist of Concepts and Skills by Mr Wee Wen Shih. Visit: wenshih.wordpress. H2 Mathematics Pure Mathematics Sectio A Comprehesive Checklist of Cocepts ad Skills by Mr Wee We Shih Visit: weshih.wordpress.com Updated: Ja 2010 Syllabus topic 1: Fuctios ad graphs 1.1 Checklist o Fuctios

More information

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003 troductio to Wireless Commuicatio ystems ECE 476/ECE 501C/C 513 Witer 2003 eview for Exam #1 March 4, 2003 Exam Details Must follow seatig chart - Posted 30 miutes before exam. Cheatig will be treated

More information

Adaptive Resource Allocation in Multiuser OFDM Systems

Adaptive Resource Allocation in Multiuser OFDM Systems Adaptive Resource Allocatio i Multiuser OFDM Systems Fial Report Multidimesioal Digital Sigal Processig Malik Meherali Saleh The Uiversity of Texas at Austi malikmsaleh@mail.utexas.edu Sprig 005 Abstract

More information

A SELECTIVE POINTER FORWARDING STRATEGY FOR LOCATION TRACKING IN PERSONAL COMMUNICATION SYSTEMS

A SELECTIVE POINTER FORWARDING STRATEGY FOR LOCATION TRACKING IN PERSONAL COMMUNICATION SYSTEMS A SELETIVE POINTE FOWADING STATEGY FO LOATION TAKING IN PESONAL OUNIATION SYSTES Seo G. hag ad hae Y. Lee Departmet of Idustrial Egieerig, KAIST 373-, Kusug-Dog, Taejo, Korea, 305-70 cylee@heuristic.kaist.ac.kr

More information

Spread Spectrum Signal for Digital Communications

Spread Spectrum Signal for Digital Communications Wireless Iformatio Trasmissio System Lab. Spread Spectrum Sigal for Digital Commuicatios Istitute of Commuicatios Egieerig Natioal Su Yat-se Uiversity Spread Spectrum Commuicatios Defiitio: The trasmitted

More information

THE OCCURRENCE OF TRANSIENT FIELDS AND ESD IN TYPICAL SELECTED AREAS

THE OCCURRENCE OF TRANSIENT FIELDS AND ESD IN TYPICAL SELECTED AREAS THE OCCURRENCE OF TRANSIENT FIELDS AND ESD IN TYPICAL SELECTED AREAS Stepha FREI Techical Uiversity Berli, Istitute of Electrical Power Egieerig Eisteiufer, 587 Berli, Germay e-mail: frei@ihs.ee.tu-berli.de

More information

ADSP ADSP ADSP ADSP. Advanced Digital Signal Processing (18-792) Spring Fall Semester, Department of Electrical and Computer Engineering

ADSP ADSP ADSP ADSP. Advanced Digital Signal Processing (18-792) Spring Fall Semester, Department of Electrical and Computer Engineering ADSP ADSP ADSP ADSP Advaced Digital Sigal Processig (8-79) Sprig Fall Semester, 7 Departmet of Electrical ad Computer Egieerig OTES O RADOM PROCESSES I. Itroductio Radom processes are at the heart of most

More information

SSB Noise Figure Measurements of Frequency Translating Devices

SSB Noise Figure Measurements of Frequency Translating Devices 975 SSB oise Figure Measuremets of Frequecy Traslatig Devices. Otegi,. Garmedia, J.M. Collates, M. Sayed Electricity ad Electroics Departmet, Uiversity of the Basque Coutry, Apdo. 644, 48080 Bilbao, Spai

More information

Pulse-echo Ultrasonic NDE of Adhesive Bonds in Automotive Assembly

Pulse-echo Ultrasonic NDE of Adhesive Bonds in Automotive Assembly ECNDT 6 - Poster 7 Pulse-echo Ultrasoic NDE of Adhesive Bods i Automotive Assembly Roma Gr. MAEV, Sergey TITOV, Uiversity of Widsor, Widsor, Caada Abstract. Recetly, adhesive bodig techology has begu to

More information

The Institute of Chartered Accountants of Sri Lanka

The Institute of Chartered Accountants of Sri Lanka The Istitute of Chartered Accoutats of Sri Laka Postgraduate Diploma i Busiess ad Fiace Quatitative Techiques for Busiess Hadout 02:Presetatio ad Aalysis of data Presetatio of Data The Stem ad Leaf Display

