Polarization Mode Dispersion Mitigation through Spun Fibers

Size: px
Start display at page:

Download "Polarization Mode Dispersion Mitigation through Spun Fibers"

Transcription

1 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 of Technical Education, A.P, Hyderabad, India Tel: ; dowlururavi_kumar@yahoo.com Professor, Deartment of ECE, Jawaharlal Nehru Technological University, Kakinada, India Tel: ; drbr@rediffmail.com Abstract- Polarization mode disersion (PMD) in single mode fibers is one of the main limiting factors for high seed otical communication system esecially for systems with bit rates of 4- Gbs and beyond. PMD occurs because of the existence of the birefringence, which is due to slight ellitical nature of the core and asymmetric stresses along the fibers. Thus roagating light is slit into two local olarization modes that travel with different velocities. The resulting difference in roagation times between the two olarizationmodes is known as differential grou delay (DGD). Sinning the fiber during the drawing rocess reduces the differential grou delay and hence the olarization mode disersion. This article resents the numerical simulation of olarization maintaining fibers and sun fibers. Simulation results show that the sun fibers have less differential grou delay comared to the un-sun fibers and thus reducing the effect of olarization mode disersion in single mode fibers. Index Te- irefringence, eat length, Correlation length, Differential grou delay, Polarization mode disersion, Sun fibers I. INTRODUCTION A single mode fiber suorts only the fundamental mode HE 11. In general, an otical wave of arbitrary olarization can be reresented as the linear suerosition of two orthogonally olarized HE 11 modes. or an ideal fiber formed as a cylindrically symmetric waveguide, the two HE 11 modes are degenerate since they roagate with the same roerties. However, random birefringence in real otical fibers removes the degeneracy, resulting in two distinct HE 11 olarization modes with distinct hase velocities, v x and v y and grou velocities, v gx and v gx. In the time domain, PMD leads to ulse broadening which in the lowest order yields a time delay T between the two HE11modes that is termed DGD [1]. PMD can also be viewed in the frequency domain, in which the difference of hase velocities, v v x - v y, results in the rotation of the olarization along the fiber length. Due to the random nature of the fiber birefringence, olarization mode disersion is stochastic and hence a far more comlex henomenon than the chromatic disersion. irst, the advent of the otical amlifier has dramatically increased the transmission distance, resulting in a non-negligible ulse distortion due to the accumulation of PMD along fiber length. urther, the develoments of transmitter and receiver technologies have increased the bit rates in otical communication systems. To satisfy the ever-increasing demand for communication caacity, otical systems are migrating from the current 1-Gb/s to 4-Gb/s or higher. In such high bit rate and long haul communication systems, PMD effects are the main limiting factors. Consider a birefringent fiber that suorts two olarization modes with roagation constants of β1 and β. The difference between the roagation constant of two models is defined as the fiber birefringence β, given by β β β1. It is π related to the beat length as L. The β hysical meaning of beat length is that the state IJMOT ISRAMT

2 INTERNATIONAL JOURNAL O MICROWAVE AND OPTICAL TECHNOLOGY, 177 VOL.5 NO.3 MAY 1 of light that is reroduced after traveling a distance of L. The PMD, γ of a fiber at a osition z along the fiber is defined as the deferential grou delay (DGD) between the two olarization modes in a unit length and is given by γ d β (1) d where is the angular frequency of light. or a uniform birefringent fiber, the total DGD is roortional to the fiber length L and is given asτ L γ II. IER IRERINGENCE MODELLING iber birefringence is the hysical origin of olarization mode disersion and can be fully described by the local, frequency deendent, birefringence vector defined as b, [ β (, β (, )]/ () ( 1 z The quantities β1(, and β (, are the roagation constants of monochromatic light olarized along or orthogonal to the rincial birefringence axis. Given the random birefringence vector b ( z ) b (, z ) of an otical fiber, the evolution of the PMD vector with distance z is determined according to the dynamical PMD equation τ b + b τ z z (3) iber birefringence results from various erturbations that act on a single mode fiber. These erturbations can be classified as intrinsic and extrinsic erturbations []. Intrinsic erturbations, such as the noncircular core and nonsymmetrical stress fields in the core region, occur during the manufacturing rocess. A noncircular core gives rise to geometric birefringence, whereas a nonsymmetrical stress field creates stress birefringence. iber birefringence also results from external forces, such as lateral stress of the fiber, fiber bending, and fiber twisting. Due to the dynamic nature of the extrinsic forces, the resulting birefringence changes unredictably with time. In other words, both the intrinsic and extrinsic erturbations exist unavoidably in real otical fibers, and the magnitude and orientation of the birefringence tyically varies with time, distance along the fiber, and among fiber samles. To facilitate the study of PMD henomena, a statistical model of fiber birefringence was first advanced by oschini and Poole, which we term the oschini-poole model. In this model, the olarization-deendent roerties of a single mode fiber are reresented by a real 3 3 rotation matrix which is a roduct of two matrix comonents: a length indeendent background comonent and a small length deendent erturbation. This model redicts that otical fibers have nearly fixed birefringence axes, varying only slightly but raidly along the fiber length. Later Wai and Menyuk roosed another two additional birefringent models [3], namely the fixed and random modulus models (MM and RMM). The MM assumes a randomly varying birefringence axis but fixed birefringence strength, while the RMM as sums that both quantities vary randomly. In the MM, the birefringence strength b and the secific grou delay er unit length b at carrier frequency are assumed constant along the fiber, and are π determined by the beat length L, as b, b and b. The rate of change of the birefringence orientation θ is modeled by a white noise rocess g θ (, L dθ / dz g ( (4) θ with g θ ( and g θ ( g θ ( z ) σ θ δ ( z z ) and the variance σ / θ L is given by b () b( b cos[ θ ( θ ()] IJMOT ISRAMT

