Harnessing oversampling in correlation-coded OTDR

Size: px
Start display at page:

Download "Harnessing oversampling in correlation-coded OTDR"

Transcription

1 Haressig oversamplig i correlatio-coded OTDR Ruoli Liao, 1 Mig Tag, 1,* Ca Zhao, 1 Hao Wu, 1 Sogia Fu, 1 Demig Liu, 1 ad Perry Pig Shum 1 Wuha Natioal Laboratory for Optoelectroics (WNLO) ad Natioal Egieerig Laboratory for Next Geeratio Iteret ccess System, School of Optics ad Electroic Iformatio, Huazhog Uiversity of Sciece ad Techology, Wuha , Chia School of Electrical ad Electroics Egieerig, Nayag Techological Uiversity, , Sigapore bstract: Pulse codig is a effective method to overcome the trade-off betwee sigal-to-oise ratio (SNR) ad spatial resolutio i optical-fiber sesig systems based o optical time-domai reflectometry (OTDR) However, the codig gai has ot bee yet fully exploited We provide a comprehesive theoretical aalysis ad experimetal validatio of the samplig criteria for correlatiocoded OTDR, showig that the codig gai ca be further improved by haressig the oversamplig Moreover, the badwidth-limited feature of the photodetector ca also be utilized to select the samplig rate so that additioal SNR ehacemet is obtaied We believe this priciple could be applied to ay practical OTDR-based optical-fiber sesig techology, ad serve to update existig systems based o correlatio-coded OTDR i a straightforward maer at a relatively low cost 1 Itroductio Optical time-domai reflectometry (OTDR) is a importat distributed optical-fiber sesig techique, i which backscattered light is acquired to obtai the characteristics alog the fiber uder test However, sice the Rayleigh scatterig coefficiet is very small, the backscattered light is very weak as compared to the probig light, leadig to a poor sigal-to-oise ratio (SNR) i OTDR systems lthough icreasig the pulse width ca improve the SNR, it also deteriorates the spatial resolutio Oe solutio to this trade-off is to apply pulse codig I essece, pulse codig icreases the ijected eergy to improve the SNR, while the spatial resolutio, which is determied by the bit width, remais the same I direct detectio OTDR systems, codig schemes ca be classified ito two groups: liear combiatio codes ad correlatio codes [1] Withi the first group, the Simplex codig scheme is the most represetative ad has bee demostrated effective i various OTDR-based fiber sesig systems [ 4] The biorthogoal code is aother liear combiatio code that has proved to be useful [5] However, all codig schemes i this group suffer from the same problem, amely that ehacig the codig gai implies extedig the code legth, which results ito a remarkable icrease i measuremet time This is especially troublesome i log-rage or dyamic/istataeous measuremets O the other had, withi the secod group of codig schemes, complemetary-correlatio codes are particularly suitable for OTDR systems due to their perfect autocorrelatio property The most represetative amog them is the Golay code [6] The umber of sequeces i correlatio codes is idepedet of the code legth; hece, the umber of periods eeded to perform a complete measuremet remais costat Other correlatio codig schemes have also bee developed to further reduce measuremet time [7] or ehace codig gai [8] Iterestigly eough, as illustrated i the followig sectios, the codig gai for a correlatio codig scheme ca be further ehaced by simply choosig a appropriate aalog-to-digital coverter (DC) samplig rate after photodetectio This method does ot require ay chage i the trasmitter, which meas it ca be easily applied to existig OTDR systems with a correlatio codig scheme, thus ehacig their performace at a relatively low cost However, this techique is ot compatible with liear combiatio codes, as will be proved below I this paper, we preset a comprehesive aalysis of correlatio-coded OTDR, takig ito cosideratio the DC samplig rate ad photodetector (PD) badwidth We will prove that the codig gai ca be further improved by settig a samplig rate that is higher tha the bit rate of the iput light pulses, ie, by oversamplig Moreover, the codig gai is also affected by the PD badwidth, ad extra SNR ehacemet ca be obtaied by settig the samplig rate withi a specific rage relevat to the oise characteristics of the PD The results of the experimets performed cofirm these coclusios Theory The correlatio relatioship i OTDR The light source used i direct detectio OTDR is icoheret, so a OTDR system ca be regarded as a discrete liear time-ivariat system The OTDR respose f is defied as the backscatter respose to a optical pulse sigal, usually a rectagular pulse Whe certai codig is applied to OTDR, a umber of idetical pulses arraged accordig to the uipolar biary code sequece c are ijected ito the fiber, each of which results i the very same backscatter respose with differet time delay The total respose y is their superpositio Whe the acquisitio card records data with a samplig iterval equal to the pulse width, y is give by [6] y c, f (1) where * represets the covolutio operatio Correlatio is oe of the spread-spectrum techiques that ca provide measuremets with improved SNR without sacrificig respose resolutio It is implemeted by correlatig the detected sigal with the probe sigal Note that both covolutio ad

