Pulse Propagation in Optical Fibers using the Moment Method

Size: px
Start display at page:

Download "Pulse Propagation in Optical Fibers using the Moment Method"

Transcription

1 Pulse Proagation in Otical Fibers using the Moment Method Bruno Miguel Viçoso Gonçalves das Mercês, Instituto Suerior Técnico Abstract The scoe of this aer is to use the semianalytic technique of the Moment Method to study ulse roagation in otical fibers. It is made an overview of ulse roagation in both the linear and non-linear regime, exloring the effects of Grou Velocity Disersion (GVD) and Self-Phase Modulation (SPM) as well as an analysis of bit rate deendencies. Both the Gaussian ulse and the hyerbolic-secant ulse are evaluated in the linear and non-linear regimes, analysing the evolution of their arameters using the Moment Method. Disersion mas are also studied using the Moment Method so as to assess how different otical fiber characteristics influence the ulse arameters and roagation. Finally, the Moment Method the Moment Method for both the Gaussian and hyerbolic-secant ulses in the nonlinear regime is analysed, being comared against the Slit-Ste Fourier Method (SSFM) for the same roagation conditions in order to evaluate the Moment Method merits and shortcomings. Keywords Otical Fibers, Moment Method, semianalytic technique, GVD, SPM, chir, soliton, SSFM, linear regime, nonlinear regime, Gaussian ulse, hyerbolic-secant ulse, NLS, Disersion Mas. O I. INTRODUCTION tical fibers communication systems are systems that use otical fibers to transmit information. These systems have been being used on a global scale since 98 and have revolutionized the telecommunications field []. The main limitation factors in otical fibers are attenuation and GVD. However, another factor which condition ulse roagation is the develoment of non-linear effects, most notably, SPM [9]. The study of ulse roagation can have three distinct aroaches. We may consider the analytical aroach which results in recise and closed solutions but is not always ossible. Another aroach is a ure numerical one, which desite its recision requires a considerable comutational effort. Finally, we have the semi analytic aroach which can be variational or the Moment Method. Although the Moment Method cannot offer, by itself, a solution for ulse roagation it enables us to consider a arametric sace in order to gain hysical insight of the ulse through its arameters. A simle examle of the alication of the Moment Method can be considered in [][3]. It is my goal to show how one can use the Moment Method in different ulse shaes, roagation conditions and comare it with the SSFM in order to draw conclusions about its advantages and shortcomings as an alternative, versatile solution. Other alications of the Moment Method can be found in [][]. II. PULSE PROPAGATION IN OPTICAL FIBERS Considering the ulse roagation in the linear regime, according to [4] we have the equation that describes the ulse roagation in the linear regime as 3 A da d A d A i 3 A 3 () z dt dt 6 dt Where A is the enveloe of the ulse, t reresents time, z is the coordinate through which the ulse roagates in the fiber, β is the inverse of the grou velocity, β is the GVD coefficient, β 3 is the high order disersion coefficient and α is the attenuation coeffient. Taking into account the rocess to obtain the equation which describes the ulse roagation in the non-linear regime in [5] we can write the Non-Linear Schrödinger Equation (NLS) as u u i sgn( ) u u () as long as fiber losses and high order disersion effects are not taken into account and where u reresents the normalized amlitude u, NU, (3) Where is the normalized distance z LD (4) is the normalized time t z T T T (5) and N can be deduced from the exression LD T N LD P P L (6) NL Where L D reresents the disersion length, L NL reresents the non-linear length, T is the ulse width at the beginning of the fiber, is the non-linearity coefficient and P o reresents the inut ower. The Moment Method was first used, in 97, by Vlasov [6]. If we consider the NLS in the form du d U i U U (7) dz dt Where z ex[ ( z) dz] is non-linear arameter which contains both the non-linear effects and the fiber losses. The

2 Moment Method can be used to solve (7) as long as one can assume the ulse retains a secific shae during its roagation although its amlitude, width and chir can change in a continuous way. There are cases where this is valid, for examle, a Gaussian ulse retains its shae in a linear disersive medium as well as if the non-linear effects are of little significance. On the other hand, a ulse can also retain its shae even if the non-linear effects are strong as long as the disersive effects are weak. The concet behind the Moment Method is to address the otical ulse like a article in which its energy E, RMS width σ and chir C are related to U(z, T) as (8) E U dt T U dt E (9) * i * U U C T U U dt E T T () As the ulse roagates inside the fiber, these three moments change. To evaluate how they evolve with z we differentiate the equations with resect to z and use the NLS. After some algebra, detailed in [7], we find E () z C U 4 dt U dt z E T E () d dz C (3) If we consider a Gaussian ulse with chir, its ansatz may be described by T U z, T a ex ic iφ T (4) Where a reresents the amlitude of the ulse, reresents the chir of the ulse, T reresents the width of the ulse and reresents the hase of the ulse. All the four arameters are function of z. However since the hase does not affect the other arameters it can be ignored. a relates with the ulse energy through E a T (5) Since the energy C E does not change with z it can be relaced by its initial value E T. On the other hand, T. Using () and (3), the ulse width T and its chir may be described by the system of couled C differential equation, such as dt dz C (6) T dc T C P (7) dz T T On the other hand, if an hyerbolic secant ulse is to be considered, its ansatz takes the form T T U z, T a sech ex ic iφ T T (8) As with the Gaussian ulse all four arameters are a function of z and the hase may be ignored as it does not affect the other arameters. As the energy E remains the same throughout z it can be relaced by its initial value, E PT. Reeating the same rocess used for the Gaussian ulse, using (8) in () and (3), the width T and the chir C of the hyerbolic secant ulse are described by the following system of couled differential equations dt C (9) dz T dc 4 T C 4 P () dz T T The bit rate of an otical system may be defined as the number of bits that conveyed er unit of time. Bit rate is limited by inter symbols interference, which in turn is related to ulse broadening caused by disersion. As such, the study of bit rate is of high imortance in otical systems [4]. Pulse broadening is related to different arameters such as the RMS width of the source, the initial width of the ulse, the GVD and, sometimes, high order disersion. The RMS width of the ulse is given by [8] t t The broadening factor is defined in [8] as () LC L L 3 ( C ) 3 () 4 Considering T B the eriod of a bit slot, the bit rate is. In order to avoid inter symbol interference the B TB following rule must be uhold T B B B (3) 4 4B 4 Taking into consideration () and ignoring the high order disersion it can be written L CL ( C ) (4) The otimum value of to minimize ulse broadening can be calculated as d L C (5) d Substituting (5) in (4) we get L sgn( ) C C (6)

3 3 Alying (6) in rule (3), the maximum value of the bit rate is defined as B (7) 4 L C sgn( ) C However, analyzing equation (6) it can be concluded that for a given value of C,. This may be observed in the following icture. Fig. Evolution of and with chir Using equations (5) and (6) it s easy to conclude the intersection oint haens at C. From that oint on, 3 takes higher values than. As such, rule (3) should be rewritten as B B (8) 4 It is also interesting to analyse how the bit rate evolves in function of C, that behavior can be seen in the following icture The maximum bit rate haens at C, the intersection 3 oint between and. The bit rate is maximum at that oint because that is where the minimum of occurs. From that oint on rule (8) should be considered instead of rule (). As such, will take values higher than the minimum of and the bit rate will decrease. III. LINEAR REGIME SIMULATIONS USING THE MOMENT METHOD The first art of this chater will consider the Gaussian and hyerbolic secant ulses in constant disersion fibers, analyzing the evolution of the ulse arameters in the linear regime. Considering the linear regime,. As such, equations (6) and (7), which describe the evolution of the ulse width and chir for the Gaussian ulse, can be rewritten as dt C (9) dz T dc dz C (3) T If the ulse roagates in the anomalous region and that there is no chir in the beginning of the fiber C the evolution of the ulse chir, C, and the T broadening factor, T ictures, can be observed in the following Fig. 3 Chir evolution for the Gaussian ulse in the linear regime Fig. Bit rate evolution with chir