More information

ELEC 350 Electronics I Fall 2014

ELEC 350 Electronics I Fall 2014 ELEC 350 Electroics I Fall 04 Fial Exam Geeral Iformatio Rough breakdow of topic coverage: 0-5% JT fudametals ad regios of operatio 0-40% MOSFET fudametals biasig ad small-sigal modelig 0-5% iodes (p-juctio

More information

Massachusetts Institute of Technology Dept. of Electrical Engineering and Computer Science Fall Semester, Introduction to EECS 2.

Massachusetts Institute of Technology Dept. of Electrical Engineering and Computer Science Fall Semester, Introduction to EECS 2. Massachusetts Istitute of Techology Dept. of Electrical Egieerig ad Computer Sciece Fall Semester, 006 6.08 Itroductio to EECS Prelab Exercises Pre-Lab#3 Modulatio, demodulatio, ad filterig are itegral

More information

Performances Evaluation of Reflectarray Antenna using Different Unit Cell Structures at 12GHz

Performances Evaluation of Reflectarray Antenna using Different Unit Cell Structures at 12GHz Idia Joural of Sciece ad Techology, Vol 9(46), DOI: 1.17485/ijst/216/v9i46/17146, December 216 ISSN (Prit) : 974-6846 ISSN (Olie) : 974-5645 Performaces Evaluatio of Reflectarray Atea usig Differet Uit

More information

Joint Power Allocation and Beamforming for Cooperative Networks

Joint Power Allocation and Beamforming for Cooperative Networks It. J. Commuicatios, etwork ad System Scieces,, 4, 447-45 doi:.436/ijcs..4753 Published Olie July (http://www.scirp.org/joural/ijcs) Joit Power Allocatio ad Beamformig for Cooperative etworks Sodes Maadi,,

More information

Capacity Analysis for OFDM Systems with Transceiver I/Q Imbalance

Capacity Analysis for OFDM Systems with Transceiver I/Q Imbalance Capacity Aalysis for OFDM Systems with Trasceiver I/Q Imbalace Stefa Kroe ad Gerhard Fettweis Vodafoe Chair Mobile Commuicatios Systems Techische Uiversität Dresde, 6 Dresde, Germay E-mail: {stefa.kroe,

More information

Radar emitter recognition method based on AdaBoost and decision tree Tang Xiaojing1, a, Chen Weigao1 and Zhu Weigang1 1

Radar emitter recognition method based on AdaBoost and decision tree Tang Xiaojing1, a, Chen Weigao1 and Zhu Weigang1 1 Advaces i Egieerig Research, volume 8 d Iteratioal Coferece o Automatio, Mechaical Cotrol ad Computatioal Egieerig (AMCCE 7) Radar emitter recogitio method based o AdaBoost ad decisio tree Tag Xiaojig,

More information

PRACTICAL FILTER DESIGN & IMPLEMENTATION LAB

PRACTICAL FILTER DESIGN & IMPLEMENTATION LAB 1 of 7 PRACTICAL FILTER DESIGN & IMPLEMENTATION LAB BEFORE YOU BEGIN PREREQUISITE LABS Itroductio to Oscilloscope Itroductio to Arbitrary/Fuctio Geerator EXPECTED KNOWLEDGE Uderstadig of LTI systems. Laplace

More information

LETTER A Novel Adaptive Channel Estimation Scheme for DS-CDMA

LETTER A Novel Adaptive Channel Estimation Scheme for DS-CDMA 1274 LETTER A Novel Adaptive Chael Estimatio Scheme for DS-CDMA Che HE a), Member ad Xiao-xiag LI, Nomember SUMMARY This paper proposes a adaptive chael estimatio scheme, which uses differet movig average

More information

Statistical modelling and computer simulation of indoor radio channel

Statistical modelling and computer simulation of indoor radio channel Statistical modellig ad computer simulatio of idoor radio chael R. Gaesh K. Pahlava dexig terms : Radiocommuicatio, Simulatio, Propagatio Abstract: Multipath profiles obtaied from radio propagatio measuremets

More information

Fault Diagnosis in Rolling Element Bearing Using Filtered Vibration and Acoustic Signal