2 correlatio are distributive ad associative (however, covolutio is commutative whereas correlatio is ot) Thus, oe obtais, c y c c f c c f () where deotes correlatio If the autocorrelatio of the probe sigal is a delta fuctio, f ca be accurately recovered as c y f f (3) I this case, rather tha the probe sigal itself (which may be log ad eergetic), it is the autocorrelatio of the probe sigal that determies the respose resolutio However, biary sequeces with zero sidelobes are ot kow to exist Oe approach to pursue the sythesis of zero sidelobes is to sum the autocorrelatios of a group of complemetary codes For example, two L-elemet sequeces form a Golay complemetary pair, if the sum of their autocorrelatios is zero for all ozero shifts [9]: L (4) y probig the system uder test with Golay codes ad, the output sigals are expressed as y f (5) y f Correlatig these outputs with their respective probe sequeces ad summig the results, oe obtais z y y f Lf (6) Thus, we ca precisely recover f from y ad y The code words cosist of bipolar elemets, which caot be implemeted i a direct detectio scheme, so it is ecessary to trasmit the uipolar versio of these codes as the probe sequeces The costructio of uipolar codes is achieved through u 1 u 1 u 1 u 1 Trasmittig these four uipolar sequeces to the system, ad the subtractig the received sigals betwee each pair of uipolar codes, we get u f u f f y u f u f f y With (6) ad (8), the fiber respose is recovered by usig uipolar codes The effect of pulse codig i OTDR systems is evaluated through the codig gai, which is defied as the SNR improvemet with respect to covetioal averaged OTDR, whe the same measuremet time is used Whe white oise is cosidered the mai source of oise i the OTDR system, it ca be foud from [6] that the codig gai is L, where L is the legth of the Golay code The effect of oversamplig The discussio above was based o the hypothesis that the DC samplig iterval is the same as the pulse width However, this is (7) (8) ot a idispesable coditio, ad the samplig iterval ca be much shorter tha the pulse width, as log as the pulse width is a iteger multiple of the samplig iterval otherwise the correlatio process caot be correctly carried out Such multiple relatio may affect the decodig process; hece, it is ecessary to ivestigate the impact of oversamplig i correlatio-coded OTDR systems Let us assume that the pulse width is m times the samplig iterval, where m will be referred to as the oversamplig ratio This is equivalet to replicate m times each elemet i the code words If we deote the pulse width by T, the the time iterval betwee adjacet samplig poits is T/m; however, the pulse width is ot chaged Takig, for example, a bipolar Golay pair of legth ad m =, the replicatio is as follows: (9) The the result of (4) is o loger a delta fuctio, but a triagle fuctio More specifically, the sum of the autocorrelatios of a pair of m-times oversampled Golay codes with origial code legth L is a triagle fuctio with a peak value of ad a FWHM (full width at half maximum) of m: m m k kq,(10) km where m m k 1 m, m m q 1 k= k m m 0, otherwise (11) is the uit triagle fuctio, with a peak value of 1 ad a FWHM of m Obviously, this fuctio does ot deped o the code legth Figure 1 depicts the correlatio result whe m equals ad the code legth is The samplig iterval is T/m, so the FWHM of m q i the cotiuous domai is the same as the width of a sigle bit i the code sequece, which also meas they have the same eergy Fig 1 Code word of a Golay pair whe the code legth is ad m = Compariso betwee a sigle rectagular pulse (blue) ad the equivalet triagular pulse (red) Equatio (6) becomes m tri -m 0 m Red: (m=) lue: a sigle pulse z q f f (1) Note that f i (1) is the OTDR respose to a sigle rectagular pulse of width T/m, (rather tha T, as for f ) The f (tri) ca be see as the OTDR respose to the uit triagular pulse defied i (11) From (1), we see that oversamplig is equivalet to probig the

3 fiber with a triagular pulse rather tha the covetioal rectagular oe These two probig pulses have the same FWHM ad eergy, which implies that the system spatial resolutio remais the same ad the correspodig OTDR resposes, ie, f ad f (tri), should have roughly the same itesity Now let us tur to the codig gai aalysis The sigal voltage at the PD is proportioal to the light itesity, so it is reasoable to use sigal voltage ad oise voltage to calculate the SNR Oly white oise is take ito cosideratio, so the oise voltage has a ormal distributio with mea value 0 ad stadard deviatio σ Hece, a oise sigal N (k) is added to each of the four received raw sigals, so Eq (8) is revised as 1 1 u f N u f N y N N u f N u f N y N N whereas, accordig to (6), Eq (1) becomes ( tri),(13) z f N N N N (14) The last two terms i (14) represet oise, ad they will be grouped together ad deoted by N (total) i the followig discussio Note that ad here have elemets due to oversamplig Sice oise is evaluated by its root-mea-square (RMS) value, our objective is to fid out the RMS of N (total) : total knk Nk knk Nk k 1 N N N N N (15) ad are made up by 1 s ad 1 s, so the RMS of N (total) is give by total DN ( ) ( total ), (16) where the operator D deotes variace Thus, the SNR of the Golay code correlatio process is give by f tri ( ) ftri ( ) SNRc (17) ( total ) I order to obtai the codig gai, it is ecessary to compare the SNRs of the Golay-coded ad sigle-pulse probe sigals uder similar measuremet coditios, ie, for the same peak power ad measuremet time Thus, we should perform four sigle-pulse measuremets ad calculate the fial result as the average This process is expected to ehace the SNR by a factor, so we have SNR p f (18) s discussed before, f ad f (tri) should have roughly the same itesity, so the codig gai is give by SNRc codig gai (19) SNR From (19), it is clear that oversamplig cotributes to a further ehacemet of the codig gai that has ot bee reported before Oversamplig actually turs a code sequece of L bits ito oe of p bits ad, from this poit of view, the codig gai coforms to the expressio for correlatio-coded OTDR without oversamplig This pheomeo occurs ot oly for the Golay code, but also for ay other complemetary-correlatio codig schemes, such as CCPONS [8] Moreover, i the case of coded-otdr based o liear combiatio codig schemes such as the Simplex code [10], as there is o correlatio i the decodig process, oversamplig does ot affect the codig gai C Noise aalysis for a badwidth-limited PD Equatio (16) is based o the assumptio that the oise sigals ( a) ( b) are ucorrelated, ie EN { m N } 0,( ab, 1,,3, 4; m ) I discrete samplig, this is true whe the PD has a ifiite badwidth, or whe the samplig rate is lower tha the PD badwidth I OTDR systems, the badwidth of the PD is ofte chose to be higher tha the bit rate of iput light pulses, but whe oversamplig is applied, the samplig rate may exceed the PD badwidth Hece, the oise should be regarded as badwidth-limited white oise, which has the followig features: a a b a a E N 0; EN Nk 0; EN Nk RN( k); a (0) E N RN(0)= ; ( a, b 1,,3,4; a b), where R N(k) is the autocorrelatio fuctio of oise From Eq (0), oise samples are ucorrelated for differet a ad b, so the four compoets i N (total) ca be separately calculated ad summed to obtai the fial result Takig eg the first compoet, sice the mea value of oise is always 0, we have D N E N 1 1 k k k k k1 k1 1 1 i j i j i j N i1 j1 i1 j1 E N N R ( ji) (1) The rage of (j i) i Eq (1) is from ( 1) to ( 1); the, we ca simplify this equatio by replacig j with (i + k): D N R ( k) 1 1 k k k1 k( 1) i1 i ik N 1 R k RN k( 1) k ( ) ( ), () where R (k) represets the autocorrelatio fuctio of Similarly, the ameded versio of Eq (16) is give by 1 ( total) N k( 1) R ( k) R ( k) R ( k) m1 m = 4 qk RN( k) k 1 (3) I Eq (3), the quatity R (k) + R (k) is the same as i Eqs (4) ad (10) For ideal white oise, the autocorrelatio fuctio R N(k) is a δ fuctio, so the secod term i Eq (3) is 0 ad Eq (3) reduces to Eq (16) Similarly, whe there is o oversamplig, Eq (3) also coicides with Eq (16) accordig to Eq (4), which meas that the badwidth-limited feature of the PD will ot exert ay extra effect i ooversamplig correlatio codig schemes However, whe the samplig rate is higher tha the badwidth of