4 4 Fig. 4 Broadening factor evolution for the Gaussian ulse in the linear regime It can be seen the ulse broadens fast and develos considerable chir with a linear evolution. This haens because considering only the first term of the right side of equation (7) is taken into account, resulting in equation (3). As such, seeing the anomalous region is being considered and the terms in equation (5) would have oosite signals, there is no term contributing with the non-linear effects to even out the fast develoment evolution of the chir into negative values. This will influence the ulse broadening because considering the chir develos negative values and considering, then. So, considering (9), it is C easy to conclude the ulse will broaden fast and roortionally to the develoment of the chir. Considering now the hyerbolic secant ulse and the linear regime, equations (7) and (8) can be rewritten as dt C (3) dz T dc dz 4 C T (3) The evolution of the arameters for the hyerbolic secant ulse can be found in the next ictures. Fig. 6 Broadening factor evolution for the sech' ulse in the linear regime Relatively to Fig. 5 we can see the ulse acquires a negative chir. However, unlike the Gaussian ulse the evolution is not linear. In Fig. 6 there is a ulse broadening, consequence of the chir acquired by the ulse. However, since the chir values are smaller than in the Gaussian ulse also the ulse broadening is smaller than the one seen in Fig. 4. The second art of this chater will address fibers with variable disersion. This means fibers with different segments, each one with different characteristics. These are the so called disersion mas and are a owerful tool to overcome disersion in otical fibers. To start with we will consider different disersion mas for the Gaussian ulse. For that analysis it is imortant to consider the relationshi between the disersion coefficient and the GVD given by D (33) c For a disersion ma with two segments and an average GVD of zero which mean there is total comensation of the disersion we consider Fig. 7 Disersion ma for the Gaussian ulse with segments Fig. 5 Chir evolution for the sech ulse in the linear regime

5 5 The first segment of the ma is characterized by L 5km ; D 6 s ( km. nm) while the second segment is defined by L km ; D 8 s ( km. nm). Looking at Fig. 7 it easy to conclude this ma obeys to the exression D L D L. As such, there is total comensation of disersion which can be seen by the fact that after the 6km the ulse goes through it regains its initial width. For the hyerbolic secant ulse and considering a disersion ma of 3 segments instead of we can observe Fig. 9 Chir evolution for the Gaussian ulse in the non-linear regime Fig. 8 Disersion ma for the sech ulse with 3 segments The first and third segments are characterized by L km ; D,3 6 s ( km. nm) while the second segment,3 5 is carachterized by L 3km ; D 3 s ( km. nm). IV. NON-LINEAR REGIME: GAUSSIAN PULSE This chater will evaluate the Gaussian ulse roagation as well as its arameters in the non-linear regime. It will consider the roagation of the Gaussian ulse for different LD values of N, where L L NL. The results obtained NL P with the Moment Method will then be assessed against the SSFM to evaluate the Moment Method recision. Considering roagation in the anomalous zone, an unchired ulse at the beginning of the fiber C and equations (4) and (5) the evolution of the ulse width T and the chir for different values of N can be seen in the following ictures. It should be noted the ulse width is evaluated considering the broadening factor,. T T C Fig. Pulse broadening evolution for the Gaussian ulse in the non-linear regime It can be seen that as N increases (which mean the nonlinear effects are stronger) the ulse broadens less and less, eventually comressing for N.5. This is a consequence of the fact that for higher values of N the ulse gains less chir, going as far as to acquire ositive chir for N.5. This behavior would be exected by analyzing equations (4) and (5). In the non-linear regime the Self-Phase Modulation (SPM) should be considered. In equation (5) the SPM effects (reresented by the second term of the equation s right side) will comensate the disersive effects in chir evolution. This means that the bigger the non-linear comonent the bigger will the SPM is and as such the ulse will broaden less. Continuing analyzing equations (4) and (5) it can be inferred that for N it is exected that at some oint in the fiber the contributions of SPM and disersion will null each other with the chir taking on ositive values, which will result in a ulse comression. That can be observed in Fig. where for N, in 8 the chir takes ositive values which results in a ulse comression.

6 6 Rebuilding the ansatz for the Gaussian ulse described in () for N, using the Moment Method and using the SSFM it can be obtained Fig. 3 Gaussian ulse- Moment Method, N.5 Fig. Gaussian ulse - Moment Method, N Fig. 4 Gaussian ulse - SSFM, N.5 Fig. Gaussian ulse - SSFM, N Finally, for N.5 the confrontation between the Moment Method and the SSFM can be found in the below ictures Comaring both figures it can be concluded that for N the Moment Method is a valid technique to study the roagation of a Gaussian ulse. The ulse shae is similar in both techniques and the amlitude value at the end of the fiber is of a.8433 for the Moment Method and a.8894 for the SSFM which is a good indicator of the validity of the Moment Method. Comaring this situation with the linear case there is less broadening of the ulse thanks to the non-linear resent in the fiber. For N,5, the Moment Method is also a valid technique to study the Gaussian ulse. The amlitude values at the end of the fiber are quite similar for both techniques and the ulse shae throughout the fiber is identical as it can be seen in the following ictures. Fig. 5 Gaussian ulse - Moment Method, N.5

7 7 Fig. 6 Gaussian ulse - SSFM, N.5 Fig. 7 Chir evolution for the 'sech' ulse in the non-linear regime In this situation the Moment Method roves even more reliable than in the revious situations with final value of amlitude being very similar between both techniques, with a.44 for the Moment Method and a.9 for the SSFM. The different situations can be organized in the following table Amlitude, a, at the end of the fiber (ζ = ) Moment Method SSFM N =,6686,6684 N =.5,736,7554 N =,8433,8894 N =.5,44,9 Table. Moment Method and SSFM comarison for the Gaussian ulse From the above table it can be concluded that the Moment Method is a valid technique for realistic situations where the non-linear effects are not that intense but it starts to lose validity when they become more significant. This is because the Moment Method assumes the ulse shae doesn t change during the ulse roagation, something the non-linear effects cause to haen. As such, the Moment Method does not realistically reresent a ulse in those conditions because it acts like a straitjacket for the ulse. V. NON-LINEAR REGIME: HYPERBOLIC SECANT PULSE This chater will evaluate the Gaussian ulse roagation as well as its arameters in the non-linear regime, considering different values of N and assessing the results of the Moment Method against those of the SSFM. Considering roagation in the anomalous zone, an unchired ulse at the beginning of the fiber C and equations (7) and (8) the evolution of the ulse width T and the chir C can be seen in the following ictures. It should be noted the ulse width is evaluated considering the broadening factor. Fig. 8 Pulse broadening evolution for the sech ulse in the non-linear regime For N and N.5 the chir and broadening factor evolution is similar to the one observed for the Gaussian ulse although the chir takes smaller values which result in less broadening of the ulse. However for N bigger changes are seen in the ulse behavior when comared to the Gaussian ulse. For N the chir remains throughout the fiber. Since there is no chir variation there is also no variation in the ulse width and as such the broadening factor remains. This behavior is similar to the behavior of the fundamental soliton [5]. For N.5 the chir and broadening factor behavior is similar to the one in the Gaussian ulse, however with some changes. The hyerbolic secant ulse develos a higher ositive chir value than the Gaussian ulse which will result in a bigger ulse comression. This behavior is relevant because it is oosed to what is erceived for N where the chir values and broadening factors are smaller than in the Gaussian ulse. The exlanation for this is in the comarison between equations (5) and (8). When the coefficients of both equations are taken into account there is a bigger