Fault Diagnosis in Rolling Element Bearing Using Filtered Vibration and Acoustic Signal Volume 8 o. 8 208, 95-02 ISS: 3-8080 (prited versio); ISS: 34-3395 (o-lie versio) url: http://www.ijpam.eu ijpam.eu Fault Diagosis i Rollig Elemet Usig Filtered Vibratio ad Acoustic Sigal Sudarsa Sahoo,

More information

INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION

INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION XIX IMEKO World Cogress Fudametal ad Applied Metrology September 6, 9, Lisbo, Portugal INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION Dalibor

More information

x 1 + x x n n = x 1 x 2 + x x n n = x 2 x 3 + x x n n = x 3 x 5 + x x n = x n

x 1 + x x n n = x 1 x 2 + x x n n = x 2 x 3 + x x n n = x 3 x 5 + x x n = x n Sectio 6 7A Samplig Distributio of the Sample Meas To Create a Samplig Distributio of the Sample Meas take every possible sample of size from the distributio of x values ad the fid the mea of each sample

More information

Ultra-Wideband (UWB) Wireless Communications

Ultra-Wideband (UWB) Wireless Communications Ultra-Widebad (UWB) Wireless Commuicatios Associate Professor Teessee Techological Uiversity rqiu@ieee.org Preseted at Army Research Lab Adelphi, Marylad, Jue 4, 2004 1 Outlie Itroductio UWB Priciples

More information

A PLANE WAVE MONTE CARLO SIMULATION METHOD FOR REVERBERATION CHAMBERS

A PLANE WAVE MONTE CARLO SIMULATION METHOD FOR REVERBERATION CHAMBERS A PLANE WAVE MONTE CARLO SIMULATION METHOD FOR REVERBERATION CHAMBERS L. Musso *,**,***, V. Berat *, F. Caavero **, B. Demouli *** * Directio de la Recherche Techocetre Reault 1, Av. du Golf 7888 Guyacourt,

More information

Adaptive MMSE Rake-Equalizer Receiver Design with Channel Estimation for DS-UWB System

Adaptive MMSE Rake-Equalizer Receiver Design with Channel Estimation for DS-UWB System Adaptive MMSE Rake-Equalizer Receiver Desig with Chael Estimatio for DS-UWB System Departmet of Electric Egieerig, Diwa Uiversity No.87-1, Nashi Li, Madou Tow, Taia Couty 7153, Taiwa, R.O.C. cyj@dwu.edu.tw

More information

HOW BAD RECEIVER COORDINATES CAN AFFECT GPS TIMING

HOW BAD RECEIVER COORDINATES CAN AFFECT GPS TIMING HOW BAD RECEIVER COORDINATES CAN AFFECT GPS TIMING H. Chadsey U.S. Naval Observatory Washigto, D.C. 2392 Abstract May sources of error are possible whe GPS is used for time comparisos. Some of these mo

More information

Combined Scheme for Fast PN Code Acquisition

Combined Scheme for Fast PN Code Acquisition 13 th Iteratioal Coferece o AEROSPACE SCIENCES & AVIATION TECHNOLOGY, ASAT- 13, May 6 8, 009, E-Mail: asat@mtc.edu.eg Military Techical College, Kobry Elkobbah, Cairo, Egypt Tel : +(0) 4059 4036138, Fax:

More information

Measurements of weld geometry using image processing technology

Measurements of weld geometry using image processing technology Measuremets of weld geometry usig image processig techology Chia-Lug Chag a, Ye-Hug Che b a Departmet of Mechaical Egieerig, Natioal Yuli Uiversity of Sciece ad Techology, Douliu, Yuli, Taiwa, ROC b Departmet

More information

SIDELOBE SUPPRESSION IN OFDM SYSTEMS

SIDELOBE SUPPRESSION IN OFDM SYSTEMS SIDELOBE SUPPRESSION IN OFDM SYSTEMS Iva Cosovic Germa Aerospace Ceter (DLR), Ist. of Commuicatios ad Navigatio Oberpfaffehofe, 82234 Wesslig, Germay iva.cosovic@dlr.de Vijayasarathi Jaardhaam Muich Uiversity

More information

SHORT-TERM TRAVEL TIME PREDICTION USING A NEURAL NETWORK

SHORT-TERM TRAVEL TIME PREDICTION USING A NEURAL NETWORK SHORT-TERM TRAVEL TIME PREDICTION USING A NEURAL NETWORK Giovai Huiske ad Eric va Berkum Dept. of Civil Egieerig - Uiversity of Twete - 7500 AE Eschede - The Netherlads E-mail: g.huiske@ctw.utwete.l ad

More information

GENERATE AND MEASURE STANDING SOUND WAVES IN KUNDT S TUBE.

