Modeling of Low Power Multilayer Vertical Cavity Surface Emitting Laser

Size: px
Start display at page:

Download "Modeling of Low Power Multilayer Vertical Cavity Surface Emitting Laser"

Transcription

1 International Journal of Optics and Applications 15, 5(5): DOI: 1.593/j.optics Modeling of Low Power Multilayer Vertical Cavity Surface Eitting Laser Shashad Akther Khan *, M. A. Hasnayeen Coputer Science and Engineering, International Islaic University Chittagong, Chittagong, Bangladesh Abstract An Aluinu Indiu Galliu Indiu Phosphate based vertical cavity surface eitting laser structures with precisely adjusted resonated-cavity wavelengths. DBR odeling has been also ipleented in this paper. The theory of optical ultilayer is reviewed and the Characteristics Matrix ethod has been used to calculate the ultilayer. All the calculation was perfored using Matlab. Keywords VCSEL, Quantu well, DBR, Cavity, Refractive index, Multi-Quantu well, Reflectivity, Transisitivity, Resonator, Bragg wavelength 1. Introduction The developent of AlGaInP quantu well lasers has been driven by the requireent for short wavelength sources in optical disc inforation storage systes, the general utility of copact, battery powered visible sources and use as pup sources in solid state laser systes. Such devices are also of use in short haul optical data links using polyer fibers and waveguides and as light sources in photodynaic therapy. The applications have led to the requireent for enhanced functionality in these structures. Several aterial related liitations ake the design of the short wavelength lasers difficult and further progress requires fabricated structures and integrated with other syste coponents such as filters and detectors. At the present tie the short wavelength of ost coercial services is 635n, and is liited to low power. However, shorter wavelength lasers are required, particularly for data storage, and in the treatent of cancer using 63n absorption and PDT drugs. The objective is to reduce the use of nuber of DBR layer and increase the reflectivity. The whole task was carried out by 635n wavelength. Since we have carried out the whole work by dividing it into three parts Appendix A, Appendix B and Appendix C. We shall ention our objectives based on the respective appendix. In appendix A, Choosing the appropriate aterial cobination for first layer, second layer, substrate layer and to provide reflectivity not less than 89% with less nuber of DBR layer are the ain objective. Where as in appendix * Corresponding author: shashad.cse9@gail.co (Shashad Akther Khan) Published online at Copyright 15 Scientific & Acadeic Publishing. All Rights Reserved B, Choosing the appropriate aterial cobination for well and barrier and to provide reflectivity not less than 89% with appropriate nuber of QW are the ain objective. In appendix C, finding out the exact position to place the resonator are the ain objective.. VCSEL Fundaantals The vertical-cavity surface eitting laser (VCSEL) is a type of seiconductor laser device eits laser perpendicular to the chip surface contrary to its counterpart edge eitting seiconductor lasers (EELs). The vertical-cavity surface eitting laser (VCSEL) is a relatively new seiconductor device aong the other optoelectronics devices..1. VCSEL Structure Typical VCSEL doinant structural coponents can be divided into two coponents: the upper and botto DBRs, and the centre active region. These DBRs will create a high-finesse Fabry-Perot cavity within, which are placed integer ultiples of half wavelength-thick (λ/n) quantu-well active regions [8, 4]. On the other hand DBRs consist of repeating pairs of quarter-wavelength-thick high and low-refractive index seiconductor layers. Therefore by cobining the ultiple quarter-wavelengths thick of high-to-low refractive index layers will result in a axiu reflectance greater than 99% [8]... VCSEL Versus EEL Vertical Cavity Surface Eitting Laser (VCSEL) has any fascinating advantages over Edge Eitting Laser (EEL) that are: (1) The eitted bea characteristics of VCSEL can be controlled by the nuber of paraeters like nuber of DBRs, thickness of DBRs, type of aterial used to fabricate