8 8 discreancy between the SPM and the GVD contributions in the Gaussian ulse than in the hyerbolic secant ulse where the contributions of both henomenon are equal as it can be seen by the ulse behavior for N. For the Gaussian ulse the term which translates the GVD has more significant contribution than the one which translates the SPM. This results in a bigger broadening of the ulse for N and a smaller comression of the ulses for N as it can be seen when comaring Fig. and 8. This way, for the sech ulse the GVD will not influence the imulse in such an exressive way as in the Gaussian ulse, as such the ulse will develo less chir and the ulse will broaden less. On the other hand, for N the oosite haens. As GVD as a smaller contribution it won t comensate the influence of the SPM, resulting of the non-linear effects which in turn will result in higher chir values and bigger ulse comression. Physically, this behavior is in agreement with the exected behavior of the sech ulse which for higher values of non-linearity it will aroach solitons of higher order. Next, similar to chater IV an assessment of the Moment Method against the SSFM will be made for the hyerbolic secant ulses in different non-linear situations. Starting with N, For this situation the Moment Method is a erfect solution as it comletely relicates the ulse as it is obtained using the SSFM. The ulse behaves as a fundamental soliton, keeing its amlitude, shae and width throughout the fiber. For N.5 Fig. Sech ulse - Moment Method, N.5 Fig. 9 Sech ulse - Moment Method, N Fig. Sech ulse - SSFM, N.5 It can be seen that for this case the Moment Method also rovides a valid solution as the ulse evolution is quite similar when using both the Moment Method and the SSFM. Finally, for N.5 it is to be exected to observe a ulse comression as well as a eriodic behavior as er Fig. 7. As such, in order to observe the eriodic behavior the roagation distance of the simulation will be longer than the one used in the revious situations. Fig. Sech ulse - SSFM, N

9 9 Fig. Sech ulse - Moment Method, N.5 Fig. 4 Sech ulse - Moment Method, N 4 Fig. 3 Sech ulse - SSFM, N.5 Fig. 5 Sech ulse - SSFM, N 4 Analysing Fig. the eriodic behavior observed in Fig. 7 can be confirmed, with the eaks of Fig., where the is a ulse comression corresond to the minimums of Fig. 7. This behavior is also starting to aroach that of the second order soliton. It is to be noted that the roagation distance in both simulations is different. This haens because using a roagation distance of 6 with the SSFM is not realistic as it takes too much time to run. Even with 8 the comutation time was too high and unractical. This situation is a ractical examle where the Moment Method rovides advantages against the SSFM as it takes less comuting effort. However some discreancies between the two methods start to show as even though the eaks of the ulse occur in the same laces of the fiber, their amlitude values are somewhat different. In order to better exlore the discreancies that are starting to show between the Moment Method and the SSFM simulations using both methods for N 4 were run, in order to simulate a second order soliton. Although the hyerbolic secant ulse evolution using the Moment Method has a similar behavior to that of a second order soliton the fact is both the eriod and eak amlitude of both ulses are quite different. This agrees with the conclusion of chater IV that for high values of non-linearity the Moment Method does not hold true, losing recision as the nonlinearity increases. The comarison between the Moment Method and the SSFM is best illustrated in the below table Amlitude, a, at the end of the fiber (ζ = ) Moment Method SSFM N =,775,7855 N =.5,8668,843 N = N =.5,65,78 Table. Moment Method and SSFM comarison for the sech ulse

10 Analysing the table it can be verified that the Moment Method, in general, agrees with the SSFM. An interesting inference is to observe that when the non-linear effects are less significant the agreement between both techniques is smaller, increasing as the non-linear effects increase. As such, for values close to N the Moment Method is a very valid solution, however for N the Moment Method loses its validity as the non-linear effects are too intense. Comaring with Table. it can be concluded that when the non-linear effects are weaker and the ulse is roagating near the linear regime the Gaussian ansatz rovides more accurate solutions. However, when transitioning to the non-linear regime the ansatz of the hyerbolic secant ulse becomes more accurate than the Gaussian one. This henomenon is related to the aearance of solitons in otical fibers which are better described by an hyerbolic secant shaed ulse. VI. CONCLUSION The main goal of this aer was to study ulse roagation in otical fibers using the Moment Method, addressing both its advantages and disadvantages, comaring it with analytical and numerical solution, like the Slit-Ste Fourier Method. The main conclusion drawn from this aer is that the main advantage of the Moment Method against a numerical solution is that we can observe which secific arameter is affecting the ulse behavior. As it was ointed out throughout the aer a ulse is described by different arameters. While some have no influence on the way the ulse roagates some may be resonsible for the ulse broadening or comression, for its change in amlitude or even its eriod. Using the Moment Method there is the ossibility to only maniulate one of those arameters at a time and analyse what effect it has on the ulse. If we think of the ulse as being controlled by a control anel with different buttons, each arameter would be a button. Switching different buttons, different asects of the ulse may be controlled which rovides a rofound qualitative analysis of the ulse, achieving a better hysical ercetion of the ulse as oosed to the brute force method of a numerical solution. Besides, it was ossible to conclude that a numerical method is vastly more demanding in regards to comuting time, taking significantly more time to run than the Moment Method, while roducing similar oututs. So, even though the SSFM is more recise there are situations where its use is not justified as the Moment Method rovides accurate and faster solutions. It can also be concluded that the GVD and the non-linear effects have a big influence on ulse behavior. If in the linear regime the GVD influence is absolute SPM does not exist as the non-linear effects raise their significance there starts to exist a balance between the SPM and the GVD. As such, while the GVD causes the ulses to broaden the SPM challenges this effect causing ulse comression. This dynamic is intimately connected with the develoment of chir and its analysis and maintenance is of high imortance in otical communication systems. After extensive analysis of the Gaussian and hyerbolic secant ulse it can be concluded both ulses translate a fair reresentation of a ulse roagating in an otical fiber, however each ulse shae better reresents this in different roagation conditions. While in the linear regime the Gaussian ulse translates a ulse in an otical fiber in a fairly accurate fashion when the non-linear effects start to aear and become more significant, accumulating over distance the Gaussian ulse evolves towards an hyerbolic secant shae, a behavior linked with the aearance of solitons. As such, in non-linear roagation conditions, the hyerbolic secant ulse better translates an otical ulse. These statements are suorted by the comarison between the Moment Method and the SSFM as when considering the Gaussian ulse there is a bigger agreement between the Moment Method and the SSFM in the linear regime while when considering the hyerbolic secant ulse the biggest agreement aears for N. Finally, it can be conclude that for very high non-linear effects the Moment Method loses recision. This haens because when using the Moment Method a ulse shae has to be assumed and that ulse shae does not change during roagation. However the non-linear effects cause changes in the ulse shae that when the non-linear effects are very high cause the Moment Method to lose validity. This means the Moment Method is a good solution when the non-linear effects do not dominate the ulse roagation in an otical fiber. However this is not exactly a disadvantage as in real roagation conditions the non-linear effects are never that significant nor do they surass the limits in which the Moment Method is valid, making it a valid and versatile solution in most cases. REFERENCES: [] G.P. Agrawal, Introduction in Fiber-Otic Communication Systems, 4 th ed. New York: Willey,,. -8. [] K.C. Kao e G. A. Hockham, Proc. IEE 3, 5 (966) [3] F.P. Karon, D. B. Keck, e R. D. Maurer, Al. Phys. Lett. 7, 43 (97) [4] C. R. Paiva, Fibras Óticas. IST, 8 [5] C. R. Paiva, Solitões em Fibras Óticas. IST, 8 [6] S. N. Vlasov, V. A. Petrishchev, e V. I. Talanov, Radiohys. Quantum Electron. 4, 6 (97) [7] J. Santhanam, Alications of the Moment Method to Otical Communications Systems: Amlifier Noise and Timing Jitter, Ph. D. dissertation, Det. Phys and Astron., University of Rochester, Rochester, NY, 4 [8] G.P. Agrawal, Control of Nonlinear Effects in Fiber-Otic Communication Systems, 4 th ed. New York: Willey,, [9] G.P. Agrawal, Nonlinear fiber otics: its history and recent rogress, J. Ot. Soc. Am. B, vol. 8, no., Dec. [] J. Santhanam and G. P. Agrawal.(July, 3). Raman-induced sectral shifts in otical fibers: general theory based on the moment Method. Otics Communication.[Online] [] S. Lefrancois, C. Husko, A. Blanco-Redondo and B. J. Eggleton, Nonlinear silicon hotonics analyzed with the moment method, J. Ot. Soc. Am. B, vol. 3, no., Feb. 5