3 INTERNATIONAL JOURNAL O MICROWAVE AND OPTICAL TECHNOLOGY, 178 VOL.5 NO.3 MAY 1 z b ex( ) (5) L where L is the fiber elation length. In the RMM, the birefringence vector obeys the Langevin rocess db ab( + g(, (6) dz where g( is an isotroic Gaussian white noise vector with g (, g ( g( z ) σ δ ( z z ) (7) and has the solution z b( b() ex( a + dz g( z ) ex( az a (8) Here a 1/ L and σ b / L are determined by imosing the conditions b() b( b () ex( z / ) and L lim z b ( b where b π / L, if we denote b( n) b(, n) and b ( n) b (, n) as two random series, we can calculate b( n) b ( n) (9) The root mean square DGD is defined asτ τ, the root mean square DGD of olarization-maintaining fibers (PM fibers) is τ PM π z (1) L The esonding exression for the root mean square DGD for un-sun fibers is τ * π [zl L + L ex( z / L ) L III. POLARIZATION MODE DISPERSION MITIGATION THROUGH SPUN IERS ] (11) 1/ Polarization mode disersion (PMD) mitigation can be achieved through two aroaches. The first is to comensate the PMD in already installed systems. ecause PMD fluctuates in time, the comensation must be alied in-site and dynamically, greatly comlicating the develoment of comensators and adding substantially to their exense. The second aroach is to design low-pmd fibers. One rocedure for manufacturing low PMD fibers involves sinning the fiber during the fiber drawing rocess. Generally, the fiber is rotated with tractors, which induces a similar rotation of the fiber's birefringence axis along the fiber length. This sinning can be alied at either a constant or a variable rate. The latter rocedure aears to reduce PMD more than the former. Sinning was imlemented in fiber manufacturing about a decade ago to reduce the PMD of transmission fibers. Exerimentally, the PMD coefficient was reduced from s / km to.5-.1 s / km, which is almost an exact agreement with the results of this aer. A. Two Models for the irefringence: The evolution along the fiber of the olarization disersion vector β ( is governed by the dynamical equation Ω( β ( + β ( Ω( z (1) where β( is the local birefringence vector. or standard telecommunication fibers β( is the random function of z, whose roerties may be described by the aroriate statistical models. β ( b( ˆ( β, where b( the modulus and ˆ β ( z ).The direction we indicate the IJMOT ISRAMT

4 INTERNATIONAL JOURNAL O MICROWAVE AND OPTICAL TECHNOLOGY, 179 VOL.5 NO.3 MAY 1 derivative of b( asb W, and in our simulation we assume that b( ) b( b w ( (13) The second Wai Menyuk model is the RMM, which describes β 1( and β ( as indeendent Langevin rocesses dβ i dz ρβ ( + ση ( (14) i i1, ; where η 1( and η ( are indeendent Gaussian white noise rocesses. As a consequence, the modulus b ( is a Rayleigh distributed random variable. The arameters ρ and σ define the statistical roerties of the birefringence, in articular, the elation length is given by L 1/ ρ and the beat length is given 1 / by L π / b π ρ / σ π / σ β. Note that the new arameter σ β is related to the statistical roerties of the modulus of h h birefringence by the relation b h!(σ ). urthermore, in the long-length regime, the mean DGD becomes [4] 16zL zl (15) 8 π τ ( b ( 3π L 3 According to the MM, the local birefringence T vector is β ( z, b( (cos θ (,sin(,) where θ ( is a Wiener rocess, i.e., it obeys the equation dθ / dz σ η(. In this exression, σ is a constant arameter, and η ( is a white noise rocess According to this model, the birefringence elation length and the beat length are given by L 1/(σ ) and L π / b resectively. Once L, L, and α ( are fixed, the statistical roerties of the DGD are comletely defined by changing the erturbation conditions. We cannot change the sin rofile, but we might change L and L, and i β when this haens the PMD statistical roerties are modified. This means that DGD values obtained by changing the erturbation conditions belong to the same statistical ensemble only if the birefringence arameters L and L do not change.. Constant Sinning: Here we consider the first order PMD. The first result we resent concerns the asymtotic evolution of the mean square DGD of a constantly sun randomly birefringent fiber which is given by the asymtotic exression [5] τ b b 4α z σ σ b (16) where is the otical frequency and, for convenience, we introduced the birefringence strength b π / L, the sin rateα π /, and the square diffusion coefficient σ 1/(L ). The most imortant consequence of this result is that the mean square DGD of a constantly sun fiber grows asymtotically at the same seed as that of an un-sun fiber with equal birefringence arameters. This also means that, as the fiber length increases, the relative DGD reduction due to the sin decreases, and for z the sin has no effects at all. This behavior is fundamentally different from that of eriodically sun fibers, in which the rate of growth of τ is affected by the sin, and the sin effectiveness does not deend on fiber length.however, real fibers have finite lengths; hence the constant sin still has beneficial effects in reducing the DGD. C. Sin Induced Reduction actor (SIR): The sin effect on fiber DGD can be conveniently described by the SIR, and is defined as [6] τ SIR (17) τ unsun IJMOT ISRAMT