4 the PD the situatio we are mostly iterested i it is ot evidet whether the secod term (which i the followig discussio will be called extra term, for coveiece) i Eq (3) will be positive or egative If it is egative, the Eq (3) implies that a extra SNR ehacemet ca be obtaied Next, we will prove that it is possible to achieve this by choosig a proper samplig rate -T (c) R ( k) R ( k) R ( k) R ( k) R ( k) R ( k) 0 T -T 0 N -T 0 p1 p p3 Fig Estimatio of σ (total) Sum of the autocorrelatios of ad utocorrelatio of oise (c) Their product The poits p1, p, ad p3 are the first three zero-crossigs The spectrum of oise is determied by the frequecy respose of the PD, which is usually a lowpass filter For coveiece, a rectagular widow is adopted as a ideal lowpass filter to represet the oise spectrum, so the autocorrelatio of oise is a sic fuctio, as show i Fig This assumptio does ot affect our coclusios O the other had, we have already demostrated that the sum of the autocorrelatios of the Golay codes is a triagle fuctio; see Fig The product of these autocorrelatios is displayed i Fig (c), where the first three zerocrossig poits are idicated For a ideal lowpass filter, p1, p, ad p3 are 1/, 1/, ad 3/, respectively, where the badwidth is the equivalet oise badwidth of the PD, usually larger tha the frequecy respose badwidth For a real PD, p1 is also 1/, but the other two poits may ot follow the same multiple relatioship This curve is defied i the cotiuous time domai, so the result of Eq (3) is obtaied by samplig it ad summig up all the samples Our primary cocer is whether the extra term i Eq (3) is positive or egative s we kow, the zero-crossig poits of the sic fuctio have good periodicity Further, the oscillatio of this fuctio atteuates quickly, a atteuatio further accelerated by the triagular widow Whe the samplig iterval is set at a valley of the curve i Fig (c), the extra term will be egative, resultig i a higher codig gai tha the theoretical value This extra SNR ehacemet will be maximum if the samplig iterval is set betwee p1 ad p, especially at (p1+p)/ However, for the same reaso, if the samplig iterval is set betwee p ad p3, the badwidth-limited character of the PD will reduce the SNR ehacemet Sice the curve atteuates rapidly, cotiuig to icrease the samplig iterval will make the extra term approach zero, correspodig to the case i which the samplig rate is withi the badwidth of the PD, so the oise ca be see as ideal white oise O the other had, whe the samplig iterval is smaller tha p1, the extra SNR ehacemet will be smaller Whe the N T T samplig iterval is sufficietly small, ie, the oversamplig ratio m is sufficietly large, the sum i Eq (3) will approach a itegral Note that a oversamplig ratio m meas that the time iterval betwee adjacet samplig poits is T/m, so we have 1 m1 m N k N k( 1) k( m1) m 1 m T C qk RN( k) T k( m1) m T R ( k) R ( k) R ( k) q R ( k) (4) gai, the sum i Eq (4) approaches a itegral whe m is sufficietly large The value of such itegral depeds oly o the autocorrelatio fuctio of the PD oise ad thus ca be regarded as a costat, deoted by C The the codig gai is give by ftri ( ) 4 C / T LT codig gai (5) f C Equatio (5) implies the codig gai will evetually reach a upper limit whe icreasig the samplig rate I coclusio, the samplig rate should be set betwee 1/p1 ad 1/p i order to get extra SNR ehacemet by utilizig the badwidth-limit feature of the PD For the real PDs that we tested, p1 was 1/, while p ad p3 were roughly 3/ ad 5/, respectively, so the samplig rate should be chose betwee /3 ad The actual value also depeds o the pulse width of the iput light, sice m must be a iteger However, a samplig rate betwee /5 ad /3 will reduce the SNR ehacemet Excessive oversamplig will ot cotribute to codig gai aymore lthough oversamplig has o effect i liear combiatio codig schemes like the Simplex code, they may also be affected by the badwidth-limited feature of the PD, depedig o the decodig process However, the coclusios cocerig codig gai may be differet [10] 3 Experimets Experimets were performed to verify the theoretical aalysis, usig the setup show i Fig 3 We employed a broadbad amplified spotaeous emissio (SE) light source, operatig at 1559 m ad with a 3 d spectral width of 1 m The output power of cotiuous-wave (CW) light was set at 16 dm To modulate the CW light, it was used a acoustic optical modulator (OM), which was cotrolled by a arbitrary fuctio geerator (FG) that geerated the code sequeces or sigle pulses The backscattered light was coverted ito a electrical sigal by a 150 MHz highly sesitive photodetector (PD) Fially, the electrical sigal was received i the oscilloscope ad processed by a computer The badwidth of the OM was 10 MHz, so the bit width or sigle pulse width could be o shorter tha 100 s The maximum samplig rate of the oscilloscope was 0 gigasamples per secod (GS/s), ad the samplig rate could oly be selected from a set of preset values To esure that the oversamplig ratios were iteger, i the followig two experimets we chose 00 s ad 100 s for the bit width ad sigle pulse width, respectively ll the fibers uder test were stadard sigle-mode fibers (SMFs)