All-fiber Optical Parametric Oscillator

All-fiber Optical Parametric Oscillator All-fiber Otical Parametric Oscillator Chengao Wang Otical Science and Engineering, Deartment of Physics & Astronomy, University of New Mexico Albuquerque, NM 87131-0001, USA Abstract All-fiber otical

More information

Stability analysis of second order pulsed Raman laser in dispersion managed systems

Stability analysis of second order pulsed Raman laser in dispersion managed systems Stability analysis of second order ulsed Raman laser in disersion managed systems Salih K. Kalyoncu, Shiming Gao, En-Kuang Tien, Yuewang Huang, Dogukan Yildirim, Enver Adas, Stefano Wabnitz and Ozdal Boyraz,

More information

Optical Fibres - Dispersion Part 1

Optical Fibres - Dispersion Part 1 ECE 455 Lecture 05 1 Otical Fibres - Disersion Part 1 Stavros Iezekiel Deartment of Electrical and Comuter Engineering University of Cyrus HMY 445 Lecture 05 Fall Semester 016 ECE 455 Lecture 05 Otical

More information

Factors Effect on the Saturation Parameter S and there Influences on the Gain Behavior of Ytterbium Doped Fiber Amplifier

Factors Effect on the Saturation Parameter S and there Influences on the Gain Behavior of Ytterbium Doped Fiber Amplifier Australian Journal of Basic and Alied Sciences, 5(12): 2010-2020, 2011 ISSN 1991-8178 Factors Effect on the Saturation Parameter S and there Influences on the Gain Behavior of Ytterbium Doed Fiber Amlifier

More information

Feedback-error control

Feedback-error control Chater 4 Feedback-error control 4.1 Introduction This chater exlains the feedback-error (FBE) control scheme originally described by Kawato [, 87, 8]. FBE is a widely used neural network based controller

More information

arxiv:cond-mat/ v2 25 Sep 2002

arxiv:cond-mat/ v2 25 Sep 2002 Energy fluctuations at the multicritical oint in two-dimensional sin glasses arxiv:cond-mat/0207694 v2 25 Se 2002 1. Introduction Hidetoshi Nishimori, Cyril Falvo and Yukiyasu Ozeki Deartment of Physics,

More information

University of North Carolina-Charlotte Department of Electrical and Computer Engineering ECGR 4143/5195 Electrical Machinery Fall 2009

University of North Carolina-Charlotte Department of Electrical and Computer Engineering ECGR 4143/5195 Electrical Machinery Fall 2009 University of North Carolina-Charlotte Deartment of Electrical and Comuter Engineering ECG 4143/5195 Electrical Machinery Fall 9 Problem Set 5 Part Due: Friday October 3 Problem 3: Modeling the exerimental

More information

Characterizing the Behavior of a Probabilistic CMOS Switch Through Analytical Models and Its Verification Through Simulations

Characterizing the Behavior of a Probabilistic CMOS Switch Through Analytical Models and Its Verification Through Simulations Characterizing the Behavior of a Probabilistic CMOS Switch Through Analytical Models and Its Verification Through Simulations PINAR KORKMAZ, BILGE E. S. AKGUL and KRISHNA V. PALEM Georgia Institute of

More information

PHYSICAL REVIEW LETTERS

PHYSICAL REVIEW LETTERS PHYSICAL REVIEW LETTERS VOLUME 81 20 JULY 1998 NUMBER 3 Searated-Path Ramsey Atom Interferometer P. D. Featonby, G. S. Summy, C. L. Webb, R. M. Godun, M. K. Oberthaler, A. C. Wilson, C. J. Foot, and K.

More information

Determination of the Best Apodization Function and Grating Length of Linearly Chirped Fiber Bragg Grating for Dispersion Compensation

Determination of the Best Apodization Function and Grating Length of Linearly Chirped Fiber Bragg Grating for Dispersion Compensation 84 JOURNAL OF COMMUNICATIONS, VOL. 7, NO., NOVEMBER Determination of the Best Aodization Function and Grating Length of Linearly Chired Fiber Bragg Grating for Disersion Comensation Sher Shermin A. Khan

More information

Uniformly best wavenumber approximations by spatial central difference operators: An initial investigation

Uniformly best wavenumber approximations by spatial central difference operators: An initial investigation Uniformly best wavenumber aroximations by satial central difference oerators: An initial investigation Vitor Linders and Jan Nordström Abstract A characterisation theorem for best uniform wavenumber aroximations

More information

The Noise Power Ratio - Theory and ADC Testing

The Noise Power Ratio - Theory and ADC Testing The Noise Power Ratio - Theory and ADC Testing FH Irons, KJ Riley, and DM Hummels Abstract This aer develos theory behind the noise ower ratio (NPR) testing of ADCs. A mid-riser formulation is used for

More information

Superluminal signal conversion in stimulated Brillouin scattering via an optical fiber ring resonator

Superluminal signal conversion in stimulated Brillouin scattering via an optical fiber ring resonator Suerluminal signal conversion in stimulated rillouin scattering via an otical fiber ring resonator Liang Zhang, Li Zhan *, Jinmei Liu, Gaomeng Wang, Fangying Tao, Taohu Xu,Qishun Shen Deartment of Physics,

More information

Montgomery self-imaging effect using computer-generated diffractive optical elements

Montgomery self-imaging effect using computer-generated diffractive optical elements Otics Communications 225 (2003) 13 17 www.elsevier.com/locate/otcom Montgomery self-imaging effect using comuter-generated diffractive otical elements J urgen Jahns a, *, Hans Knuertz a, Adolf W. Lohmann

More information

State Estimation with ARMarkov Models

State Estimation with ARMarkov Models Deartment of Mechanical and Aerosace Engineering Technical Reort No. 3046, October 1998. Princeton University, Princeton, NJ. State Estimation with ARMarkov Models Ryoung K. Lim 1 Columbia University,

More information

Brownian Motion and Random Prime Factorization

Brownian Motion and Random Prime Factorization Brownian Motion and Random Prime Factorization Kendrick Tang June 4, 202 Contents Introduction 2 2 Brownian Motion 2 2. Develoing Brownian Motion.................... 2 2.. Measure Saces and Borel Sigma-Algebras.........

More information

Simple geometric interpretation of signal evolution in phase-sensitive fibre optic parametric amplifier

Simple geometric interpretation of signal evolution in phase-sensitive fibre optic parametric amplifier Simle geometric interretation of signal evolution in hase-sensitive fibre otic arametric amlifier A.A. REDYUK,,,* A.E. BEDNYAKOVA,, S.B. MEDVEDEV, M.P. FEDORUK,, AND S.K. TURITSYN,3 Novosibirsk State University,

More information

Light at a Standstill Tim Kuis June 13, 2008

Light at a Standstill Tim Kuis June 13, 2008 Light at a Standstill Tim Kuis June 13, 008 1. Introduction There is something curious about the seed of light. It is the highest obtainable seed. Nothing can travel faster. But how slow can light go?