2 156 Shashad Akther Khan et al.: Modeling of Low Power Multilayer Vertical Cavity Surface Eitting Laser the DBRs and other process paraeters. This kind of fine tuning is difficult to find in EELs. () The typical size of eitting circular region of VCSEL is about 5 to 5μ in diaeter that too short in contrast to eitting region of EEL. (3) A typical EELs requires 3A threshold for teleco applications while VCSELs requires 1 to A threshold current leads to low operating voltages. These all features push forward to use VCSELs for developent of high speed optical buses and interconnect [7]. 3. DBR for VCSEL Distributed Bragg reflectors consist of epitaxially grown, alternating periodic quarter-wavelength stacks of low and high refractive index seiconductors, which are used to provide high irror reflectivity in nuerous optoelectronic and photonic devices such as VCSEL. Finally, we need to look into the reflectance and transittance at an interface. Next, calculate the ultilayer using atrix Reflection and Transission of DBR A DBR is a structure fored fro ultiple layers of alternating aterials with varying refractive index, or by periodic variation in the effective refractive index in the guide. The DBR s reflectivity, R for intensity is approxiately given by N N n( n) n ( 1) [ s n R = ] (1) N N n( n) + ns ( n1) Where n, n1, n and n s are the respective refractive indices of the originating ediu, the two alternating aterials, and the terinating ediu and N is the nuber of repeated pairs of low or high refractive index aterial [6]. 3.. Methods for Calculating the Reflection Coefficient There are several ethods to calculate the reflection coefficient of a ultilayer stack, here transission ethod will be used. The phase change of electroagnetic radiation passing through the th layer. πndcos θ δ = () λ Where λ is the wavelength of the radiation, d is the thickness of the th layer that is expressed by. λ d B = (3) 4n Where λ B is the Bragg wavelength and n is refractive index of th layer [1] Reflectance and Transittance at the Interface The reflectance R and transittance T are defined as the ratio of the reflected and transitted waves respectively to the incident wave. Because the aplitudes of the reflected and transitted wave are coplex quantities so their arguents gives us phase response of reflected and transitted wave. The reflected or transitted light can be deterined by applying the boundary conditions to the Maxwell s equation [7]. We can obtain the ratios of the transitted and reflected aplitudes to incident aplitudes for each coponent of polarization that give us the expressions for the Fresnel coefficients of reflection and transission [7]. n n R 1 s = (4) n + n1 4nn T 1 s = (5) ( n + n1) Where R s is the reflection coefficient and T s is the transittance coefficient. R T = 1 (6) s + s The above expression is valid when n and n 1 are real. Figure 1. Scheatic diagra of VCSELs and EELs [9]

3 International Journal of Optics and Applications 15, 5(5): Figure. Reflection Phenoena at an interface [7] Figure 3. A Typical Resonator Structure 3.4. Transission Matrix Forulation for Multilayer The atrix ethod is easiest and versatile ethod for calculating the spectral coefficients of the layered edia. For the odeling of DBRs, if MT represents the product of characteristic atrices of the irrors and M i=1, represent the individual layers in a stack then [7]. p M T = ( M1* M* M1* M) (7) Where p is the nuber of periods, Mi is the characteristic atrix and is given by. M cos( kd r r + jαrdr) jsin( kd r r + jαrdr) = jnrsin( kd r r + jαrdr) cos( kd r r + jαrdr) (8) The above equation gives an expression to calculate coefficient B and C. Finally the transittance, the reflectance, the phase changes respectively can be calculated. T = R = 4* n n * B+ C s n n * B C n * B+ C n * B C ψ = arg n * B+ C (9) (1) (11)

4 158 Shashad Akther Khan et al.: Modeling of Low Power Multilayer Vertical Cavity Surface Eitting Laser 3.5. VCSEL Resonator Design All Deterination of the percentage of transissivity and reflectivity, copletes just one part of the work. VCSEL not only consists of DBR irrors, they also contain centre active region. So the results ust be deterined based on the resonator incorporated with ultilayer. Finally, the odified Characteristic Matrix involves calculation for upper layers, cavity region and botto layers. MTotal = ( Mu )*( Mc )*( Mb ) (1) Where M u is the characteristic atrix of upper layers, M c is the characteristic atrix of cavity region and M b is the characteristic atrix of botto layers. The centre dip represents the Bragg wavelength, 635n. We can achive the reflectivity of 3% at 635n. In Transiitivity versus Wavelength graph we obtain approxiately 7% value at 635n. The results satisfies the requireent as exhibited in equation (9) and (1) Electric Field Intensity Various studies regarding high power laser irrors have deonstrated that daage of ultilayer is caused by high intensity due to current density absorption. So it is iportant to find this region and overcoe such kind of daage by the reducing the absorption in the ultilayer. To do so we need to find the intensity inside the ultilayer [3]. Figure 5 illustrates the concept of calculating the intensity inside the ultilayer. The positive and negative going EM wave at soe point z, where z is greater than z i but less that z i+1 in the i th layer are related to aplitude reflection and transission coefficient at the interface of that layer. Using this positive and negative EM the intensity can be calculated [3]. ( ) 1 + I z = Ei ( z) + Ei ( z) (13) 4 Where the intensity is found high, the daage occurs in that interface, this region is where the ost of the current density is absorbed. In order to control the peak of the electric field intensity, a resonator is included in the ultilayer. This resonator helps to equalize the peak electric field of the interface and increase the reflectance. Figure 4. Reflectivity versus Wavelength Figure 5. Field Intensity Calculation [3]