5 INTERNATIONAL JOURNAL O MICROWAVE AND OPTICAL TECHNOLOGY, 18 VOL.5 NO.3 MAY 1 Here the term τ is the root-mean square DGD of sun fibers and τ unsun is that of standard fiber, varies between and 1. or constant sun the SIR is defined below is urely deends on beat length L α SIR (1 + ) (18) σ Z b whereσ 1/ L, α π /, b π / L. IV. PERIODICALY SPUN IERS The asymtotic inefficiency of the constant sin rofiles can be intuitively derived also from the analysis of eriodically sun fibers. or simlicity, consider a sinusoidal sin rofile A( sin(πz / s ) ; with esonding sin-rate α ( A ( π ( A / s ) cos(πz / s ). If we now increase s and A so that the ratio A / s remains constant, for s the sin rate may be aroximated as a constant function α ( π ( A / s ) π /. ecause of this the behavior of constant sun fibers may be the same as that of a eriodically sun fiber with a very long sin eriod and roer sin amlitude. Indeed, it is shown that as the sin eriod s increases, the effectiveness of the sin decreases and the SIR tends to become unity. In this section, we introduce the exression for the mean DGD of a randomly birefringent eriodically sun fiber. We obtain the result using the MM model of birefringence with the short-eriod assumtion. A. Within the Short-Period Assumtion: Let us consider a randomly birefringent fiber with a local birefringence vector that is modeled using the MM, If that fiber is sun according to a eriodic function A ( of eriod, Here we choose a sinusoidal sin function [4,7,8] A( Z) A Sin(πz / ) with eriod, the SIR is C S SIR (19) C + Where C and S are defined as C S γ ex( Cos[ A( t) A( t ] dtdu () σ γ ex( Sin[ A( t) A( t σ ] dtdu (1) where γ σ /[1 ex( σ )], σ 1/ L, we remark that the exressions given in (19) deend only on the ratio / L.. or L is infinite: Exression for SIR in the case L may be simlified. If L >>, then in both integrals (,1), we may set ex( σ 1, and γ 1. As a consequence, one finds S, and, therefore, the SIR simlifies to, SIR C where C can be rearranged as 1 C cos A( du 1 + sin A( du () This secific case of olarization-maintaining fibers has been analyzed also by Chen et al., using a different aroach and yielding the same result. This result exlains the numerical observation that sin functions otimized for a olarization-maintaining fiber allow quasiotimal DGD reduction, even when the fiber birefringence evolves randomly. V. SIMULATIONS AND RESULTS Numerical simulations are carried out to analyze the reduction in grou velocity disersion for different fibers. ig.1 shows the evolution of mean square DGD of un-sun, olarization maintaining and sun fibers. It can be observed that sun fibers rovide minimum mean square DGD when comared to the other two fibers. IJMOT ISRAMT

6 INTERNATIONAL JOURNAL O MICROWAVE AND OPTICAL TECHNOLOGY, 181 VOL.5 NO.3 MAY 1 ig.1. Mean square DGD as a function of distance with L 1.5 m L 8 m and 3 with the RMM. ig.4. SIR as a function of sin amlitude A, for different values of ρ 1,.1 ig.. SIR as a function of elation length L for different beat length L is.1,.85, and 1.5m ig.5. SIR as a function of sin amlitude A varying between to 1, for sin eriod 4 ig.3. SIR function of elation length L, for different sin eriods 3, 5, and 15 ig.6. SIR as a function of sin amlitude A varying between to, for sin eriod 4 IJMOT ISRAMT

7 INTERNATIONAL JOURNAL O MICROWAVE AND OPTICAL TECHNOLOGY, 18 VOL.5 NO.3 MAY 1 ig. and ig.3 deicts the variation of SIR as a function of elation length for different values of beat lengths and sin eriods resectively. rom ig. it can be seen that SIR imroves when the beat length is small comared to the elation length for a given sin eriod and ig.3 shows how SIR imroves with increase in sin eriod for a given beat length. The variation of SIR with the arameter ρ is given in ig.4. inally ig.5 and 6 illustrates deendence of SIR on sin amlitude and sin eriod together. VI. CONCLUSION In this article we reorted an extensive study on the fiber birefringence and Polarization Mode Disersion mitigation through sun fibers. The theoretical characterization of various asects of PMD has been studied. We reresented birefringence by MM model and comared DGDs for un-sun fibers, PM fibers and sun fibers. We observed that the delay is less in sun fibers than normal fibers and PM fibers. The sin effect on fiber DGD is conveniently described by the SIR in both constant sun fibers and eriodically sun fibers. It is observed that in constant sun fibers, the SIR mainly deends on beat length L for a given sin eriod. In eriodically sun fibers we made roer assumtions like (i) short eriod assumtion in which the value of is less than elation length which mainly deends on the factor ρ ( / L ). (ii) L to be infinite, by this assumtion, we notice that for different values of sin amlitude A, we get the desired characteristics between to 5. rom the above observations we conclude that we get less SIR in eriodically sun fibers when comared to constant sun fibers. Delay of Periodically Sun ibers, IEEE Photonics Technology Letters, vol. 15, NO. 6, June.3. [4] Andrea Galtarossa, Member, IEEE, Luca Palmieri, Anna Pizzinat,rian S. Marks,and Curtis R. Menyuk, An Analytical ormula for the Mean Differential Grou Delay of Randomly irefringent Sun ibers IEEE Journal of light wave technology, VOL. 1, NO. 7, JULY 3. [5] Anna Pizzinat, Luca Palmieri, rian S. Marks, Curtis R. Menyuk AnalyticalTreatment of Randomly irefringent Periodically Sun ibers Journal of light wavetechnology, IEEE,VOL. 1, NO. 1, December 3 [6] Andrea Galtarossa, Senior Member, IEEE, Yongmin Jung, Myoung J.Kim, yeong H. Lee, Effects of Sin Inaccuracy on PMD Reduction in Sun ibers IEEE Journal of light wave technology, vol. 3, no. 1, December 5. [7] Luca Palmieri, Member, IEEE Polarization Proerties of Sun Single Mode ibers invited aer to IEEE Journal of light wave technology,vol. 4, NO. 11,November 6 [8] Andrea Galtarossa, Member, IEEE, Paola Griggio, Luca Palmieri, and Anna Pizzinat irst- and Second-Order PMD Statistical Proerties of Constantly Sun Randomly irefringent ibers IEEE Journal of light wave technology, vol., no. 4 Aril 4 REERENCES [1] G. P. Agrawal, Nonlinear iber Otics, 3rd Ed, Academic ress, 1. [] DJaffer K. Mynbaev, Lowell L. Scheiner, iber Otic Communications technology (Pearson education) Asia [3] Anna Pizzinat, rian S. Marks, Luca Palmieri, Curtis R. Menyuk Influence of the Model for Random irefringence on the Differential grou IJMOT ISRAMT