5 LS CW light OM code trigger 1 FG OSC PD 3 km SMF km SMF flage plate 38km SMF Fig 3 Experimetal setup for coded OTDR LS, amplified spotaeous emissio light source; OM, acoustic-optic modulator; FG, arbitrary fuctio geerator; OSC, oscilloscope; PD, photodetector maximum code legth could ot be over 048 bits, as the Golay code legth must be a power of [9] The osigal sectio of the OTDR curve was used for calculatig oise ad further obtaiig the codig gai through (6) The samplig rate raged from 10 MS/s to 5 GS/s, correspodig to a oversamplig ratio from 1 to 50 Golay sequeces with code legth ragig from 3 to 048 were ijected ito the fiber, ad each of the backscattered sigals was acquired at the differet samplig rates metioed above Provig the triagular pulse pheomeo 0m Fig 4 Compariso betwee the itesities of the Golay-coded OTDR (blue) ad Simplex-coded OTDR (red) respose sigals The goal of the first experimet was to prove that the equivalet probig pulse i correlatio-coded OTDR with oversamplig is a triagular pulse Sice the reflectio peak i a OTDR curve should have the same shape as the probig pulse, we chose for our tests two km SMFs coected by a flage plate carefully screwed to geerate a small reflectio i the juctio To reach a high eough SNR, the Simplex code was used to obtai a sigle pulse OTDR respose The legth of the Simplex ad Golay codes was 55 ad 048, respectively The pulse width was 00 s, ad the samplig rate was 50 MS/s i both cases, so that the oversamplig ratio was 10 The results for the itesity as a fuctio of the positio i the fiber system are show i Fig 4 The two curves are almost idetical, provig that the decodig process exactly recovered the OTDR respose Moreover, the shapes of the two reflectio peaks are also i agreemet with our aalytical results Codig gai verificatio The secod experimet was coducted to verify the codig gai aalysis Sice the sigal itesity is costatly chagig alog the fiber while the RMS of oise remais costat, the codig gai is obtaied as follows: Sc N N c p codig gai, (6) S N N p p c where S c ad S p are the sigal itesities ad N c ad N p the oise itesities i the Golay-coded ad sigle-pulse cases s has bee explaied, S c ad S p ca be regarded as equivalet, so we oly have to calculate the RMS oise i both cases Sice implemetig the Golay code takes 4 measuremets, the oise of the sigle-pulse measuremet N p should be recorded 4 times ad averaged for the compariso to be fair The fiber legth i this case was 38 km, cosumig 38 μs i a period of 500 μs We chose 100 s for the bit width, so the Fig 5 Compariso betwee the itesities of the sigle-pulse OTDR (blue) ad 048 bit Golay-coded OTDR (red & yellow, for two differet oversamplig ratios) respose sigals The sigle pulse result was averaged, while the coded results were ot Fig 5 shows a compariso betwee the itesities of the siglepulse ad Golay-coded OTDR respose sigals The blue curve gives the average sigle-pulse OTDR results calculated from measuremets We see that the sigal ca hardly be distiguished from the massive backgroud oise The red ad yellow curves represet the results of 048 bit Golay-coded OTDR with oversamplig ratios of 10 ad 100, respectively, without averagig The SNR for the red curve is already better tha for the blue curve, ad that for the yellow curve is eve better Note that both coded results take 4 periods, or ms, to complete oe measuremet, while the sigle pulse result takes periods, or 5 s, to acquire all data, ad its SNR is still worse tha i the coded cases Implemetig a averagig method i the codig scheme could serve to ehace the SNR eve further Fig 6 Measured codig gai versus code legth for differet samplig rates The curves represet theoretical values, while the crosses correspod to the experimetal results Figure 6 shows the measured codig gai versus code legth for differet samplig rates It is apparet that the measured results (represeted by the crosses) agree perfectly with the theoretical curves Note that for a samplig rate of 10 MS/s there is o