GENERATE AND MEASURE STANDING SOUND WAVES IN KUNDT S TUBE. Acoustics Wavelegth ad speed of soud Speed of Soud i Air GENERATE AND MEASURE STANDING SOUND WAVES IN KUNDT S TUBE. Geerate stadig waves i Kudt s tube with both eds closed off. Measure the fudametal frequecy

More information

ECE 333: Introduction to Communication Networks Fall Lecture 4: Physical layer II

ECE 333: Introduction to Communication Networks Fall Lecture 4: Physical layer II ECE 333: Itroductio to Commuicatio Networks Fall 22 Lecture : Physical layer II Impairmets - distortio, oise Fudametal limits Examples Notes: his lecture cotiues the discussio of the physical layer. Recall,

More information

PHY-MAC dialogue with Multi-Packet Reception

PHY-MAC dialogue with Multi-Packet Reception PHY-AC dialogue with ulti-packet Receptio arc Realp 1 ad Aa I. Pérez-Neira 1 CTTC-Cetre Tecològic de Telecomuicacios de Cataluya Edifici Nexus C/Gra Capità, - 0803-Barceloa (Cataluya-Spai) marc.realp@cttc.es

More information

MEASUREMENT AND CONTORL OF TOTAL HARMONIC DISTORTION IN FREQUENCY RANGE 0,02-10KHZ.

MEASUREMENT AND CONTORL OF TOTAL HARMONIC DISTORTION IN FREQUENCY RANGE 0,02-10KHZ. ELECTRONICS 00 September, Sozopol, BLGARIA MEASREMENT AND CONTORL OF TOTAL HARMONIC DISTORTION IN FREQENCY RANGE 0,0-0KHZ. Plame Agelov Agelov Faculty for Computer Sciece, Egieerig ad Natural Studies,

More information

RECOMMENDATION ITU-R P Propagation by diffraction

RECOMMENDATION ITU-R P Propagation by diffraction Rec. ITU-R P.- 1 RECOMMENDATION ITU-R P.- Propagatio by diffractio (Questio ITU-R / The ITU Radiocommuicatio Assembly, (1-1-1-1-1-1-1-1- cosiderig a that there is a eed to provide egieerig iformatio for

More information

CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND

CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND Faycal Khaldi 1 ad Faouzi Soltai 2 1,2 Départemet d électroique, Uiversité des Frères Metouri Costatie Costatie 25, Algeria

More information

Analysis and Optimization Design of Snubber Cricuit for Isolated DC-DC Converters in DC Power Grid

Analysis and Optimization Design of Snubber Cricuit for Isolated DC-DC Converters in DC Power Grid Aalysis ad Optimizatio Desig of Subber Cricuit for Isolated DC-DC Coverters i DC Power Grid Koji Orikawa Nagaoka Uiversity of Techology Nagaoka, Japa orikawa@st.agaokaut.ac.jp Ju-ichi Itoh Nagaoka Uiversity

More information

Sensors & Transducers 2015 by IFSA Publishing, S. L.

Sensors & Transducers 2015 by IFSA Publishing, S. L. Sesors & Trasducers 215 by IFSA Publishig, S. L. http://www.sesorsportal.com Uiversal Sesors ad Trasducers Iterface for Mobile Devices: Metrological Characteristics * Sergey Y. YURISH ad Javier CAÑETE

More information

Estimation of reflection location by the correlation coefficient function

Estimation of reflection location by the correlation coefficient function Acoustics 8 Paris Estimatio of reflectio locatio by the correlatio coefficiet fuctio H. Shibayama a, T. Araya b, Y. Maabe b ad E. Oarura b a Shibaura Istitute of Techology, 3-7-5, Toyosu, Koto-u, 35-8548