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

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

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

Pulse Propagation in Optical Fibers using the Moment Method

Pulse Propagation in Optical Fibers using the Moment Method 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

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

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

An Investigation on the Numerical Ill-conditioning of Hybrid State Estimators

An Investigation on the Numerical Ill-conditioning of Hybrid State Estimators An Investigation on the Numerical Ill-conditioning of Hybrid State Estimators S. K. Mallik, Student Member, IEEE, S. Chakrabarti, Senior Member, IEEE, S. N. Singh, Senior Member, IEEE Deartment of Electrical

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

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

Speed of sound measurements in liquid Methane at cryogenic temperature and for pressure up to 10 MPa

Speed of sound measurements in liquid Methane at cryogenic temperature and for pressure up to 10 MPa LNGII - raining Day Delft, August 07 Seed of sound measurements in liquid Methane at cryogenic temerature and for ressure u to 0 MPa Simona Lago*, P. Alberto Giuliano Albo INRiM Istituto Nazionale di Ricerca

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

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

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

System Reliability Estimation and Confidence Regions from Subsystem and Full System Tests

System Reliability Estimation and Confidence Regions from Subsystem and Full System Tests 009 American Control Conference Hyatt Regency Riverfront, St. Louis, MO, USA June 0-, 009 FrB4. System Reliability Estimation and Confidence Regions from Subsystem and Full System Tests James C. Sall Abstract

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

Effective conductivity in a lattice model for binary disordered media with complex distributions of grain sizes

Effective conductivity in a lattice model for binary disordered media with complex distributions of grain sizes hys. stat. sol. b 36, 65-633 003 Effective conductivity in a lattice model for binary disordered media with comlex distributions of grain sizes R. PIASECKI Institute of Chemistry, University of Oole, Oleska

More information

On the elasticity of transverse isotropic soft tissues (L)

On the elasticity of transverse isotropic soft tissues (L) J_ID: JAS DOI: 10.1121/1.3559681 Date: 17-March-11 Stage: Page: 1 Total Pages: 5 ID: 3b2server Time: 12:24 I Path: //xinchnasjn/aip/3b2/jas#/vol00000/110099/appfile/ai-jas#110099 1 2 3 4 5 6 7 AQ18 9 10

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

Improved Capacity Bounds for the Binary Energy Harvesting Channel

Improved Capacity Bounds for the Binary Energy Harvesting Channel Imroved Caacity Bounds for the Binary Energy Harvesting Channel Kaya Tutuncuoglu 1, Omur Ozel 2, Aylin Yener 1, and Sennur Ulukus 2 1 Deartment of Electrical Engineering, The Pennsylvania State University,

More information

Shadow Computing: An Energy-Aware Fault Tolerant Computing Model

Shadow Computing: An Energy-Aware Fault Tolerant Computing Model Shadow Comuting: An Energy-Aware Fault Tolerant Comuting Model Bryan Mills, Taieb Znati, Rami Melhem Deartment of Comuter Science University of Pittsburgh (bmills, znati, melhem)@cs.itt.edu Index Terms

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

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

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

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

On the Fluid Dependence of Rock Compressibility: Biot-Gassmann Refined

On the Fluid Dependence of Rock Compressibility: Biot-Gassmann Refined Downloaded 0/9/3 to 99.86.4.8. Redistribution subject to SEG license or coyright; see Terms of Use at htt://library.seg.org/ On the luid Deendence of Rock Comressibility: Biot-Gassmann Refined Leon Thomsen,

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

An Analytical Formula for the Mean Differential Group Delay of Randomly Birefringent Spun Fibers