5 International Journal of Optics and Applications 15, 5(5): Figure 6. Electric Field Intensity Distribution with Resonator Figure 6 shows the electric field intensity inside a AlGaInP VCSELs. It can be observed that strong electric field intensity occurred in the resonator and the electric field intensity starts to diinish after it has passed the resonator region. Fro this inforation, we can correctly deterine where to place our active region in the AlGaInP VCSELs. 4. Conclusions This paper has shown that by using Matlab, optial results can be obtained. It has been shown that by siply adjusting the nuber of irrors, it will significantly affect the overall reflectivity as well as transissivity. Moreover, it can be noted that by changing the substrate ediu, different reflectivity and transissivity results can be obtained. Lastly, the electric field inside the ultilayer will be reduced and finally disappear at layer 9-3. One ight look forward for following future work. Deterining the electric field intensity at non-noral incidence, Deterining the electric field intensity for different wavelength, Methods of reducing the peak electric field intensity, Deterining an optiu resonator for VCSEL, Develop the rate equation, Deterine the output of the LASER via Rate Equation. ACKNOWLEDGEMENTS Introducing the topic of y report and what I have learned, I d like to Acknowledge Thanks to all of those who have been involved in creating the present status of the report, besides those who have helped e with physically and verbally. Firstly, uch thanks to teachers, and all those who have run a routine check on the progress of y report. It s partly the, who granted e the idea for building, experience enhanceent, deeper thinking, widening y horizons and building e as a Woen of Toorrow. Secondly, a good aount of thanks, I give to y supervisor, for co-operation and assessent in the thesis process. It s ore to hi, for thesis ideas was proceeding to right direction. Thanks to you for holding y high estees towards the end of the thesis. A woan can never go by doing everything herself, so would I without your help. Thanks, and thanks a lot. Thirdly, bunch of thanks to y parents for helping e financially and spiritually. Without your encourageents, I would have accoplished nothing. Thanks to you for being y always-helping hand. Lastly, I a here with a ission fro God, and it is to be on His path and to acquire His Glory. Knowledge is His path, so is the path I have selected. If not, by thy Glory I would but be helpless creature. Glories to thee and thanks to thee for helping e, and by thy ercy accept y huble work. REFERENCES [1] Babar BASHIR., Designing of high reflectance distributed bragg reflectors (DBRs), irrors using AlGaInN aterial syste in the UV wavelength range, June 9. [] B.E. Newna, Daage resistance of dielectric reflectors for picosecond pulses, Laser Induced Daage in Optical Materials, Nat. Bur. Standards, Washington, DC, USA, xx+35, pp , [3] H.M. Liddell, Coputer-aided techniques for the design of ultilayer filter, Ada Hilger Ltd, Bristol, 198.

6 16 Shashad Akther Khan et al.: Modeling of Low Power Multilayer Vertical Cavity Surface Eitting Laser [4] J.L. Jewell, Vertical-cavity surface-eitting lasers: design, growth, fabrication, characterization, IEEE Journal of Quantu Electronics, Vol.7, pp , June [5] O.S. Heavens, Optical Properties of Thin Solid Fils, Butterworths Scientific Publications, London, [6] Sheppard, C.J.R., "Approxiate calculation of the reflection coefficient fro a stratified ediu". Pure and Applied Optics: Journal of the European Optical Society Part A 4 (5): 665. Bibcode 1995PApOp4..665S. doi: 1.188/ / 4/ 5/ 18, [7] Wee Khiang Ace Tey., Design of low threshold vertical-cavity surface-eitting lasers, Master thesis, University of Queensland, October. [8] W.W. Chow, Design, fabrication and perforance of infrared and visible vertical-cavity surface-eitting Lasers, IEEE Journal of Quantu Electronics, Vol. 33, No. 1,, pp , October [9] ples/saples.htl.

Distributed-Feedback Lasers

Distributed-Feedback Lasers Distributed-Feedback Lasers Class: Integrated Photonic Devices Tie: Fri. 8:00a ~ 11:00a. Classroo: 資電 06 Lecturer: Prof. 李明昌 (Ming-Chang Lee) Wavelength Dependence of Bragg Reflections Free-Space Bragg

More information

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators Suppleentary Inforation for Design of Bending Multi-Layer Electroactive Polyer Actuators Bavani Balakrisnan, Alek Nacev, and Elisabeth Sela University of Maryland, College Park, Maryland 074 1 Analytical

More information

Terahertz Fabry-Perot interferometer constructed by metallic meshes with micrometer period and high ratio of linewidth/period

Terahertz Fabry-Perot interferometer constructed by metallic meshes with micrometer period and high ratio of linewidth/period Terahertz Fabry-Perot interferoeter constructed by etallic eshes with icroeter period and high ratio of linewidth/period Lu Zhengang 1,, Tan Jiubin, Fan Zhigang 1 1 Postdoctoral Research Station of Optical

More information

Data-Driven Imaging in Anisotropic Media

Data-Driven Imaging in Anisotropic Media 18 th World Conference on Non destructive Testing, 16- April 1, Durban, South Africa Data-Driven Iaging in Anisotropic Media Arno VOLKER 1 and Alan HUNTER 1 TNO Stieltjesweg 1, 6 AD, Delft, The Netherlands

More information

P032 3D Seismic Diffraction Modeling in Multilayered Media in Terms of Surface Integrals

P032 3D Seismic Diffraction Modeling in Multilayered Media in Terms of Surface Integrals P032 3D Seisic Diffraction Modeling in Multilayered Media in Ters of Surface Integrals A.M. Aizenberg (Institute of Geophysics SB RAS, M. Ayzenberg* (Norwegian University of Science & Technology, H.B.