More information

An Adaptive Image Denoising Method based on Thresholding

An Adaptive Image Denoising Method based on Thresholding A Adaptive Image Deoisig Method based o Thresholdig HARI OM AND MANTOSH BISWAS Departmet of Computer Sciece & Egieerig Idia School of Mies, Dhabad Jharkad-86004 INDIA {hariom4idia, matoshb}@gmail.com Abstract

More information

Advanced Telemetry Tracking System for High Dynamic Targets

Advanced Telemetry Tracking System for High Dynamic Targets Advaced Telemetry Trackig System for High Dyamic Targets Item Type text; Proceedigs Authors Mischwaer, Natha; Leide, Nelso Paiva Oliveira Publisher Iteratioal Foudatio for Telemeterig Joural Iteratioal

More information

Universal Field, Impedance, and S-Matrix Statistics of Metallic Enclosures. MURI Review 2004

Universal Field, Impedance, and S-Matrix Statistics of Metallic Enclosures. MURI Review 2004 Uiversal Field, Impedace, ad S-Matrix Statistics of Metallic Eclosures Studets: Sameer Hemmady, X. Zheg, Faculty: E. Ott, T. M. Atose ad Steve M. Alage MURI Review 4 Project fuded by the USAF-MURI ad DURIP

More information

Compound Controller for DC Motor Servo System Based on Inner-Loop Extended State Observer

Compound Controller for DC Motor Servo System Based on Inner-Loop Extended State Observer BULGARIAN ACADEMY OF SCIENCES CYBERNETICS AND INFORMATION TECHNOLOGIES Volume 6, No 5 Special Issue o Applicatio of Advaced Computig ad Simulatio i Iformatio Systems Sofia 06 Prit ISSN: 3-970; Olie ISSN:

More information

Beam Pattern Scanning (BPS) versus Space-Time Block Coding (STBC) and Space-Time Trellis Coding (STTC)

Beam Pattern Scanning (BPS) versus Space-Time Block Coding (STBC) and Space-Time Trellis Coding (STTC) It. J. Commuicatios, Network ad System Scieces, 2009, 6, 469-479 doi:10.4236/ijcs.2009.26051 Published Olie September 2009 (http://www.scirp.org/joural/ijcs/). 469 Beam Patter Scaig (BPS) versus Space-Time

More information

High Speed Area Efficient Modulo 2 1

High Speed Area Efficient Modulo 2 1 High Speed Area Efficiet Modulo 2 1 1-Soali Sigh (PG Scholar VLSI, RKDF Ist Bhopal M.P) 2- Mr. Maish Trivedi (HOD EC Departmet, RKDF Ist Bhopal M.P) Adder Abstract Modular adder is oe of the key compoets

More information

Circular waveguides. Introduction. Table of Contents

Circular waveguides. Introduction. Table of Contents Itroductio Circular waveguides Waveguides ca be simply described as metal pipes. Depedig o their cross sectio there are rectagular waveguides (described i separate tutorial) ad circular waveguides, which

More information

Project: IEEE P Working Group for Wireless Personal Area Networks N

Project: IEEE P Working Group for Wireless Personal Area Networks N Project: IEEE P82.15 Working Group for Wireless Personal Area Networks N (WPANs( WPANs) Title: [Merging two-path and S-V models for LOS desktop channel environments] Date Submitted: [July, 26] Source:

More information

Empirical Estimation of Probability Distribution of Extreme Responses of Turret Moored FPSOs

Empirical Estimation of Probability Distribution of Extreme Responses of Turret Moored FPSOs Empirical Estimatio of Probability Distributio of Extreme Resposes of Turret Moored FPSOs Amir H. Izadparast Research ad Developmet Group, SOFEC. Housto, Texas, USA Aru S. Duggal Research ad Developmet

More information

Chapter 1 The Design of Passive Intermodulation Test System Applied in LTE 2600

Chapter 1 The Design of Passive Intermodulation Test System Applied in LTE 2600 Chapter The Desig of Passive Itermodulatio Test System Applied i LTE 600 Gogli, Wag Cheghua, You Wejue 3, Wa Yuqiag 4 Abstract. For the purpose of measurig the passive itermodulatio (PIM) products caused