An Analytical Formula for the Mean Differential Group Delay of Randomly Birefringent Spun Fibers JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 21, NO. 7, JULY 2003 1635 An Analytical Formula for the Mean Differential Group Delay of Randomly Birefringent Spun Fibers Andrea Galtarossa, Member, IEEE, Luca Palmieri,

More information

Information collection on a graph

Information collection on a graph Information collection on a grah Ilya O. Ryzhov Warren Powell October 25, 2009 Abstract We derive a knowledge gradient olicy for an otimal learning roblem on a grah, in which we use sequential measurements

More information

Various Pattern-Forming States of Nematic Liquid Crystal Based on the Sign Inversion of Dielectric Anisotropy

Various Pattern-Forming States of Nematic Liquid Crystal Based on the Sign Inversion of Dielectric Anisotropy Macromolecular Research, Vol. 15, No. 5, 396-402 (2007) Various Pattern-Forming States of Nematic Liquid Crystal Based on the Sign nversion of Dielectric Anisotroy Shin-Woong Kang* and Liang-Chy Chien

More information

Time Domain Calculation of Vortex Induced Vibration of Long-Span Bridges by Using a Reduced-order Modeling Technique

Time Domain Calculation of Vortex Induced Vibration of Long-Span Bridges by Using a Reduced-order Modeling Technique 2017 2nd International Conference on Industrial Aerodynamics (ICIA 2017) ISBN: 978-1-60595-481-3 Time Domain Calculation of Vortex Induced Vibration of Long-San Bridges by Using a Reduced-order Modeling

More information

Spin light of electron in matter

Spin light of electron in matter Sin light of electron in matter Alexander Grigoriev a,b, Sergey Shinkevich a, Alexander Studenikin a,b, Alexei Ternov c, Ilya Trofimov a a Deartment of Theoretical Physics, arxiv:he-h/0611103v1 8 Nov 006

More information

VIBRATION ANALYSIS OF BEAMS WITH MULTIPLE CONSTRAINED LAYER DAMPING PATCHES

VIBRATION ANALYSIS OF BEAMS WITH MULTIPLE CONSTRAINED LAYER DAMPING PATCHES Journal of Sound and Vibration (998) 22(5), 78 85 VIBRATION ANALYSIS OF BEAMS WITH MULTIPLE CONSTRAINED LAYER DAMPING PATCHES Acoustics and Dynamics Laboratory, Deartment of Mechanical Engineering, The

More information

Combining Logistic Regression with Kriging for Mapping the Risk of Occurrence of Unexploded Ordnance (UXO)

Combining Logistic Regression with Kriging for Mapping the Risk of Occurrence of Unexploded Ordnance (UXO) Combining Logistic Regression with Kriging for Maing the Risk of Occurrence of Unexloded Ordnance (UXO) H. Saito (), P. Goovaerts (), S. A. McKenna (2) Environmental and Water Resources Engineering, Deartment

More information

Scaling Multiple Point Statistics for Non-Stationary Geostatistical Modeling

Scaling Multiple Point Statistics for Non-Stationary Geostatistical Modeling Scaling Multile Point Statistics or Non-Stationary Geostatistical Modeling Julián M. Ortiz, Steven Lyster and Clayton V. Deutsch Centre or Comutational Geostatistics Deartment o Civil & Environmental Engineering

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

Information collection on a graph

Information collection on a graph Information collection on a grah Ilya O. Ryzhov Warren Powell February 10, 2010 Abstract We derive a knowledge gradient olicy for an otimal learning roblem on a grah, in which we use sequential measurements

More information

Introduction to Landau s Fermi Liquid Theory

Introduction to Landau s Fermi Liquid Theory Introduction to Landau s Fermi Liquid Theory Erkki Thuneberg Deartment of hysical sciences University of Oulu 29 1. Introduction The rincial roblem of hysics is to determine how bodies behave when they

More information

Journal of System Design and Dynamics

Journal of System Design and Dynamics Vol. 5, No. 6, Effects of Stable Nonlinear Normal Modes on Self-Synchronized Phenomena* Hiroki MORI**, Takuo NAGAMINE**, Yukihiro AKAMATSU** and Yuichi SATO** ** Deartment of Mechanical Engineering, Saitama

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

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

CHAPTER-II Control Charts for Fraction Nonconforming using m-of-m Runs Rules

CHAPTER-II Control Charts for Fraction Nonconforming using m-of-m Runs Rules CHAPTER-II Control Charts for Fraction Nonconforming using m-of-m Runs Rules. Introduction: The is widely used in industry to monitor the number of fraction nonconforming units. A nonconforming unit is

More information

ANALYSIS OF ULTRA LOW CYCLE FATIGUE PROBLEMS WITH THE BARCELONA PLASTIC DAMAGE MODEL

ANALYSIS OF ULTRA LOW CYCLE FATIGUE PROBLEMS WITH THE BARCELONA PLASTIC DAMAGE MODEL XII International Conerence on Comutational Plasticity. Fundamentals and Alications COMPLAS XII E. Oñate, D.R.J. Owen, D. Peric and B. Suárez (Eds) ANALYSIS OF ULTRA LOW CYCLE FATIGUE PROBLEMS WITH THE

More information

Numerical and experimental investigation on shot-peening induced deformation. Application to sheet metal forming.