6 oversamplig, so Fig 6 also proves that oversamplig cotributes to the SNR ehacemet However, if we cotiue icreasig the samplig rate, the experimetal codig gai will diverge from the theoretical curve, as show i Fig 7 The values of the zero-crossigs p1 ad p for the PD used were measured to be 185 ad 59 s, respectively, as ca be see i Fig 7 This meas that the equivalet oise badwidth was about 70 MHz ad that the best samplig rate sectio i order to obtai extra SNR ehacemet was from 180 to 540 MS/s Obviously, the experimetal results just agree with our coclusios Whe the samplig rate was over 1 GS/s, the codig gai did ot icrease ay more To make our aalysis more covicig, we used aother PD to repeat the experimet, ad the results are show i Fig 8 This PD had a 300 MHz badwidth, while its p1, p ad p3 values were measured to be 09, 6, ad 47 s, respectively, as ca be see i Fig 8 Thus, the equivalet oise badwidth was about 550 MHz, ad the preferred samplig rate sectio raged from 370 to 1100 MS/s, while the egative samplig rate sectio (where the SNR is ot ehaced, but reduced) wet from 0 to 370 MS/s Ideed, for this PD, whe samplig rate is 50 MS/s, the codig gai will be lower tha theoretical value, as show i Fig 8 The experimetal results from these two PDs provide sufficiet ad covicig verificatio of our theoretical aalysis p1 p p3 Code Gai (d) autocorrelatio p1 p p3 Fig 7 Measured codig gai versus samplig rate whe the samplig rate becomes larger tha the badwidth of the 150 MHz PD The curves represet theoretical values, while the crosses correspod to the experimetal results utocorrelatio fuctio of the PD oise Fig 8 Measured codig gai versus samplig rate whe the samplig rate becomes larger tha the badwidth of aother 300 MHz PD The curves represet theoretical values, while the crosses correspod to the experimetal results utocorrelatio fuctio of this PD oise 4 Coclusio We have made a thorough ivestigatio of the samplig criteria for correlatio-coded OTDR Oversamplig has bee prove to further improve the codig gai without extedig the measuremet time, while it also turs the received OTDR curve ito a triagular pulse respose istead of the covetioal, rectagular oe However, the codig gai is ot always improved with the icrease of the samplig rate due to the badwidth-limited feature of the PD Oe ca take advatage of this feature to obtai extra SNR ehacemet by choosig the samplig rate betwee /3 ad To cotiue icreasig the samplig rate would make o sese sice the codig gai would reach a limit value Whe the bit width of Golay codes is fixed, larger PD badwidth ca support larger oversamplig ratio, resultig i better codig gai improvemet Therefore, large badwidth PD is preferred i correlatio-coded OTDR to fully utilize oversamplig Sice oversamplig does ot require ay chage i the optical trasmittig ed, it ca be coveietly applied to the existig systems lthough the Golay code was take as a example for our purposes, the samplig criteria proposed i this paper is also valid for other correlatio codig schemes, such as the CCPONS code [8] Moreover, this priciple ca also serve to sigificatly improve the performace of other fiber sesig systems based o direct detectio OTDR, such as OTD ad ROTDR Fudig Natioal Natural Sciece Foudatio of Chia ( , ); 863 High Techology Pla of Chia ( );

7 Program for New Cetury Excellet Talets i Uiversity (NCET ) REFERENCES 1 M Soto, G ologii, ad F Di Pasquale, alysis of optical pulse codig i spotaeous rilloui-based distributed temperature sesors, Opt Express 16, (008) M D Joes, Usig simplex codes to improve OTDR sesitivity, IEEE Photo Techol Lett 5, 8 84 (1993) 3 M Soto, G ologii, F Di Pasquale, ad L Théveaz, Simplex-coded OTD fiber sesor with 1 m spatial resolutio over a 50 km rage, Opt Lett 35, (010) 4 J Park, G ologii, D Lee, P Kim, P Cho, F Di Pasquale, ad N Park, Rama-based distributed temperature sesor with simplex codig ad lik optimizatio, IEEE Photo Techol Lett 18, (006) 5 D Lee, H Yoo, P Kim, J Park, N Y Kim, ad N Park, SNR ehacemet of OTDR usig biorthogoal codes ad geeralized iverses, IEEE Photo Techol Lett 17, (005) 6 M Nazarathy, S Newto, R P Giffard, D S Moberly, F Sischka, W R Truta, ad S Foster, Real-time log rage complemetary correlatio optical time domai reflectometer, J Lightwave Techol 7, 4 38 (1989) 7 M Nazarathy, S Newto, ad W R Truta, Complemetary correlatio OTDR with three codewords, Electro Lett 6, (1990) 8 P K Sahu, S C Gowre, ad S Mahapatra, Optical timedomai reflectometer performace improvemet usig complemetary correlated Prometheus orthoormal sequece, IET Optoelectroics, (008) 9 M Golay, Complemetary series, IRE Tras If Theory 7, 8 87 (1961) 10 D Lee, H Yoo, N Y Kim, H Lee, ad N Park, alysis ad experimetal demostratio of simplex codig techique for SNR ehacemet of OTDR, i Proceedigs of the Lightwave Techologies i Istrumetatio ad Measuremet Coferece (IEEE, 004), pp 118 1

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

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

Application of Improved Genetic Algorithm to Two-side Assembly Line Balancing

Application of Improved Genetic Algorithm to Two-side Assembly Line Balancing 206 3 rd Iteratioal Coferece o Mechaical, Idustrial, ad Maufacturig Egieerig (MIME 206) ISBN: 978--60595-33-7 Applicatio of Improved Geetic Algorithm to Two-side Assembly Lie Balacig Ximi Zhag, Qia Wag,

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

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

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

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

Logarithms APPENDIX IV. 265 Appendix

Logarithms APPENDIX IV. 265 Appendix APPENDIX IV Logarithms Sometimes, a umerical expressio may ivolve multiplicatio, divisio or ratioal powers of large umbers. For such calculatios, logarithms are very useful. They help us i makig difficult

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

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

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

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

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

Permutation Enumeration

Permutation Enumeration RMT 2012 Power Roud Rubric February 18, 2012 Permutatio Eumeratio 1 (a List all permutatios of {1, 2, 3} (b Give a expressio for the umber of permutatios of {1, 2, 3,, } i terms of Compute the umber for