More information

A Study of Electromagnetic Wave Propagation. in the Foam Core Sandwich Structures

A Study of Electromagnetic Wave Propagation. in the Foam Core Sandwich Structures ID-83 A Study of Electroagnetic Wave Propagation in the Foa Core Sandwich Structures H. J. Chun and H. S. Shin School of Electrical and Mechanical Engineering, Yonsei University 34, Shinchon-dong, Seodaeun-gu,

More information

Visibility study of graphene multilayer structures

Visibility study of graphene multilayer structures Visibility study of graphene ultilayer structures Guoquan Teo and Haoin Wang Departent of Electrical and Coputer Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore 117576 and

More information

Electromagnetic Waves

Electromagnetic Waves Electroagnetic Waves Physics 4 Maxwell s Equations Maxwell s equations suarize the relationships between electric and agnetic fields. A ajor consequence of these equations is that an accelerating charge

More information

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6.

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6. PHY10 Electricity Topic 6 (Lectures 9 & 10) Electric Current and Resistance n this topic, we will cover: 1) Current in a conductor ) Resistivity 3) Resistance 4) Oh s Law 5) The Drude Model of conduction

More information

The Transactional Nature of Quantum Information

The Transactional Nature of Quantum Information The Transactional Nature of Quantu Inforation Subhash Kak Departent of Coputer Science Oklahoa State University Stillwater, OK 7478 ABSTRACT Inforation, in its counications sense, is a transactional property.

More information

Measuring orbital angular momentum superpositions of light by mode transformation

Measuring orbital angular momentum superpositions of light by mode transformation CHAPTER 7 Measuring orbital angular oentu superpositions of light by ode transforation In chapter 6 we reported on a ethod for easuring orbital angular oentu (OAM) states of light based on the transforation

More information

General Properties of Radiation Detectors Supplements

General Properties of Radiation Detectors Supplements Phys. 649: Nuclear Techniques Physics Departent Yarouk University Chapter 4: General Properties of Radiation Detectors Suppleents Dr. Nidal M. Ershaidat Overview Phys. 649: Nuclear Techniques Physics Departent

More information

The source of THz radiation based on dielectric waveguide excited by sequence of electron bunches

The source of THz radiation based on dielectric waveguide excited by sequence of electron bunches Journal of Physics: Conference Series PAPER OPEN ACCESS The source of THz radiation based on dielectric waveguide excited by sequence of electron bunches To cite this article: A M Altark and A D Kanareykin

More information

Singularity Extraction for Reflected Sommerfeld Integrals over Multilayered Media

Singularity Extraction for Reflected Sommerfeld Integrals over Multilayered Media Telfor Journal, Vol. 6, No., 4. 7 Singularity Extraction for Reflected Soerfeld Integrals over Multilayered Media Vladiir V. Petrovic, Senior Meber, IEEE, Aleksandra J. Krneta, and Branko M. Kolundzija,

More information

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION ISSN 139 14X INFORMATION TECHNOLOGY AND CONTROL, 008, Vol.37, No.3 REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION Riantas Barauskas, Vidantas Riavičius Departent of Syste Analysis, Kaunas

More information

Excitability of guided waves in composites with PWAS transducers

Excitability of guided waves in composites with PWAS transducers Excitability of guided waves in coposites with PWAS transducers Yanfeng Shen and Victor Giurgiutiu Citation: AIP Conference Proceedings 65, 658 (25); doi:.63/.494666 View online: http://dx.doi.org/.63/.494666

More information

OPTI510R: Photonics. Khanh Kieu College of Optical Sciences, University of Arizona Meinel building R.626

OPTI510R: Photonics. Khanh Kieu College of Optical Sciences, University of Arizona Meinel building R.626 OPTI510R: Photonics Khanh Kieu College of Optical Sciences, University of Arizona kkieu@optics.arizona.edu Meinel building R.66 1 Announceents Hoework # is due today, HW#3 is assigned due Feb. 1 st No

More information

SIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD

SIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD SIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD A. Fertschej 1 *, G.R. Langecker 1 University of Leoben artur.fertschej@u-leoben.at; Franz-Josef Strasse

More information

Dispersion. February 12, 2014

Dispersion. February 12, 2014 Dispersion February 1, 014 In aterials, the dielectric constant and pereability are actually frequency dependent. This does not affect our results for single frequency odes, but when we have a superposition

More information

Plasmonic Light-trapping and Quantum Efficiency Measurements on Nanocrystalline Silicon Solar Cells and Silicon-On-Insulator Devices

Plasmonic Light-trapping and Quantum Efficiency Measurements on Nanocrystalline Silicon Solar Cells and Silicon-On-Insulator Devices Syracuse University SURFACE Physics College of Arts and Sciences 010 Plasonic Light-trapping and Quantu Efficiency Measureents on Nanocrystalline Silicon Solar Cells and Silicon-On-Insulator Devices Eric