Numerical and experimental investigation on shot-peening induced deformation. Application to sheet metal forming. Coyright JCPDS-International Centre for Diffraction Data 29 ISSN 197-2 511 Numerical and exerimental investigation on shot-eening induced deformation. Alication to sheet metal forming. Florent Cochennec

More information

1 Properties of Spherical Harmonics

1 Properties of Spherical Harmonics Proerties of Sherical Harmonics. Reetition In the lecture the sherical harmonics Y m were introduced as the eigenfunctions of angular momentum oerators lˆz and lˆ2 in sherical coordinates. We found that

More information

Position Control of Induction Motors by Exact Feedback Linearization *

Position Control of Induction Motors by Exact Feedback Linearization * BULGARIAN ACADEMY OF SCIENCES CYBERNETICS AND INFORMATION TECHNOLOGIES Volume 8 No Sofia 008 Position Control of Induction Motors by Exact Feedback Linearization * Kostadin Kostov Stanislav Enev Farhat

More information

Efficiency of Microwave Heating of Weakly Loaded Polymeric Nanocomposites

Efficiency of Microwave Heating of Weakly Loaded Polymeric Nanocomposites Efficiency of Microwave Heating of Weakly Loaded Polymeric Nanocomosites Chen-Chih Tsai 1, Binyamin Rubin 1, Eugen Tatartschuk 1, Jeffery R.Owens 2, Igor Luzinov 1, Konstantin G. Kornev 1 1 Clemson University,

More information

The effect of dynamic bending moments on the ratchetting behavior of stainless steel pressurized piping elbows

The effect of dynamic bending moments on the ratchetting behavior of stainless steel pressurized piping elbows International Journal of echanical Engineering and Alications 2014; 2(2): 31-37 Published online ay 30, 2014 (htt://www.scienceublishinggrou.com/j/ijmea) doi: 10.11648/j.ijmea.20140202.12 The effect of

More information

KEY ISSUES IN THE ANALYSIS OF PILES IN LIQUEFYING SOILS

KEY ISSUES IN THE ANALYSIS OF PILES IN LIQUEFYING SOILS 4 th International Conference on Earthquake Geotechnical Engineering June 2-28, 27 KEY ISSUES IN THE ANALYSIS OF PILES IN LIQUEFYING SOILS Misko CUBRINOVSKI 1, Hayden BOWEN 1 ABSTRACT Two methods for analysis

More information

A Comparison between Biased and Unbiased Estimators in Ordinary Least Squares Regression

A Comparison between Biased and Unbiased Estimators in Ordinary Least Squares Regression Journal of Modern Alied Statistical Methods Volume Issue Article 7 --03 A Comarison between Biased and Unbiased Estimators in Ordinary Least Squares Regression Ghadban Khalaf King Khalid University, Saudi

More information

General Linear Model Introduction, Classes of Linear models and Estimation

General Linear Model Introduction, Classes of Linear models and Estimation Stat 740 General Linear Model Introduction, Classes of Linear models and Estimation An aim of scientific enquiry: To describe or to discover relationshis among events (variables) in the controlled (laboratory)

More information

LECTURE 3 BASIC QUANTUM THEORY

LECTURE 3 BASIC QUANTUM THEORY LECTURE 3 BASIC QUANTUM THEORY Matter waves and the wave function In 194 De Broglie roosed that all matter has a wavelength and exhibits wave like behavior. He roosed that the wavelength of a article of

More information

Turbulent Flow Simulations through Tarbela Dam Tunnel-2

Turbulent Flow Simulations through Tarbela Dam Tunnel-2 Engineering, 2010, 2, 507-515 doi:10.4236/eng.2010.27067 Published Online July 2010 (htt://www.scirp.org/journal/eng) 507 Turbulent Flow Simulations through Tarbela Dam Tunnel-2 Abstract Muhammad Abid,

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

Velocity Changing and Dephasing collisions Effect on electromagnetically induced transparency in V-type Three level Atomic System.

Velocity Changing and Dephasing collisions Effect on electromagnetically induced transparency in V-type Three level Atomic System. Velocity Changing and Dehasing collisions Effect on electromagnetically induced transarency in V-tye Three level Atomic System. Anil Kumar M. and Suneel Singh University of Hyderabad, School of hysics,

More information

Robust Predictive Control of Input Constraints and Interference Suppression for Semi-Trailer System

Robust Predictive Control of Input Constraints and Interference Suppression for Semi-Trailer System Vol.7, No.7 (4),.37-38 htt://dx.doi.org/.457/ica.4.7.7.3 Robust Predictive Control of Inut Constraints and Interference Suression for Semi-Trailer System Zhao, Yang Electronic and Information Technology

More information

Dispersion relation of surface plasmon wave propagating along a curved metal-dielectric interface

Dispersion relation of surface plasmon wave propagating along a curved metal-dielectric interface Disersion relation of surface lasmon wave roagating along a curved metal-dielectric interface Jiunn-Woei Liaw * and Po-Tsang Wu Deartment of Mechanical Engineering, Chang Gung University 59 Wen-Hwa 1 st

More information

Estimation of the large covariance matrix with two-step monotone missing data

Estimation of the large covariance matrix with two-step monotone missing data Estimation of the large covariance matrix with two-ste monotone missing data Masashi Hyodo, Nobumichi Shutoh 2, Takashi Seo, and Tatjana Pavlenko 3 Deartment of Mathematical Information Science, Tokyo

More information

Uncorrelated Multilinear Principal Component Analysis for Unsupervised Multilinear Subspace Learning