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

Delta- Sigma Modulator with Signal Dependant Feedback Gain

Delta- Sigma Modulator with Signal Dependant Feedback Gain Delta- Sigma Modulator with Sigal Depedat Feedback Gai K.Diwakar #1 ad V.Vioth Kumar *2 # Departmet of Electroics ad Commuicatio Egieerig * Departmet of Electroics ad Istrumetatio Egieerig Vel Tech Uiversity,Cheai,

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

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

CAEN Tools for Discovery

CAEN Tools for Discovery Applicatio Note AN2506 Digital Gamma Neutro discrimiatio with Liquid Scitillators Viareggio 19 November 2012 Itroductio I recet years CAEN has developed a complete family of digitizers that cosists of

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

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

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

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

A study on the efficient compression algorithm of the voice/data integrated multiplexer

A study on the efficient compression algorithm of the voice/data integrated multiplexer A study o the efficiet compressio algorithm of the voice/data itegrated multiplexer Gyou-Yo CHO' ad Dog-Ho CHO' * Dept. of Computer Egieerig. KyiigHee Uiv. Kiheugup Yogiku Kyuggido, KOREA 449-71 PHONE

More information

CHAPTER 8 JOINT PAPR REDUCTION AND ICI CANCELLATION IN OFDM SYSTEMS

CHAPTER 8 JOINT PAPR REDUCTION AND ICI CANCELLATION IN OFDM SYSTEMS CHAPTER 8 JOIT PAPR REDUCTIO AD ICI CACELLATIO I OFDM SYSTEMS Itercarrier Iterferece (ICI) is aother major issue i implemetig a OFDM system. As discussed i chapter 3, the OFDM subcarriers are arrowbad

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 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

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

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

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

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

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

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

Comparison of Frequency Offset Estimation Methods for OFDM Burst Transmission in the Selective Fading Channels

Comparison of Frequency Offset Estimation Methods for OFDM Burst Transmission in the Selective Fading Channels Compariso of Frequecy Offset Estimatio Methods for OFDM Burst Trasmissio i the Selective Fadig Chaels Zbigiew Długaszewski Istitute of Electroics ad Telecommuicatios Pozań Uiversity of Techology 60-965

More information

Multisensor transducer based on a parallel fiber optic digital-to-analog converter

Multisensor transducer based on a parallel fiber optic digital-to-analog converter V Iteratioal Forum for Youg cietists "pace Egieerig" Multisesor trasducer based o a parallel fiber optic digital-to-aalog coverter Vladimir Grechishikov 1, Olga Teryaeva 1,*, ad Vyacheslav Aiev 1 1 amara

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

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

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

Roberto s Notes on Infinite Series Chapter 1: Series Section 2. Infinite series

Roberto s Notes on Infinite Series Chapter 1: Series Section 2. Infinite series Roberto s Notes o Ifiite Series Chapter : Series Sectio Ifiite series What you eed to ow already: What sequeces are. Basic termiology ad otatio for sequeces. What you ca lear here: What a ifiite series

More information

(2) The MOSFET. Review of. Learning Outcome. (Metal-Oxide-Semiconductor Field Effect Transistor) 2.0) Field Effect Transistor (FET)

(2) The MOSFET. Review of. Learning Outcome. (Metal-Oxide-Semiconductor Field Effect Transistor) 2.0) Field Effect Transistor (FET) EEEB73 Electroics Aalysis & esig II () Review of The MOSFET (Metal-Oxide-Semicoductor Field Effect Trasistor) Referece: Neame, Chapter 3 ad Chapter 4 Learig Outcome Able to describe ad use the followig:

More information

NOISE IN A SPECTRUM ANALYZER. Carlo F.M. Carobbi and Fabio Ferrini Department of Information Engineering University of Florence, Italy

NOISE IN A SPECTRUM ANALYZER. Carlo F.M. Carobbi and Fabio Ferrini Department of Information Engineering University of Florence, Italy NOISE IN A SPECTRUM ANALYZER by Carlo.M. Carobbi ad abio errii Departet of Iforatio Egieerig Uiversity of lorece, Italy 1. OBJECTIVE The objective is to easure the oise figure of a spectru aalyzer with

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

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

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

DIGITALLY TUNED SINUSOIDAL OSCILLATOR USING MULTIPLE- OUTPUT CURRENT OPERATIONAL AMPLIFIER FOR APPLICATIONS IN HIGH STABLE ACOUSTICAL GENERATORS

DIGITALLY TUNED SINUSOIDAL OSCILLATOR USING MULTIPLE- OUTPUT CURRENT OPERATIONAL AMPLIFIER FOR APPLICATIONS IN HIGH STABLE ACOUSTICAL GENERATORS Molecular ad Quatum Acoustics vol. 7, (6) 95 DGTALL TUNED SNUSODAL OSCLLATOR USNG MULTPLE- OUTPUT CURRENT OPERATONAL AMPLFER FOR APPLCATONS N HGH STABLE ACOUSTCAL GENERATORS Lesław TOPÓR-KAMŃSK Faculty

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

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

EECE 301 Signals & Systems Prof. Mark Fowler

EECE 301 Signals & Systems Prof. Mark Fowler EECE 3 Sigals & Systems Prof. Mark Fowler Note Set #6 D-T Systems: DTFT Aalysis of DT Systems Readig Assigmet: Sectios 5.5 & 5.6 of Kame ad Heck / Course Flow Diagram The arrows here show coceptual flow

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

Super J-MOS Low Power Loss Superjunction MOSFETs

Super J-MOS Low Power Loss Superjunction MOSFETs Low Power Loss Superjuctio MOSFETs Takahiro Tamura Mutsumi Sawada Takayuki Shimato ABSTRACT Fuji Electric has developed superjuctio MOSFETs with a optimized surface desig that delivers lower switchig.