More information

Stability analysis of pulsed cascaded Raman lasers in dispersion-managed systems

Stability analysis of pulsed cascaded Raman lasers in dispersion-managed systems 8 J. Ot. Soc. Am. B / Vol. 8, No. / November Kalyoncu et al. Stability analysis of ulsed cascaded Raman lasers in disersion-managed systems Salih K. Kalyoncu, Shiming Gao, En-Kuang Tien, Yuewang Huang,

More information

High spatial resolution distributed sensing in optical fibers by Brillouin gain-profile tracing

High spatial resolution distributed sensing in optical fibers by Brillouin gain-profile tracing High satial resolution distributed sensing in otical fibers by Brillouin gain-rofile tracing Tom Serber, 1,* Avishay Eyal, 1 Moshe Tur, 1 and Luc Thévenaz 2 1 School of Electrical Engineering, Faculty

More information

arxiv: v1 [physics.data-an] 26 Oct 2012

arxiv: v1 [physics.data-an] 26 Oct 2012 Constraints on Yield Parameters in Extended Maximum Likelihood Fits Till Moritz Karbach a, Maximilian Schlu b a TU Dortmund, Germany, moritz.karbach@cern.ch b TU Dortmund, Germany, maximilian.schlu@cern.ch

More information

Positive decomposition of transfer functions with multiple poles

Positive decomposition of transfer functions with multiple poles Positive decomosition of transfer functions with multile oles Béla Nagy 1, Máté Matolcsi 2, and Márta Szilvási 1 Deartment of Analysis, Technical University of Budaest (BME), H-1111, Budaest, Egry J. u.

More information

Session 5: Review of Classical Astrodynamics

Session 5: Review of Classical Astrodynamics Session 5: Review of Classical Astrodynamics In revious lectures we described in detail the rocess to find the otimal secific imulse for a articular situation. Among the mission requirements that serve

More information

Control the high-order harmonics cutoff through the. combination of chirped laser and static electric field

Control the high-order harmonics cutoff through the. combination of chirped laser and static electric field Control the high-order harmonics cutoff through the combination of chired laser and static electric field Yang Xiang,, Yueing iu Shangqing Gong State Key Laboratory of High Field Laser Physics, Shanghai

More information

An Analysis of Reliable Classifiers through ROC Isometrics

An Analysis of Reliable Classifiers through ROC Isometrics An Analysis of Reliable Classifiers through ROC Isometrics Stijn Vanderlooy s.vanderlooy@cs.unimaas.nl Ida G. Srinkhuizen-Kuyer kuyer@cs.unimaas.nl Evgueni N. Smirnov smirnov@cs.unimaas.nl MICC-IKAT, Universiteit

More information

Dispersion managed self-similar parabolic pulses

Dispersion managed self-similar parabolic pulses Disersion managed self-similar arabolic ulses Christohe Finot To cite this version: Christohe Finot. Disersion managed self-similar arabolic ulses. Journal of Otics A: Pure and Alied Otics, IOP Publishing,

More information

Chapter 2 Introductory Concepts of Wave Propagation Analysis in Structures

Chapter 2 Introductory Concepts of Wave Propagation Analysis in Structures Chater 2 Introductory Concets of Wave Proagation Analysis in Structures Wave roagation is a transient dynamic henomenon resulting from short duration loading. Such transient loadings have high frequency

More information

MATHEMATICAL MODELLING OF THE WIRELESS COMMUNICATION NETWORK

MATHEMATICAL MODELLING OF THE WIRELESS COMMUNICATION NETWORK Comuter Modelling and ew Technologies, 5, Vol.9, o., 3-39 Transort and Telecommunication Institute, Lomonosov, LV-9, Riga, Latvia MATHEMATICAL MODELLIG OF THE WIRELESS COMMUICATIO ETWORK M. KOPEETSK Deartment

More information

ε(ω,k) =1 ω = ω'+kv (5) ω'= e2 n 2 < 0, where f is the particle distribution function and v p f v p = 0 then f v = 0. For a real f (v) v ω (kv T

ε(ω,k) =1 ω = ω'+kv (5) ω'= e2 n 2 < 0, where f is the particle distribution function and v p f v p = 0 then f v = 0. For a real f (v) v ω (kv T High High Power Power Laser Laser Programme Programme Theory Theory and Comutation and Asects of electron acoustic wave hysics in laser backscatter N J Sircombe, T D Arber Deartment of Physics, University

More information

Highly improved convergence of the coupled-wave method for TM polarization

Highly improved convergence of the coupled-wave method for TM polarization . Lalanne and G. M. Morris Vol. 13, No. 4/Aril 1996/J. Ot. Soc. Am. A 779 Highly imroved convergence of the couled-wave method for TM olarization hilie Lalanne Institut d Otique Théorique et Aliquée, Centre

More information

MATH 2710: NOTES FOR ANALYSIS

MATH 2710: NOTES FOR ANALYSIS MATH 270: NOTES FOR ANALYSIS The main ideas we will learn from analysis center around the idea of a limit. Limits occurs in several settings. We will start with finite limits of sequences, then cover infinite

More information

Meshless Methods for Scientific Computing Final Project

Meshless Methods for Scientific Computing Final Project Meshless Methods for Scientific Comuting Final Project D0051008 洪啟耀 Introduction Floating island becomes an imortant study in recent years, because the lands we can use are limit, so eole start thinking

More information

Multiparameter entanglement in quantum interferometry

Multiparameter entanglement in quantum interferometry PHYSICAL REVIEW A, 66, 023822 200 Multiarameter entanglement in quantum interferometry Mete Atatüre, 1 Giovanni Di Giusee, 2 Matthew D. Shaw, 2 Alexander V. Sergienko, 1,2 Bahaa E. A. Saleh, 2 and Malvin

More information

Paper C Exact Volume Balance Versus Exact Mass Balance in Compositional Reservoir Simulation

Paper C Exact Volume Balance Versus Exact Mass Balance in Compositional Reservoir Simulation Paer C Exact Volume Balance Versus Exact Mass Balance in Comositional Reservoir Simulation Submitted to Comutational Geosciences, December 2005. Exact Volume Balance Versus Exact Mass Balance in Comositional

More information

Polarization Mode Dispersion Mitigation through Spun Fibers

Polarization Mode Dispersion Mitigation through Spun Fibers INTERNATIONAL JOURNAL O MICROWAVE AND OPTICAL TECHNOLOGY, 176 VOL.5 NO.3 MAY 1 Polarization Mode Disersion Mitigation through Sun ibers Dowluru Ravi Kumar*, Dr.. Prabhakara Rao * Lecturer in ECE, Deartment

More information

4. Score normalization technical details We now discuss the technical details of the score normalization method.

4. Score normalization technical details We now discuss the technical details of the score normalization method. SMT SCORING SYSTEM This document describes the scoring system for the Stanford Math Tournament We begin by giving an overview of the changes to scoring and a non-technical descrition of the scoring rules

More information

MODELING THE RELIABILITY OF C4ISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL

MODELING THE RELIABILITY OF C4ISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL Technical Sciences and Alied Mathematics MODELING THE RELIABILITY OF CISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL Cezar VASILESCU Regional Deartment of Defense Resources Management

More information

Chapter 7 Rational and Irrational Numbers

Chapter 7 Rational and Irrational Numbers Chater 7 Rational and Irrational Numbers In this chater we first review the real line model for numbers, as discussed in Chater 2 of seventh grade, by recalling how the integers and then the rational numbers

More information

Analysis of Pressure Transient Response for an Injector under Hydraulic Stimulation at the Salak Geothermal Field, Indonesia

Analysis of Pressure Transient Response for an Injector under Hydraulic Stimulation at the Salak Geothermal Field, Indonesia roceedings World Geothermal Congress 00 Bali, Indonesia, 5-9 Aril 00 Analysis of ressure Transient Resonse for an Injector under Hydraulic Stimulation at the Salak Geothermal Field, Indonesia Jorge A.