More information

SELEX Elsag. 5/18/2012 R. Pucci SDR 12 WinnComm 1

SELEX Elsag. 5/18/2012 R. Pucci SDR 12 WinnComm 1 SELEX Elsag 5/18/01 R. Pucci SDR 1 WiComm 1 Military BU - SELEX Elsag Possible update of SDR Platforms to COGNITIVE architectures COGNITIVE MANAGER INTERFACE Geolocatio, Voice, Video, etc Applicatio Policy

More information

4. INTERSYMBOL INTERFERENCE

4. INTERSYMBOL INTERFERENCE DATA COMMUNICATIONS 59 4. INTERSYMBOL INTERFERENCE 4.1 OBJECT The effects of restricted badwidth i basebad data trasmissio will be studied. Measuremets relative to itersymbol iterferece, usig the eye patter

More information

ISSN 075-47. : (7) 014 61.371.3.,. (.. ),. (..,.),. E-mail: shramko.adezhda@mail.ru, igor.molokovskiy@gmail.com.,,,,. :,,,,,.,,...,.. []: ; -, ;.,,., ( ),.. : 1) ; ),,.,..,,.. 156 ISSN 075-47. : (7) 014,,.

More information

Objectives. Some Basic Terms. Analog and Digital Signals. Analog-to-digital conversion. Parameters of ADC process: Related terms

Objectives. Some Basic Terms. Analog and Digital Signals. Analog-to-digital conversion. Parameters of ADC process: Related terms Objectives. A brief review of some basic, related terms 2. Aalog to digital coversio 3. Amplitude resolutio 4. Temporal resolutio 5. Measuremet error Some Basic Terms Error differece betwee a computed

More information

High-Order CCII-Based Mixed-Mode Universal Filter

High-Order CCII-Based Mixed-Mode Universal Filter High-Order CCII-Based Mixed-Mode Uiversal Filter Che-Nog Lee Departmet of Computer ad Commuicatio Egieerig, Taipei Chegshih Uiversity of Sciece ad Techology, Taipei, Taiwa, R. O. C. Abstract This paper

More information

A Wide-Beam Broadcasting Antenna Using a Curved Dipole on Reflector Plane

A Wide-Beam Broadcasting Antenna Using a Curved Dipole on Reflector Plane 1th WSEAS Iteratioal Coferece o COMMUNICATIONS, Heraklio, Greece, July 3-5, 8 A Wide-Beam Broadcastig Atea Usig a Curved Dipole o Reflector Plae RANGSAN WONGSAN School of Telecommuicatio Egieerig, Istitute

More information

Estimation of non Distortion Audio Signal Compression

Estimation of non Distortion Audio Signal Compression Estimatio of o Distortio Audio Sigal Compressio M. BAK, S. PODOXI, V. TSIGOUZ Departmet of Commuicatio Egieerig Ceter for Techological Educatio Holo 5 Golomb street, POB 35 Holo 58, Tel: +97-3-5669 ISRAEL

More information

x y z HD(x, y) + HD(y, z) HD(x, z)

x y z HD(x, y) + HD(y, z) HD(x, z) Massachusetts Istitute of Techology Departmet of Electrical Egieerig ad Computer Sciece 6.02 Solutios to Chapter 5 Updated: February 16, 2012 Please sed iformatio about errors or omissios to hari; questios

More information

NEXT GENERATION WIRELESS LAN SYSTEM DESIGN 1. Chutima Prommak, Joseph Kabara, David Tipper, Chalermpol Charnsripinyo

NEXT GENERATION WIRELESS LAN SYSTEM DESIGN 1. Chutima Prommak, Joseph Kabara, David Tipper, Chalermpol Charnsripinyo NEXT GENERATION WIRELESS LAN SYSTEM DESIGN Chutima Prommak, Joseph Kabara, David Tipper, Chalermpol Charsripiyo Departmet of Iformatio Sciece & Telecommuicatios 35 N. Bellefield ave., Uiversity of Pittsburgh,

More information

Open Access Researching Coal and Rock Character Recognition Based on Wavelet Packet Frequency Band Energy

Open Access Researching Coal and Rock Character Recognition Based on Wavelet Packet Frequency Band Energy Sed Orders for Reprits to reprits@bethamsciece.ae The Ope Automatio ad Cotrol Systems Joural, 04, 6, 793-797 793 Ope Access Researchig Coal ad Roc Character Recogitio Based o Wavelet Pacet Frequecy Bad