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

信號與系統 Signals and Systems

信號與系統 Signals and Systems Sprig 2 信號與系統 Sigals ad Systems Chapter SS- Sigals ad Systems Feg-Li Lia NTU-EE Feb Ju Figures ad images used i these lecture otes are adopted from Sigals & Systems by Ala V. Oppeheim ad Ala S. Willsky,

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

OPTIMIZATION OF RNS FIR FILTERS FOR 6-INPUTS LUT BASED FPGAS

OPTIMIZATION OF RNS FIR FILTERS FOR 6-INPUTS LUT BASED FPGAS OPTIMIZATION OF RNS FIR FILTERS FOR 6-INPUTS LUT BASED FPGAS G.C. Cardarilli, M. Re, A. Salsao Uiversity of Rome Tor Vergata Departmet of Electroic Egieerig Via del Politecico 1 / 00133 / Rome / ITAL {marco.re,

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

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

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

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

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

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

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

Ch 9 Sequences, Series, and Probability

Ch 9 Sequences, Series, and Probability Ch 9 Sequeces, Series, ad Probability Have you ever bee to a casio ad played blackjack? It is the oly game i the casio that you ca wi based o the Law of large umbers. I the early 1990s a group of math

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

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

信號與系統 Signals and Systems

信號與系統 Signals and Systems Sprig 24 信號與系統 Sigals ad Systems Chapter SS- Sigals ad Systems Feg-Li Lia NTU-EE Feb4 Ju4 Figures ad images used i these lecture otes are adopted from Sigals & Systems by Ala V. Oppeheim ad Ala S. Willsky,

More information

Efficient Feedback-Based Scheduling Policies for Chunked Network Codes over Networks with Loss and Delay

Efficient Feedback-Based Scheduling Policies for Chunked Network Codes over Networks with Loss and Delay Efficiet Feedback-Based Schedulig Policies for Chuked Network Codes over Networks with Loss ad Delay Aoosheh Heidarzadeh ad Amir H. Baihashemi Departmet of Systems ad Computer Egieerig, Carleto Uiversity,

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

8. Combinatorial Structures

8. Combinatorial Structures Virtual Laboratories > 0. Foudatios > 1 2 3 4 5 6 7 8 9 8. Combiatorial Structures The purpose of this sectio is to study several combiatorial structures that are of basic importace i probability. Permutatios

More information

Design and Construction of a Three-phase Digital Energy Meter

Design and Construction of a Three-phase Digital Energy Meter Desig ad Costructio of a Three-phase Digital Eergy Meter D.P.Chadima, V.G.R.G. Jayawardae, E.A.E.H. Hemachadra, I.N.Jayasekera, H.V.L.Hasaraga, D.C. Hapuarachchi (chadima@elect.mrt.ac.lk, geethagaj@gmail.com,era.hem@gmail.com,ishaivaka@gmail.com,lahiru_hasaraga@yahoo.com,diya_elect.uom@gmail.com)

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

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

ADITIONS TO THE METHOD OF ELECTRON BEAM ENERGY MEASUREMENT USING RESONANT ABSORPTION OF LASER LIGHT IN A MAGNETIC FIELD.

ADITIONS TO THE METHOD OF ELECTRON BEAM ENERGY MEASUREMENT USING RESONANT ABSORPTION OF LASER LIGHT IN A MAGNETIC FIELD. ADITIONS TO THE METHOD OF ELECTRON BEAM ENERGY MEASUREMENT USING RESONANT ABSORPTION OF LASER LIGHT IN A MAGNETIC FIELD. Melikia R.A. (YerPhI Yereva) 1. NEW CONDITION OF RESONANT ABSORPTION Below we ca

More information

SPECTROSCOPY and. spectrometers

SPECTROSCOPY and. spectrometers Observatioal Astroomy SPECTROSCOPY ad spectrometers Kitchi, pp. 310-370 Chromey, pp. 362-415 28 March 2018 1 Spectroscopic methods Differet purposes require differet istrumets Mai spectroscopic methods:

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

A Dual-Band Through-the-Wall Imaging Radar Receiver Using a Reconfigurable High-Pass Filter

A Dual-Band Through-the-Wall Imaging Radar Receiver Using a Reconfigurable High-Pass Filter JOURNAL OF ELECTROMAGNETIC ENGINEERING AND SCIENCE, VOL. 16, NO. 3, 164~168, JUL. 2016 http://dx.doi.org/10.5515/jkiees.2016.16.3.164 ISSN 2234-8395 (Olie) ISSN 2234-8409 (Prit) A Dual-Bad Through-the-Wall

More information

10GBASE-T. length of precoding response, and PMA training

10GBASE-T. length of precoding response, and PMA training 1GBASE-T TxFE solutios, dpsnr vs legth of precodig respose, ad PMA traiig IEEE P82.3a Task Force Austi, May 18-2, 25 Gottfried Ugerboeck 1 Cotets Study of trasmit frot-ed solutios Simple : o digital filterig,

More information

A Study on Performance Analysis for Error Probability in SWSK Systems

A Study on Performance Analysis for Error Probability in SWSK Systems 556 Tae-Il Jeog, et al.: A STUDY ON PERFORMANCE ANALYSIS FOR ERROR PROBABILITY IN SWSK SYSTEMS A Study o Performace Aalysis for Error Probability i SWSK Systems Tae-Il Jeog, wag-seo Moo, ad Jog-Nam Kim,

More information

Cancellation of Multiuser Interference due to Carrier Frequency Offsets in Uplink OFDMA