More information

Selective Mode Excitation In Specialty Waveguides Using Micro Optical

Selective Mode Excitation In Specialty Waveguides Using Micro Optical University of Central Florida Electronic Theses and Dissertations Doctoral Dissertation Open Access Selective Mode Excitation In Specialty Waveguides Using Micro Optical 004 Waleed Mohaed University of

More information

In this chapter we will start the discussion on wave phenomena. We will study the following topics:

In this chapter we will start the discussion on wave phenomena. We will study the following topics: Chapter 16 Waves I In this chapter we will start the discussion on wave phenoena. We will study the following topics: Types of waves Aplitude, phase, frequency, period, propagation speed of a wave Mechanical

More information

Modulation of Harmonic Emission Spectra from Intense Laser-Plasma Interactions

Modulation of Harmonic Emission Spectra from Intense Laser-Plasma Interactions Modulation of Haronic Eission Spectra fro Intense Laser-Plasa Interactions T.J.M. Boyd and R. Ondarza-Rovira 2 Centre for Physics, University of Essex, Wivenhoe Park, Colchester CO4 3SQ, U.K. 2 ININ, A.P.

More information

Extraordinary Optical Transmission Induced by Excitation of a Magnetic Plasmon Propagation Mode in a Diatomic Chain of Slit-hole Resonators

Extraordinary Optical Transmission Induced by Excitation of a Magnetic Plasmon Propagation Mode in a Diatomic Chain of Slit-hole Resonators Extraordinary Optical Transission Induced by Excitation of a Magnetic Plason Propagation Mode in a Diatoic Chain of Slit-hole Resonators H. Liu 1, *, T. Li 1, Q. J. Wang 1, Z. H. Zhu 1, S. M. Wang 1, J.

More information

Anton Bourdine. 1. Introduction. and approximate propagation constants by following simple ratio (Equation (32.22) in [1]):

Anton Bourdine. 1. Introduction. and approximate propagation constants by following simple ratio (Equation (32.22) in [1]): Matheatical Probles in Engineering olue 5, Article ID 843, pages http://dx.doi.org/.55/5/843 Research Article Fast and Siple Method for Evaluation of Polarization Correction to Propagation Constant of

More information

Self-Erecting Inverted Pendulum: Swing up and Stabilization Control

Self-Erecting Inverted Pendulum: Swing up and Stabilization Control Self-Erecting Inverted Pendulu: Swing up and Stabilization Control S. McGilvray (Winner of the IEEE Life Meber ward for best paper fro the Central Canada Council for the IEEE Student Paper Contest, ) Contents

More information

Reflectivity and photoluminescence studies in Bragg reflectors with absorbing layers

Reflectivity and photoluminescence studies in Bragg reflectors with absorbing layers INSTITUTE OF PHYSICS PUBLISHING SEMICONDUCTOR SCIENCE AND TECHNOLOGY Semicond. Sci. Technol. 16 (2001) 548 552 www.iop.org/journals/ss PII: S0268-1242(01)16119-5 Reflectivity and photoluminescence studies

More information

MATHEMATICAL MODEL OF THE ENERGETIC CONSUMPTION FOR SOIL DIGGING MACHINES IN GREENHOUSES

MATHEMATICAL MODEL OF THE ENERGETIC CONSUMPTION FOR SOIL DIGGING MACHINES IN GREENHOUSES Bulletin of the Transilvania University of Braşov Vol. 3 (5) - 00 Series II: Forestry Wood Industry Agricultural Food Engineering MATHEMATICAL MODEL OF THE ENERGETIC CONSUMPTION FOR SOIL DIGGING MACHINES

More information

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning Analysis of Ipulsive Natural Phenoena through Finite Difference Methods A MATLAB Coputational Project-Based Learning Nicholas Kuia, Christopher Chariah, Mechatronics Engineering, Vaughn College of Aeronautics

More information

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry About the definition of paraeters and regies of active two-port networks with variable loads on the basis of projective geoetry PENN ALEXANDR nstitute of Electronic Engineering and Nanotechnologies "D

More information

22 - ELECTRON AND PHOTONS Page 1 ( Answers at the end of all questions )

22 - ELECTRON AND PHOTONS Page 1 ( Answers at the end of all questions ) 22 - ELECTRON AND PHOTONS Page 1 1 ) A photocell is illuinated by a sall source placed 1 away. When the sae source of light is placed 1 / 2 away, the nuber of electrons eitted by photocathode would ( a

More information

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER IEPC 003-0034 ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER A. Bober, M. Guelan Asher Space Research Institute, Technion-Israel Institute of Technology, 3000 Haifa, Israel

More information

ANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE

ANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE DRAFT Proceedings of the ASME 014 International Mechanical Engineering Congress & Exposition IMECE014 Noveber 14-0, 014, Montreal, Quebec, Canada IMECE014-36371 ANALYTICAL INVESTIGATION AND PARAMETRIC