More information

Maximum Entropy and the Stress Distribution in Soft Disk Packings Above Jamming

Maximum Entropy and the Stress Distribution in Soft Disk Packings Above Jamming Maximum Entroy and the Stress Distribution in Soft Disk Packings Above Jamming Yegang Wu and S. Teitel Deartment of Physics and Astronomy, University of ochester, ochester, New York 467, USA (Dated: August

More information

Homogeneous and Inhomogeneous Model for Flow and Heat Transfer in Porous Materials as High Temperature Solar Air Receivers

Homogeneous and Inhomogeneous Model for Flow and Heat Transfer in Porous Materials as High Temperature Solar Air Receivers Excert from the roceedings of the COMSOL Conference 1 aris Homogeneous and Inhomogeneous Model for Flow and Heat ransfer in orous Materials as High emerature Solar Air Receivers Olena Smirnova 1 *, homas

More information

Vibration Analysis to Determine the Condition of Gear Units

Vibration Analysis to Determine the Condition of Gear Units UDC 61.83.05 Strojniški vestnik - Journal of Mechanical Engineering 54(008)1, 11-4 Paer received: 10.7.006 Paer acceted: 19.1.007 Vibration Analysis to Determine the Condition of Gear Units Aleš Belšak*

More information

NONRELATIVISTIC STRONG-FIELD APPROXIMATION (SFA)

NONRELATIVISTIC STRONG-FIELD APPROXIMATION (SFA) NONRELATIVISTIC STRONG-FIELD APPROXIMATION (SFA) Note: SFA will automatically be taken to mean Coulomb gauge (relativistic or non-diole) or VG (nonrelativistic, diole-aroximation). If LG is intended (rarely),

More information

Chapter 6: Sound Wave Equation

Chapter 6: Sound Wave Equation Lecture notes on OPAC0- ntroduction to Acoustics Dr. Eser OLĞAR, 08 Chater 6: Sound Wave Equation. Sound Waves in a medium the wave equation Just like the eriodic motion of the simle harmonic oscillator,

More information

Section 4: Electromagnetic Waves 2

Section 4: Electromagnetic Waves 2 Frequency deendence and dielectric constant Section 4: Electromagnetic Waves We now consider frequency deendence of electromagnetic waves roagating in a dielectric medium. As efore we suose that the medium

More information

On the Relationship Between Packet Size and Router Performance for Heavy-Tailed Traffic 1

On the Relationship Between Packet Size and Router Performance for Heavy-Tailed Traffic 1 On the Relationshi Between Packet Size and Router Performance for Heavy-Tailed Traffic 1 Imad Antonios antoniosi1@southernct.edu CS Deartment MO117 Southern Connecticut State University 501 Crescent St.

More information

Submicrometer Position Control of Single Trapped Neutral Atoms

Submicrometer Position Control of Single Trapped Neutral Atoms Dotsenko, I and Alt, W and Khudaverdyan, M and Kuhr, S and Meschede, D and Miroshnychenko, Y and Schrader, D and Rauschenbeutel, A (25) Submicrometer osition control of single traed neutral atoms. Physical

More information

Experiments on ring wave packet generated by water drop

Experiments on ring wave packet generated by water drop Chinese Science Bulletin 2008 SCIENCE IN CHINA PRESS Sringer Exeriments on ring wave acket generated by water dro ZHU GuoZhen, LI ZhaoHui & FU DeYong Deartment of Physics, Tsinghua University, Beijing

More information

REFLECTION AND TRANSMISSION BAND STRUCTURES OF A ONE-DIMENSIONAL PERIODIC SYSTEM IN THE PRESENCE OF ABSORPTION

REFLECTION AND TRANSMISSION BAND STRUCTURES OF A ONE-DIMENSIONAL PERIODIC SYSTEM IN THE PRESENCE OF ABSORPTION Armenian Journal of Physics, 0, vol. 4, issue,. 90-0 REFLECTIO AD TRASMISSIO BAD STRUCTURES OF A OE-DIMESIOAL PERIODIC SYSTEM I THE PRESECE OF ABSORPTIO A. Zh. Khachatrian State Engineering University

More information

dn i where we have used the Gibbs equation for the Gibbs energy and the definition of chemical potential

dn i where we have used the Gibbs equation for the Gibbs energy and the definition of chemical potential Chem 467 Sulement to Lectures 33 Phase Equilibrium Chemical Potential Revisited We introduced the chemical otential as the conjugate variable to amount. Briefly reviewing, the total Gibbs energy of a system

More information

Physics 2D Lecture Slides Lecture 17: Feb 10 th

Physics 2D Lecture Slides Lecture 17: Feb 10 th Physics 2D Lecture Slides Lecture 17: Feb 10 th Vivek Sharma UCSD Physics Just What is Waving in Matter Waves? For waves in an ocean, it s the water that waves For sound waves, it s the molecules in medium

More information

Metrics Performance Evaluation: Application to Face Recognition

Metrics Performance Evaluation: Application to Face Recognition Metrics Performance Evaluation: Alication to Face Recognition Naser Zaeri, Abeer AlSadeq, and Abdallah Cherri Electrical Engineering Det., Kuwait University, P.O. Box 5969, Safat 6, Kuwait {zaery, abeer,

More information

2-D Analysis for Iterative Learning Controller for Discrete-Time Systems With Variable Initial Conditions Yong FANG 1, and Tommy W. S.

2-D Analysis for Iterative Learning Controller for Discrete-Time Systems With Variable Initial Conditions Yong FANG 1, and Tommy W. S. -D Analysis for Iterative Learning Controller for Discrete-ime Systems With Variable Initial Conditions Yong FANG, and ommy W. S. Chow Abstract In this aer, an iterative learning controller alying to linear

More information

Storage and Retrieval of a Weak Optical Signal Improved by Spontaneously Generated Coherence in an Atomic Assemble

Storage and Retrieval of a Weak Optical Signal Improved by Spontaneously Generated Coherence in an Atomic Assemble Commun. Theor. Phys. 57 (2012) 463 467 Vol. 57, No. 3, March 15, 2012 Storage and Retrieval of a Weak Otical Signal Imroved by Sontaneously Generated Coherence in an Atomic Assemble ZHENG Tao (Ü ), 1 QIU

More information

On Line Parameter Estimation of Electric Systems using the Bacterial Foraging Algorithm

On Line Parameter Estimation of Electric Systems using the Bacterial Foraging Algorithm On Line Parameter Estimation of Electric Systems using the Bacterial Foraging Algorithm Gabriel Noriega, José Restreo, Víctor Guzmán, Maribel Giménez and José Aller Universidad Simón Bolívar Valle de Sartenejas,

More information

Linear diophantine equations for discrete tomography

Linear diophantine equations for discrete tomography Journal of X-Ray Science and Technology 10 001 59 66 59 IOS Press Linear diohantine euations for discrete tomograhy Yangbo Ye a,gewang b and Jiehua Zhu a a Deartment of Mathematics, The University of Iowa,

More information

ME scope Application Note 16

ME scope Application Note 16 ME scoe Alication Note 16 Integration & Differentiation of FFs and Mode Shaes NOTE: The stes used in this Alication Note can be dulicated using any Package that includes the VES-36 Advanced Signal Processing

More information

Classical gas (molecules) Phonon gas Number fixed Population depends on frequency of mode and temperature: 1. For each particle. For an N-particle gas

Classical gas (molecules) Phonon gas Number fixed Population depends on frequency of mode and temperature: 1. For each particle. For an N-particle gas Lecture 14: Thermal conductivity Review: honons as articles In chater 5, we have been considering quantized waves in solids to be articles and this becomes very imortant when we discuss thermal conductivity.