Cancellation of Multiuser Interference due to Carrier Frequency Offsets in Uplink OFDMA Cacellatio of Multiuser Iterferece due to Carrier Frequecy Offsets i Upli OFDMA S. Maohar, V. Tiiya, D. Sreedhar, ad A. Chocaligam Departmet of ECE, Idia Istitute of Sciece, Bagalore 56001, INDIA Abstract

More information

Outline. Motivation. Analog Functional Testing in Mixed-Signal Systems. Motivation and Background. Built-In Self-Test Architecture

Outline. Motivation. Analog Functional Testing in Mixed-Signal Systems. Motivation and Background. Built-In Self-Test Architecture Aalog Fuctioal Testig i Mixed-Sigal s Jie Qi Dept. of Electrical & Computer Egieerig Aubur Uiversity Co-Advisors: Charles Stroud ad Foster Dai Outlie Motivatio ad Backgroud Built-I Self-Test Architecture

More information

On Parity based Divide and Conquer Recursive Functions

On Parity based Divide and Conquer Recursive Functions O Parity based Divide ad Coquer Recursive Fuctios Sug-Hyu Cha Abstract The parity based divide ad coquer recursio trees are itroduced where the sizes of the tree do ot grow mootoically as grows. These

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

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

Symbol Error Rate Evaluation for OFDM Systems with MPSK Modulation

Symbol Error Rate Evaluation for OFDM Systems with MPSK Modulation Symbol Error Rate Evaluatio for OFDM Systems with MPS Modulatio Yuhog Wag ad Xiao-Pig Zhag Departmet of Electrical ad Computer Egieerig, Ryerso Uiversity 35 Victoria Street, Toroto, Otario, Caada, M5B

More information

Fitting Signals into Given Spectrum Modulation Methods

Fitting Signals into Given Spectrum Modulation Methods S-72.333 Post-graduate Course i Radio Commuicatios 2001-2002 Fittig Sigals ito Give Spectrum Modulatio Methods Lars Maura 41747e Lars.maura@hut.fi Abstract Modulatio is the process where the message iformatio

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

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

Counting on r-fibonacci Numbers

Counting on r-fibonacci Numbers Claremot Colleges Scholarship @ Claremot All HMC Faculty Publicatios ad Research HMC Faculty Scholarship 5-1-2015 Coutig o r-fiboacci Numbers Arthur Bejami Harvey Mudd College Curtis Heberle Harvey Mudd

More information

A Bipolar Cockcroft-Walton Voltage Multiplier for Gas Lasers

A Bipolar Cockcroft-Walton Voltage Multiplier for Gas Lasers America Joural of Applied cieces 4 (10): 79-799, 007 N 1546-99 007 ciece Publicatios orrespodig Author: A Bipolar ockcroft-walto Voltage Multiplier for Gas Lasers hahid qbal ad Rosli Besar Faculty of Egieerig

More information

Sapana P. Dubey. (Department of applied mathematics,piet, Nagpur,India) I. INTRODUCTION

Sapana P. Dubey. (Department of applied mathematics,piet, Nagpur,India) I. INTRODUCTION IOSR Joural of Mathematics (IOSR-JM) www.iosrjourals.org COMPETITION IN COMMUNICATION NETWORK: A GAME WITH PENALTY Sapaa P. Dubey (Departmet of applied mathematics,piet, Nagpur,Idia) ABSTRACT : We are

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

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

Simulation and Analysis on Signal Acquisition of BDS Receiver with The Aid of INS

Simulation and Analysis on Signal Acquisition of BDS Receiver with The Aid of INS Modelig Simulatio ad Optimizatio Techologies ad Applicatios (MSOTA 2016 Simulatio ad Aalysis o Sigal Acquisitio of DS Receiver with The Aid of INS Shulei Che Xiaqig Tag Xuwei Cheg Juqiag Gao ad Zepeg Su

More information

Proceedings of the 8th WSEAS Int. Conf. on ELECTRONICS, HARDWARE, WIRELESS and OPTICAL COMMUNICATIONS

Proceedings of the 8th WSEAS Int. Conf. on ELECTRONICS, HARDWARE, WIRELESS and OPTICAL COMMUNICATIONS Aalysis of Low Noise ad Gai Flatteed Distributed Rama Amplifiers Usig Differet Fibers FARZIN EMAMI, AMIR H. JAFARI Opto-electroic Research Ceter, Electroic Departmet Shiraz Uiversity of Techology Airport

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

Cascaded Feedforward Sigma-delta Modulator for Wide Bandwidth Applications

Cascaded Feedforward Sigma-delta Modulator for Wide Bandwidth Applications Tamkag Joural of Sciece ad Egieerig, Vol. 4, No., pp. 55-64 () 55 Cascaded Feedforward Sigma-delta Modulator for Wide Badwidth Applicatios Je-Shiu Chiag, Teg-Hug Chag ad Pou-Chu Chou Departmet of Electrical

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

Research Article Development of an Optical Fiber Sensor Interrogation System for Vibration Analysis

Research Article Development of an Optical Fiber Sensor Interrogation System for Vibration Analysis Sesors Volume 216, Article ID 524581, 8 pages http://dx.doi.org/1.1155/216/524581 Research Article Developmet of a Optical Fiber Sesor Iterrogatio System for Vibratio Aalysis Alfredo Lamberti, 1 Be De

More information

Assessment of Soil Parameter Estimation Errors for Fusion of Multichannel Radar Measurements

Assessment of Soil Parameter Estimation Errors for Fusion of Multichannel Radar Measurements Assessmet of Soil Parameter Estimatio Errors for Fusio of Multichael Radar Measuremets A. urei, D. Marshall, D. Radford,. Lever Cardiff Uiversity 5 The Parade, Roath, CF4 0YF, Cardiff, U A.urei@cs.cf.ac.u

More information