Uncorrelated Multilinear Principal Component Analysis for Unsupervised Multilinear Subspace Learning TNN-2009-P-1186.R2 1 Uncorrelated Multilinear Princial Comonent Analysis for Unsuervised Multilinear Subsace Learning Haiing Lu, K. N. Plataniotis and A. N. Venetsanooulos The Edward S. Rogers Sr. Deartment

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

1 University of Edinburgh, 2 British Geological Survey, 3 China University of Petroleum

1 University of Edinburgh, 2 British Geological Survey, 3 China University of Petroleum Estimation of fluid mobility from frequency deendent azimuthal AVO a synthetic model study Yingrui Ren 1*, Xiaoyang Wu 2, Mark Chaman 1 and Xiangyang Li 2,3 1 University of Edinburgh, 2 British Geological

More information

Solutions of the Duffing and Painlevé-Gambier Equations by Generalized Sundman Transformation

Solutions of the Duffing and Painlevé-Gambier Equations by Generalized Sundman Transformation Solutions of the Duffing and Painlevé-Gambier Equations by Generalized Sundman Transformation D.K.K. Adjaï a, L. H. Koudahoun a, J. Akande a, Y.J.F. Komahou b and M. D. Monsia a 1 a Deartment of Physics,

More information

CFD AS A DESIGN TOOL FOR FLUID POWER COMPONENTS

CFD AS A DESIGN TOOL FOR FLUID POWER COMPONENTS CFD AS A DESIGN TOOL FOR FLUID POWER COMPONENTS M. BORGHI - M. MILANI Diartimento di Scienze dell Ingegneria Università degli Studi di Modena Via Cami, 213/b 41100 Modena E-mail: borghi@omero.dsi.unimo.it

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

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

Pressure-sensitivity Effects on Toughness Measurements of Compact Tension Specimens for Strain-hardening Solids

Pressure-sensitivity Effects on Toughness Measurements of Compact Tension Specimens for Strain-hardening Solids American Journal of Alied Sciences (9): 19-195, 5 ISSN 1546-939 5 Science Publications Pressure-sensitivity Effects on Toughness Measurements of Comact Tension Secimens for Strain-hardening Solids Abdulhamid

More information

Analytical Treatment of Randomly Birefringent Periodically Spun Fibers

Analytical Treatment of Randomly Birefringent Periodically Spun Fibers JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 21, NO. 12, DECEMBER 2003 3355 Analytical Treatment of Randomly Birefringent Periodically Spun Fibers Anna Pizzinat, Luca Palmieri, Brian S. Marks, Curtis R. Menyuk,

More information

Determining Momentum and Energy Corrections for g1c Using Kinematic Fitting

Determining Momentum and Energy Corrections for g1c Using Kinematic Fitting CLAS-NOTE 4-17 Determining Momentum and Energy Corrections for g1c Using Kinematic Fitting Mike Williams, Doug Alegate and Curtis A. Meyer Carnegie Mellon University June 7, 24 Abstract We have used the

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

Research of power plant parameter based on the Principal Component Analysis method

Research of power plant parameter based on the Principal Component Analysis method Research of ower lant arameter based on the Princial Comonent Analysis method Yang Yang *a, Di Zhang b a b School of Engineering, Bohai University, Liaoning Jinzhou, 3; Liaoning Datang international Jinzhou

More information

%(*)= E A i* eiujt > (!) 3=~N/2

%(*)= E A i* eiujt > (!) 3=~N/2 CHAPTER 58 Estimating Incident and Reflected Wave Fields Using an Arbitrary Number of Wave Gauges J.A. Zelt* A.M. ASCE and James E. Skjelbreia t A.M. ASCE 1 Abstract A method based on linear wave theory

More information

The decision-feedback equalizer optimization for Gaussian noise

The decision-feedback equalizer optimization for Gaussian noise Journal of Theoretical and Alied Comuter Science Vol. 8 No. 4 4. 5- ISSN 99-634 (rinted 3-5653 (online htt://www.jtacs.org The decision-feedback eualizer otimization for Gaussian noise Arkadiusz Grzbowski

More information

An Analysis of TCP over Random Access Satellite Links

An Analysis of TCP over Random Access Satellite Links An Analysis of over Random Access Satellite Links Chunmei Liu and Eytan Modiano Massachusetts Institute of Technology Cambridge, MA 0239 Email: mayliu, modiano@mit.edu Abstract This aer analyzes the erformance

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

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

Quasi-particle Contribution in Thermal Expansion and Thermal Conductivity in Metals

Quasi-particle Contribution in Thermal Expansion and Thermal Conductivity in Metals e-issn:-459 -ISSN:47-6 Quasi-article Contribution in Thermal Exansion and Thermal Conductivity in Metals Edema OG * and Osiele OM ederal Polytechnic, Auchi, Nigeria Delta State University, Abraka, Nigeria

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

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

Asymptotically Optimal Simulation Allocation under Dependent Sampling

Asymptotically Optimal Simulation Allocation under Dependent Sampling Asymtotically Otimal Simulation Allocation under Deendent Samling Xiaoing Xiong The Robert H. Smith School of Business, University of Maryland, College Park, MD 20742-1815, USA, xiaoingx@yahoo.com Sandee

More information

Efficient Approximations for Call Admission Control Performance Evaluations in Multi-Service Networks

Efficient Approximations for Call Admission Control Performance Evaluations in Multi-Service Networks Efficient Aroximations for Call Admission Control Performance Evaluations in Multi-Service Networks Emre A. Yavuz, and Victor C. M. Leung Deartment of Electrical and Comuter Engineering The University