More information

Theory of the ultra-intense short-pulse laser interaction with underdense

Theory of the ultra-intense short-pulse laser interaction with underdense Theory of the ultra-intense short-ulse laser interaction with underdense lasma J. Yazdananah 1*, E. Yazdani 2, A. Chakhmachi 1 and E. Khalilzadeh 1, 3 1 The Plasma Physics and Fusion Research School, Tehran,

More information

Hotelling s Two- Sample T 2

Hotelling s Two- Sample T 2 Chater 600 Hotelling s Two- Samle T Introduction This module calculates ower for the Hotelling s two-grou, T-squared (T) test statistic. Hotelling s T is an extension of the univariate two-samle t-test

More information

HENSEL S LEMMA KEITH CONRAD

HENSEL S LEMMA KEITH CONRAD HENSEL S LEMMA KEITH CONRAD 1. Introduction In the -adic integers, congruences are aroximations: for a and b in Z, a b mod n is the same as a b 1/ n. Turning information modulo one ower of into similar

More information

Characteristics of Beam-Based Flexure Modules

Characteristics of Beam-Based Flexure Modules Shorya Awtar e-mail: shorya@mit.edu Alexander H. Slocum e-mail: slocum@mit.edu Precision Engineering Research Grou, Massachusetts Institute of Technology, Cambridge, MA 039 Edi Sevincer Omega Advanced

More information

Period-two cycles in a feedforward layered neural network model with symmetric sequence processing

Period-two cycles in a feedforward layered neural network model with symmetric sequence processing PHYSICAL REVIEW E 75, 4197 27 Period-two cycles in a feedforward layered neural network model with symmetric sequence rocessing F. L. Metz and W. K. Theumann Instituto de Física, Universidade Federal do

More information

Churilova Maria Saint-Petersburg State Polytechnical University Department of Applied Mathematics

Churilova Maria Saint-Petersburg State Polytechnical University Department of Applied Mathematics Churilova Maria Saint-Petersburg State Polytechnical University Deartment of Alied Mathematics Technology of EHIS (staming) alied to roduction of automotive arts The roblem described in this reort originated

More information

Explanation of superluminal phenomena based on wave-particle duality and proposed optical experiments

Explanation of superluminal phenomena based on wave-particle duality and proposed optical experiments Exlanation of suerluminal henomena based on wave-article duality and roosed otical exeriments Hai-Long Zhao * Jiuquan satellite launch center, Jiuquan, 73750, China Abstract: We suggest an exlanation for

More information

16. CHARACTERISTICS OF SHOCK-WAVE UNDER LORENTZ FORCE AND ENERGY EXCHANGE

16. CHARACTERISTICS OF SHOCK-WAVE UNDER LORENTZ FORCE AND ENERGY EXCHANGE 16. CHARACTERISTICS OF SHOCK-WAVE UNDER LORENTZ FORCE AND ENERGY EXCHANGE H. Yamasaki, M. Abe and Y. Okuno Graduate School at Nagatsuta, Tokyo Institute of Technology 459, Nagatsuta, Midori-ku, Yokohama,

More information

HEAT, WORK, AND THE FIRST LAW OF THERMODYNAMICS

HEAT, WORK, AND THE FIRST LAW OF THERMODYNAMICS HET, ORK, ND THE FIRST L OF THERMODYNMIS 8 EXERISES Section 8. The First Law of Thermodynamics 5. INTERPRET e identify the system as the water in the insulated container. The roblem involves calculating

More information

FUGACITY. It is simply a measure of molar Gibbs energy of a real gas.

FUGACITY. It is simply a measure of molar Gibbs energy of a real gas. FUGACITY It is simly a measure of molar Gibbs energy of a real gas. Modifying the simle equation for the chemical otential of an ideal gas by introducing the concet of a fugacity (f). The fugacity is an

More information

Topological-phase effects and path-dependent interference in microwave structures with magnetic-dipolar-mode ferrite particles

Topological-phase effects and path-dependent interference in microwave structures with magnetic-dipolar-mode ferrite particles Toological-hase effects and ath-deendent interference in microwave structures with magnetic-diolar-mode ferrite articles Abstract M. Berezin, E.O. Kamenetskii, and R. Shavit Microwave Magnetic Laboratory

More information

Spectral Analysis by Stationary Time Series Modeling

Spectral Analysis by Stationary Time Series Modeling Chater 6 Sectral Analysis by Stationary Time Series Modeling Choosing a arametric model among all the existing models is by itself a difficult roblem. Generally, this is a riori information about the signal

More information

Filters and Equalizers

Filters and Equalizers Filters and Equalizers By Raymond L. Barrett, Jr., PhD, PE CEO, American Research and Develoment, LLC . Filters and Equalizers Introduction This course will define the notation for roots of olynomial exressions

More information

The Binomial Approach for Probability of Detection

The Binomial Approach for Probability of Detection Vol. No. (Mar 5) - The e-journal of Nondestructive Testing - ISSN 45-494 www.ndt.net/?id=7498 The Binomial Aroach for of Detection Carlos Correia Gruo Endalloy C.A. - Caracas - Venezuela www.endalloy.net

More information

Landau Theory of the Fermi Liquid

Landau Theory of the Fermi Liquid Chater 5 Landau Theory of the Fermi Liquid 5. Adiabatic Continuity The results of the revious lectures, which are based on the hysics of noninteracting systems lus lowest orders in erturbation theory,

More information

Optimal Recognition Algorithm for Cameras of Lasers Evanescent

Optimal Recognition Algorithm for Cameras of Lasers Evanescent Otimal Recognition Algorithm for Cameras of Lasers Evanescent T. Gaudo * Abstract An algorithm based on the Bayesian aroach to detect and recognise off-axis ulse laser beams roagating in the atmoshere

More information

arxiv:cond-mat/ v2 [cond-mat.str-el] 23 May 2006

arxiv:cond-mat/ v2 [cond-mat.str-el] 23 May 2006 Quantum dot with ferromagnetic leads: a densiti-matrix renormaliation grou study C. J. Gaa, M. E. Torio, and J. A. Riera Instituto de Física Rosario, Consejo Nacional de Investigaciones Científicas y Técnicas,

More information

arxiv: v1 [quant-ph] 22 Apr 2017

arxiv: v1 [quant-ph] 22 Apr 2017 Quaternionic Quantum Particles SERGIO GIARDINO Institute of Science and Technology, Federal University of São Paulo (Unifes) Avenida Cesare G. M. Lattes 101, 147-014 São José dos Camos, SP, Brazil arxiv:1704.06848v1

More information

Phase velocity and group velocity (c) Zhengqing Yun,

Phase velocity and group velocity (c) Zhengqing Yun, Phase velocity and grou velocity (c) Zhengqing Yun, 2011-2012 Objective: Observe the difference between hase and grou velocity; understand that the grou velocity can be less than, equal to, and greater

More information

Plotting the Wilson distribution

Plotting the Wilson distribution , Survey of English Usage, University College London Setember 018 1 1. Introduction We have discussed the Wilson score interval at length elsewhere (Wallis 013a, b). Given an observed Binomial roortion

More information

I Poles & zeros. I First-order systems. I Second-order systems. I E ect of additional poles. I E ect of zeros. I E ect of nonlinearities

I Poles & zeros. I First-order systems. I Second-order systems. I E ect of additional poles. I E ect of zeros. I E ect of nonlinearities EE C28 / ME C34 Lecture Chater 4 Time Resonse Alexandre Bayen Deartment of Electrical Engineering & Comuter Science University of California Berkeley Lecture abstract Toics covered in this resentation

More information

Statics and dynamics: some elementary concepts

Statics and dynamics: some elementary concepts 1 Statics and dynamics: some elementary concets Dynamics is the study of the movement through time of variables such as heartbeat, temerature, secies oulation, voltage, roduction, emloyment, rices and

More information

Towards understanding the Lorenz curve using the Uniform distribution. Chris J. Stephens. Newcastle City Council, Newcastle upon Tyne, UK