More information

Active LSP based structure for Holographic 3D Video Display

Active LSP based structure for Holographic 3D Video Display nd Annual International Conference on Advanced Material Engineering (AME 016) Active LSP based structure for Holographic 3D Video Display Hao WANG1,a, Ming-Hua ZHANG1,b, Chuan SHEN,c and Sui WEI1,d,* 1

More information

PULSE-TRAIN BASED TIME-DELAY ESTIMATION IMPROVES RESILIENCY TO NOISE

PULSE-TRAIN BASED TIME-DELAY ESTIMATION IMPROVES RESILIENCY TO NOISE PULSE-TRAIN BASED TIME-DELAY ESTIMATION IMPROVES RESILIENCY TO NOISE 1 Nicola Neretti, 1 Nathan Intrator and 1,2 Leon N Cooper 1 Institute for Brain and Neural Systes, Brown University, Providence RI 02912.

More information

(B) ' > 2 (A) ' < 2 (D) ' = 2 (C) > ' > 2. Page 1 of 6

(B) ' > 2 (A) ' < 2 (D) ' = 2 (C) > ' > 2.  Page 1 of 6 TEST-7 TOPIC: ELECTRONIC DEICES ND DUL NTURE OF MTTER Q.1 Lights of two different frequencies whose photons have energies 1e and.5 e respectively, successively illuinate a etal of work function.5 e. The

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

A Fiber Optic Phase Modulator with an Optical Frequency Shift of up to 20 GHz

A Fiber Optic Phase Modulator with an Optical Frequency Shift of up to 20 GHz A Fiber Optic Phase Modulator with an Optical Frequency Shift of up to 0 GHz A.M.Maedov (1), A. L. Levin (), and V. T. Potapov (3) (1) Institute of Radio Engineering and Electronics, Russian Acadey of

More information

A note on the multiplication of sparse matrices

A note on the multiplication of sparse matrices Cent. Eur. J. Cop. Sci. 41) 2014 1-11 DOI: 10.2478/s13537-014-0201-x Central European Journal of Coputer Science A note on the ultiplication of sparse atrices Research Article Keivan Borna 12, Sohrab Aboozarkhani

More information

Efficient dynamic events discrimination technique for fiber distributed Brillouin sensors

Efficient dynamic events discrimination technique for fiber distributed Brillouin sensors Efficient dynaic events discriination technique for fiber distributed rillouin sensors Carlos A. Galindez,* Francisco J. Madruga, and Jose M. Lopez-Higuera Photonics Engineering Group, Universidad de Cantabria,Edif.

More information

Faraday's Law Warm Up

Faraday's Law Warm Up Faraday's Law-1 Faraday's Law War Up 1. Field lines of a peranent agnet For each peranent agnet in the diagra below draw several agnetic field lines (or a agnetic vector field if you prefer) corresponding

More information

Reducing Vibration and Providing Robustness with Multi-Input Shapers

Reducing Vibration and Providing Robustness with Multi-Input Shapers 29 Aerican Control Conference Hyatt Regency Riverfront, St. Louis, MO, USA June -2, 29 WeA6.4 Reducing Vibration and Providing Robustness with Multi-Input Shapers Joshua Vaughan and Willia Singhose Abstract

More information

UNIVERSITY OF SASKATCHEWAN Department of Physics and Engineering Physics

UNIVERSITY OF SASKATCHEWAN Department of Physics and Engineering Physics UNIVERSITY OF SASKATCHEWAN Departent of Physics and Engineering Physics 05 Saskatchewan High School Physics Scholarship Copetition May, 05 Tie allowed: 90 inutes This copetition is based on the Saskatchewan

More information

ANALYSIS ON RESPONSE OF DYNAMIC SYSTEMS TO PULSE SEQUENCES EXCITATION

ANALYSIS ON RESPONSE OF DYNAMIC SYSTEMS TO PULSE SEQUENCES EXCITATION The 4 th World Conference on Earthquake Engineering October -7, 8, Beijing, China ANALYSIS ON RESPONSE OF DYNAMIC SYSTEMS TO PULSE SEQUENCES EXCITATION S. Li C.H. Zhai L.L. Xie Ph. D. Student, School of

More information

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY?