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

COMPARISON OF VARIOUS OPTIMIZATION TECHNIQUES FOR DESIGN FIR DIGITAL FILTERS

COMPARISON OF VARIOUS OPTIMIZATION TECHNIQUES FOR DESIGN FIR DIGITAL FILTERS NCCI 1 -National Conference on Comutational Instrumentation CSIO Chandigarh, INDIA, 19- March 1 COMPARISON OF VARIOUS OPIMIZAION ECHNIQUES FOR DESIGN FIR DIGIAL FILERS Amanjeet Panghal 1, Nitin Mittal,Devender

More information

MULTIVARIATE SHEWHART QUALITY CONTROL FOR STANDARD DEVIATION

MULTIVARIATE SHEWHART QUALITY CONTROL FOR STANDARD DEVIATION MULTIVARIATE SHEWHART QUALITY CONTROL FOR STANDARD DEVIATION M. Jabbari Nooghabi, Deartment of Statistics, Faculty of Mathematical Sciences, Ferdowsi University of Mashhad, Mashhad-Iran. and H. Jabbari

More information

Unsupervised Hyperspectral Image Analysis Using Independent Component Analysis (ICA)

Unsupervised Hyperspectral Image Analysis Using Independent Component Analysis (ICA) Unsuervised Hyersectral Image Analysis Using Indeendent Comonent Analysis (ICA) Shao-Shan Chiang Chein-I Chang Irving W. Ginsberg Remote Sensing Signal and Image Processing Laboratory Deartment of Comuter

More information

A Closed-Form Solution to the Minimum V 2

A Closed-Form Solution to the Minimum V 2 Celestial Mechanics and Dynamical Astronomy manuscrit No. (will be inserted by the editor) Martín Avendaño Daniele Mortari A Closed-Form Solution to the Minimum V tot Lambert s Problem Received: Month

More information

Identification of the source of the thermoelastic response from orthotropic laminated composites

Identification of the source of the thermoelastic response from orthotropic laminated composites Identification of the source of the thermoelastic resonse from orthotroic laminated comosites S. Sambasivam, S. Quinn and J.M. Dulieu-Barton School of Engineering Sciences, University of Southamton, Highfield,

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

Study on Characteristics of Sound Absorption of Underwater Visco-elastic Coated Compound Structures

Study on Characteristics of Sound Absorption of Underwater Visco-elastic Coated Compound Structures Vol. 3, No. Modern Alied Science Study on Characteristics of Sound Absortion of Underwater Visco-elastic Coated Comound Structures Zhihong Liu & Meiing Sheng College of Marine Northwestern Polytechnical

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

Using the Divergence Information Criterion for the Determination of the Order of an Autoregressive Process

Using the Divergence Information Criterion for the Determination of the Order of an Autoregressive Process Using the Divergence Information Criterion for the Determination of the Order of an Autoregressive Process P. Mantalos a1, K. Mattheou b, A. Karagrigoriou b a.deartment of Statistics University of Lund

More information

Research Article Analytical Approach to Polarization Mode Dispersion in Linearly Spun Fiber with Birefringence

Research Article Analytical Approach to Polarization Mode Dispersion in Linearly Spun Fiber with Birefringence International Optics Volume 216, Article ID 9753151, 9 pages http://dx.doi.org/1.1155/216/9753151 Research Article Analytical Approach to Polarization Mode Dispersion in Linearly Spun Fiber with Birefringence

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

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

Nonlinear Optical Wave Equation for Micro- and Nano- Structured Media and Its Application

Nonlinear Optical Wave Equation for Micro- and Nano- Structured Media and Its Application AFRL-AFOR-UK-TR-13-1 Nonlinear Otical Wave quation for Micro- and Nano- tructured Media and Its Alication Dr. Valeri I. Kovalev Valeri Kovalev P. N. Lebedev Physical Institute of the Russian Academy of

More information

Proof: We follow thearoach develoed in [4]. We adot a useful but non-intuitive notion of time; a bin with z balls at time t receives its next ball at

Proof: We follow thearoach develoed in [4]. We adot a useful but non-intuitive notion of time; a bin with z balls at time t receives its next ball at A Scaling Result for Exlosive Processes M. Mitzenmacher Λ J. Sencer We consider the following balls and bins model, as described in [, 4]. Balls are sequentially thrown into bins so that the robability

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

Residual Stress and Deformation Modelling for Metal Additive Manufacturing Processes

Residual Stress and Deformation Modelling for Metal Additive Manufacturing Processes Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering (MCM 215) Barcelona, Sain July 2-21, 215 Paer No. 245 Residual Stress and Deformation Modelling for Metal Additive Manufacturing

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

q-ary Symmetric Channel for Large q

q-ary Symmetric Channel for Large q List-Message Passing Achieves Caacity on the q-ary Symmetric Channel for Large q Fan Zhang and Henry D Pfister Deartment of Electrical and Comuter Engineering, Texas A&M University {fanzhang,hfister}@tamuedu

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

arxiv: v1 [quant-ph] 20 Jun 2017

arxiv: v1 [quant-ph] 20 Jun 2017 A Direct Couling Coherent Quantum Observer for an Oscillatory Quantum Plant Ian R Petersen arxiv:76648v quant-h Jun 7 Abstract A direct couling coherent observer is constructed for a linear quantum lant

More information