Towards understanding the Lorenz curve using the Uniform distribution. Chris J. Stephens. Newcastle City Council, Newcastle upon Tyne, UK Towards understanding the Lorenz curve using the Uniform distribution Chris J. Stehens Newcastle City Council, Newcastle uon Tyne, UK (For the Gini-Lorenz Conference, University of Siena, Italy, May 2005)

More information

Pell's Equation and Fundamental Units Pell's equation was first introduced to me in the number theory class at Caltech that I never comleted. It was r

Pell's Equation and Fundamental Units Pell's equation was first introduced to me in the number theory class at Caltech that I never comleted. It was r Pell's Equation and Fundamental Units Kaisa Taiale University of Minnesota Summer 000 1 Pell's Equation and Fundamental Units Pell's equation was first introduced to me in the number theory class at Caltech

More information

E p,rms = 240 V E rms = 120 V N p N s C. f = 60 Hz R = 3.8 L

E p,rms = 240 V E rms = 120 V N p N s C. f = 60 Hz R = 3.8 L Discussion Question 1A P1, Week 1 Power in AC Circuits An electronic device, consisting of a simle C circuit, is designed to be connected to an American-standard ower outlet delivering an EMF of 1 V at

More information

Sets of Real Numbers

Sets of Real Numbers Chater 4 Sets of Real Numbers 4. The Integers Z and their Proerties In our revious discussions about sets and functions the set of integers Z served as a key examle. Its ubiquitousness comes from the fact

More information

A PEAK FACTOR FOR PREDICTING NON-GAUSSIAN PEAK RESULTANT RESPONSE OF WIND-EXCITED TALL BUILDINGS

A PEAK FACTOR FOR PREDICTING NON-GAUSSIAN PEAK RESULTANT RESPONSE OF WIND-EXCITED TALL BUILDINGS The Seventh Asia-Pacific Conference on Wind Engineering, November 8-1, 009, Taiei, Taiwan A PEAK FACTOR FOR PREDICTING NON-GAUSSIAN PEAK RESULTANT RESPONSE OF WIND-EXCITED TALL BUILDINGS M.F. Huang 1,

More information

Comparative study on different walking load models

Comparative study on different walking load models Comarative study on different walking load models *Jining Wang 1) and Jun Chen ) 1), ) Deartment of Structural Engineering, Tongji University, Shanghai, China 1) 1510157@tongji.edu.cn ABSTRACT Since the

More information

Chapter 6. Thermodynamics and the Equations of Motion

Chapter 6. Thermodynamics and the Equations of Motion Chater 6 hermodynamics and the Equations of Motion 6.1 he first law of thermodynamics for a fluid and the equation of state. We noted in chater 4 that the full formulation of the equations of motion required

More information

Methods for detecting fatigue cracks in gears

Methods for detecting fatigue cracks in gears Journal of Physics: Conference Series Methods for detecting fatigue cracks in gears To cite this article: A Belšak and J Flašker 2009 J. Phys.: Conf. Ser. 181 012090 View the article online for udates

More information

VISCOELASTIC PROPERTIES OF INHOMOGENEOUS NANOCOMPOSITES

VISCOELASTIC PROPERTIES OF INHOMOGENEOUS NANOCOMPOSITES VISCOELASTIC PROPERTIES OF INHOMOGENEOUS NANOCOMPOSITES V. V. Novikov ), K.W. Wojciechowski ) ) Odessa National Polytechnical University, Shevchenko Prosekt, 6544 Odessa, Ukraine; e-mail: novikov@te.net.ua

More information

Computer arithmetic. Intensive Computation. Annalisa Massini 2017/2018

Computer arithmetic. Intensive Computation. Annalisa Massini 2017/2018 Comuter arithmetic Intensive Comutation Annalisa Massini 7/8 Intensive Comutation - 7/8 References Comuter Architecture - A Quantitative Aroach Hennessy Patterson Aendix J Intensive Comutation - 7/8 3

More information

A Bound on the Error of Cross Validation Using the Approximation and Estimation Rates, with Consequences for the Training-Test Split

A Bound on the Error of Cross Validation Using the Approximation and Estimation Rates, with Consequences for the Training-Test Split A Bound on the Error of Cross Validation Using the Aroximation and Estimation Rates, with Consequences for the Training-Test Slit Michael Kearns AT&T Bell Laboratories Murray Hill, NJ 7974 mkearns@research.att.com

More information

Frequency-Weighted Robust Fault Reconstruction Using a Sliding Mode Observer

Frequency-Weighted Robust Fault Reconstruction Using a Sliding Mode Observer Frequency-Weighted Robust Fault Reconstruction Using a Sliding Mode Observer C.P. an + F. Crusca # M. Aldeen * + School of Engineering, Monash University Malaysia, 2 Jalan Kolej, Bandar Sunway, 4650 Petaling,

More information

An Improved Calibration Method for a Chopped Pyrgeometer

An Improved Calibration Method for a Chopped Pyrgeometer 96 JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY VOLUME 17 An Imroved Calibration Method for a Choed Pyrgeometer FRIEDRICH FERGG OtoLab, Ingenieurbüro, Munich, Germany PETER WENDLING Deutsches Forschungszentrum

More information

Single and double coincidence nucleon spectra in the weak decay of Λ hypernuclei

Single and double coincidence nucleon spectra in the weak decay of Λ hypernuclei Single and double coincidence nucleon sectra in the weak decay of hyernuclei E. Bauer 1, G. Garbarino 2, A. Parreño 3 and A. Ramos 3 1 Deartamento de Física, Universidad Nacional de La Plata, C. C. 67

More information

ECE 534 Information Theory - Midterm 2

ECE 534 Information Theory - Midterm 2 ECE 534 Information Theory - Midterm Nov.4, 009. 3:30-4:45 in LH03. You will be given the full class time: 75 minutes. Use it wisely! Many of the roblems have short answers; try to find shortcuts. You

More information

A SIMPLE PLASTICITY MODEL FOR PREDICTING TRANSVERSE COMPOSITE RESPONSE AND FAILURE

A SIMPLE PLASTICITY MODEL FOR PREDICTING TRANSVERSE COMPOSITE RESPONSE AND FAILURE THE 19 TH INTERNATIONAL CONFERENCE ON COMPOSITE MATERIALS A SIMPLE PLASTICITY MODEL FOR PREDICTING TRANSVERSE COMPOSITE RESPONSE AND FAILURE K.W. Gan*, M.R. Wisnom, S.R. Hallett, G. Allegri Advanced Comosites

More information

Influence of Pulse width and Rabi frequency on the Population dynamics

Influence of Pulse width and Rabi frequency on the Population dynamics Influence of Pulse width and Rabi frequency on the Poulation dynamics of three-level system in two-hoton absortion rocess Nam-Chol Kim,,* Myong-Chol Ko, Song-Jin Im, Zhong-Hua Hao Deartment of Physics,

More information

Distributed Rule-Based Inference in the Presence of Redundant Information

Distributed Rule-Based Inference in the Presence of Redundant Information istribution Statement : roved for ublic release; distribution is unlimited. istributed Rule-ased Inference in the Presence of Redundant Information June 8, 004 William J. Farrell III Lockheed Martin dvanced

More information

Uniform Law on the Unit Sphere of a Banach Space

Uniform Law on the Unit Sphere of a Banach Space Uniform Law on the Unit Shere of a Banach Sace by Bernard Beauzamy Société de Calcul Mathématique SA Faubourg Saint Honoré 75008 Paris France Setember 008 Abstract We investigate the construction of a

More information

Online Appendix to Accompany AComparisonof Traditional and Open-Access Appointment Scheduling Policies

Online Appendix to Accompany AComparisonof Traditional and Open-Access Appointment Scheduling Policies Online Aendix to Accomany AComarisonof Traditional and Oen-Access Aointment Scheduling Policies Lawrence W. Robinson Johnson Graduate School of Management Cornell University Ithaca, NY 14853-6201 lwr2@cornell.edu

More information