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Kragujevac J. Sci. 3 (8) 3-44. UDC 53.35 3 COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Nebojša Danilović, Milan Kovačević and Vukota Babović Institute of Physics, Faculty of Science,

More information

Inspection; structural health monitoring; reliability; Bayesian analysis; updating; decision analysis; value of information

Inspection; structural health monitoring; reliability; Bayesian analysis; updating; decision analysis; value of information Cite as: Straub D. (2014). Value of inforation analysis with structural reliability ethods. Structural Safety, 49: 75-86. Value of Inforation Analysis with Structural Reliability Methods Daniel Straub

More information

SRI LANKAN PHYSICS OLYMPIAD MULTIPLE CHOICE TEST 30 QUESTIONS ONE HOUR AND 15 MINUTES

SRI LANKAN PHYSICS OLYMPIAD MULTIPLE CHOICE TEST 30 QUESTIONS ONE HOUR AND 15 MINUTES SRI LANKAN PHYSICS OLYMPIAD - 5 MULTIPLE CHOICE TEST QUESTIONS ONE HOUR AND 5 MINUTES INSTRUCTIONS This test contains ultiple choice questions. Your answer to each question ust be arked on the answer sheet

More information

Block designs and statistics

Block designs and statistics Bloc designs and statistics Notes for Math 447 May 3, 2011 The ain paraeters of a bloc design are nuber of varieties v, bloc size, nuber of blocs b. A design is built on a set of v eleents. Each eleent

More information

Feature Extraction Techniques

Feature Extraction Techniques Feature Extraction Techniques Unsupervised Learning II Feature Extraction Unsupervised ethods can also be used to find features which can be useful for categorization. There are unsupervised ethods that

More information

Fast Structural Similarity Search of Noncoding RNAs Based on Matched Filtering of Stem Patterns

Fast Structural Similarity Search of Noncoding RNAs Based on Matched Filtering of Stem Patterns Fast Structural Siilarity Search of Noncoding RNs Based on Matched Filtering of Ste Patterns Byung-Jun Yoon Dept. of Electrical Engineering alifornia Institute of Technology Pasadena, 91125, S Eail: bjyoon@caltech.edu

More information

IN A SENSE, every material is a composite, even if the

IN A SENSE, every material is a composite, even if the IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, VOL. 47, NO. 11, NOVEMBER 1999 2075 Magnetis fro Conductors and Enhanced Nonlinear Phenoena J. B. Pendry, A. J. Holden, D. J. Robbins, and W. J. Stewart,

More information

In this chapter, we consider several graph-theoretic and probabilistic models

In this chapter, we consider several graph-theoretic and probabilistic models THREE ONE GRAPH-THEORETIC AND STATISTICAL MODELS 3.1 INTRODUCTION In this chapter, we consider several graph-theoretic and probabilistic odels for a social network, which we do under different assuptions

More information

Webreview - Ch 27 Quantum Physics Practice Test

Webreview - Ch 27 Quantum Physics Practice Test Please do write on practice test. ID A Webreview - Ch 27 Quantu Physics Practice Test Multiple Choice Identify the choice that best copletes the stateent or answers the question. 1. Planck's quantu theory

More information

Determination of Active and Reactive Power in Multi-Phase Systems through Analytical Signals Associated Current and Voltage Signals

Determination of Active and Reactive Power in Multi-Phase Systems through Analytical Signals Associated Current and Voltage Signals 56 ACA ELECROEHNICA Deterination of Active and Reactive Power in ulti-phase Systes through Analytical Signals Associated Current and Voltage Signals Gheorghe ODORAN, Oana UNEAN and Anca BUZURA Suary -

More information

Physics 215 Winter The Density Matrix

Physics 215 Winter The Density Matrix Physics 215 Winter 2018 The Density Matrix The quantu space of states is a Hilbert space H. Any state vector ψ H is a pure state. Since any linear cobination of eleents of H are also an eleent of H, it

More information

Support Vector Machine Classification of Uncertain and Imbalanced data using Robust Optimization

Support Vector Machine Classification of Uncertain and Imbalanced data using Robust Optimization Recent Researches in Coputer Science Support Vector Machine Classification of Uncertain and Ibalanced data using Robust Optiization RAGHAV PAT, THEODORE B. TRAFALIS, KASH BARKER School of Industrial Engineering

More information

The Failure of Coaxial TEM Cells ASTM Standards Methods In H.F. Range

The Failure of Coaxial TEM Cells ASTM Standards Methods In H.F. Range The Failure of Coaxial TEM Cells ASTM Standards Methods In H.F. Range Mihai Badic HV/EMC Laboratory, Research Institute for Electrical Engineering - ICPE Bucharest, ROMAN badic@icpe.ro Mihai-Jo Marinescu

More information

SHAPE IDENTIFICATION USING DISTRIBUTED STRAIN DATA FROM EMBEDDED OPTICAL FIBER SENSORS

SHAPE IDENTIFICATION USING DISTRIBUTED STRAIN DATA FROM EMBEDDED OPTICAL FIBER SENSORS 16 H INERNAIONAL CONFERENCE ON COMPOSIE MAERIALS SHAPE IDENIFICAION USING DISRIBUED SRAIN DAA FROM EMBEDDED OPICAL FIBER SENSORS Mayuko Nishio*, adahito Mizutani*, Nobuo akeda* *he University of okyo Keywords:

More information

3D acoustic wave modeling with a time-space domain dispersion-relation-based Finite-difference scheme