More information

Density Slicing Reference Manual

Density Slicing Reference Manual Desity Slicig Referece Maual Improvisio, Viscout Cetre II, Uiversity of Warwick Sciece Park, Millbur Hill Road, Covetry. CV4 7HS Tel: 0044 (0) 24 7669 2229 Fax: 0044 (0) 24 7669 0091 e-mail: admi@improvisio.com

More information

Recovering low frequencies for impedance inversion by frequency domain deconvolution

Recovering low frequencies for impedance inversion by frequency domain deconvolution Recoverig low frequecies for impedace iversio by frequecy domai decovolutio Sia. Esmaeili*, CREWES, Uiversity of Calgary, sesmaeil@ucalgary.ca Gary. Frak. Margrave, CREWES, Uiversity of Calgary, margrave@ucalgary.ca

More information

Retraction Retracted: Modeling, Real-Time Estimation, and Identification of UWB Indoor Wireless Channels

Retraction Retracted: Modeling, Real-Time Estimation, and Identification of UWB Indoor Wireless Channels Hidawi Iteratioal Joural of Ateas ad Propagatio Volume 17, Article ID 13549, 1 page https://doi.org/1.1155/17/13549 Retractio Retracted: Modelig, Real-Time Estimatio, ad Idetificatio of UWB Idoor Wireless

More information

The Firing Dispersion of Bullet Test Sample Analysis

The Firing Dispersion of Bullet Test Sample Analysis Iteratioal Joural of Materials, Mechaics ad Maufacturig, Vol., No., Ma 5 The Firig Dispersio of Bullet Test Sample Aalsis Youliag Xu, Jubi Zhag, Li Ma, ad Yoghai Sha Udisputed, this approach does reduce

More information

Data Acquisition System for Electric Vehicle s Driving Motor Test Bench Based on VC++ *

Data Acquisition System for Electric Vehicle s Driving Motor Test Bench Based on VC++ * Available olie at www.sciecedirect.com Physics Procedia 33 (0 ) 75 73 0 Iteratioal Coferece o Medical Physics ad Biomedical Egieerig Data Acquisitio System for Electric Vehicle s Drivig Motor Test Bech

More information

Encode Decode Sample Quantize [ ] [ ]

Encode Decode Sample Quantize [ ] [ ] Referece Audio Sigal Processig I Shyh-Kag Jeg Departmet of Electrical Egieerig/ Graduate Istitute of Commuicatio Egieerig M. Bosi ad R. E. Goldberg, Itroductio to Digital Audio Codig ad Stadards, Kluwer

More information

A Simplified Method for Phase Noise Calculation

A Simplified Method for Phase Noise Calculation Poster: T-18 Simplified Method for Phase Noise Calculatio Massoud Tohidia, li Fotowat hmady* ad Mahmoud Kamarei Uiversity of Tehra, *Sharif Uiversity of Techology, Tehra, Ira Outlie Itroductio Prelimiary

More information

OFDM-BPSK Wireless Communication System Performance under Employment of Generalized Receiver

OFDM-BPSK Wireless Communication System Performance under Employment of Generalized Receiver OFDM-BPSK Wireless Commuicatio System Performace uder Employmet of Geeralized Receiver XUEFEI LI, VYACHESLAV TUZLUKOV School of Electroics Egieerig, College of IT Egieerig Kyugpook Natioal Uiversity 7

More information

A New Basic Unit for Cascaded Multilevel Inverters with the Capability of Reducing the Number of Switches

A New Basic Unit for Cascaded Multilevel Inverters with the Capability of Reducing the Number of Switches Joural of Power Electroics, ol, o, pp 67-677, July 67 JPE --6 http://dxdoiorg/6/jpe67 I(Prit: 98-9 / I(Olie: 9-78 A ew Basic Uit for Cascaded Multi Iverters with the Capability of Reducig the umber of

More information

Single Bit DACs in a Nutshell. Part I DAC Basics

Single Bit DACs in a Nutshell. Part I DAC Basics Sigle Bit DACs i a Nutshell Part I DAC Basics By Dave Va Ess, Pricipal Applicatio Egieer, Cypress Semicoductor May embedded applicatios require geeratig aalog outputs uder digital cotrol. It may be a DC

More information