3D acoustic wave modeling with a time-space domain dispersion-relation-based Finite-difference scheme P-8 3D acoustic wave odeling with a tie-space doain dispersion-relation-based Finite-difference schee Yang Liu * and rinal K. Sen State Key Laboratory of Petroleu Resource and Prospecting (China University

More information

On Constant Power Water-filling

On Constant Power Water-filling On Constant Power Water-filling Wei Yu and John M. Cioffi Electrical Engineering Departent Stanford University, Stanford, CA94305, U.S.A. eails: {weiyu,cioffi}@stanford.edu Abstract This paper derives

More information

Semiconductor Lasers II

Semiconductor Lasers II Semiconductor Lasers II Materials and Structures Edited by Eli Kapon Institute of Micro and Optoelectronics Department of Physics Swiss Federal Institute oftechnology, Lausanne OPTICS AND PHOTONICS ACADEMIC

More information

Estimation of ADC Nonlinearities from the Measurement in Input Voltage Intervals

Estimation of ADC Nonlinearities from the Measurement in Input Voltage Intervals Estiation of ADC Nonlinearities fro the Measureent in Input Voltage Intervals M. Godla, L. Michaeli, 3 J. Šaliga, 4 R. Palenčár,,3 Deptartent of Electronics and Multiedia Counications, FEI TU of Košice,

More information

EQUIVALENT CIRCUIT MODEL OF SEMICONDUCTOR LASERS TAKING ACCOUNT OF GAIN SUPPRESSION

EQUIVALENT CIRCUIT MODEL OF SEMICONDUCTOR LASERS TAKING ACCOUNT OF GAIN SUPPRESSION EQUIVALENT CIRCUIT MODEL OF SEMICONDUCTOR LASERS TAKING ACCOUNT OF GAIN SUPPRESSION Kaiz Aedi and Mohsen Khanzadeh Departent of Electrical Engineering, Faculty of Electrical and Coputer Engineering, Shahid

More information

Field Mass Generation and Control. Chapter 6. The famous two slit experiment proved that a particle can exist as a wave and yet

Field Mass Generation and Control. Chapter 6. The famous two slit experiment proved that a particle can exist as a wave and yet 111 Field Mass Generation and Control Chapter 6 The faous two slit experient proved that a particle can exist as a wave and yet still exhibit particle characteristics when the wavefunction is altered by

More information

Refractive Index Measurement by Gain- or Loss-Induced Resonance

Refractive Index Measurement by Gain- or Loss-Induced Resonance Refractive Index Measurement by Gain- or Loss-Induced Resonance 59 Refractive Index Measurement by Gain- or Loss-Induced Resonance Markus Miller Using a semiconductor optical resonator consisting of a

More information

arxiv: v1 [cs.ds] 29 Jan 2012

arxiv: v1 [cs.ds] 29 Jan 2012 A parallel approxiation algorith for ixed packing covering seidefinite progras arxiv:1201.6090v1 [cs.ds] 29 Jan 2012 Rahul Jain National U. Singapore January 28, 2012 Abstract Penghui Yao National U. Singapore

More information

Study on inhomogeneous perforation thick micro-perforated panel sound absorbers

Study on inhomogeneous perforation thick micro-perforated panel sound absorbers Journal of Mechanical Engineering and Sciences (JMES ISSN (Print: 2289-4659; e-issn: 223-838 Volue, Issue 3, pp. 235-2362, Deceber 26 Universiti Malaysia Pahang, Malaysia DOI: https://doi.org/.5282/jes..3.26.2.28

More information

Figure 1: Equivalent electric (RC) circuit of a neurons membrane

Figure 1: Equivalent electric (RC) circuit of a neurons membrane Exercise: Leaky integrate and fire odel of neural spike generation This exercise investigates a siplified odel of how neurons spike in response to current inputs, one of the ost fundaental properties of

More information

2.9 Feedback and Feedforward Control

2.9 Feedback and Feedforward Control 2.9 Feedback and Feedforward Control M. F. HORDESKI (985) B. G. LIPTÁK (995) F. G. SHINSKEY (970, 2005) Feedback control is the action of oving a anipulated variable in response to a deviation or error

More information

Non-Parametric Non-Line-of-Sight Identification 1

Non-Parametric Non-Line-of-Sight Identification 1 Non-Paraetric Non-Line-of-Sight Identification Sinan Gezici, Hisashi Kobayashi and H. Vincent Poor Departent of Electrical Engineering School of Engineering and Applied Science Princeton University, Princeton,

More information

Optical Properties of Plasmas of High-Z Elements

Optical Properties of Plasmas of High-Z Elements Forschungszentru Karlsruhe Techni und Uwelt Wissenschaftlishe Berichte FZK Optical Properties of Plasas of High-Z Eleents V.Tolach 1, G.Miloshevsy 1, H.Würz Project Kernfusion 1 Heat and Mass Transfer

More information

A Self-Organizing Model for Logical Regression Jerry Farlow 1 University of Maine. (1900 words)

A Self-Organizing Model for Logical Regression Jerry Farlow 1 University of Maine. (1900 words) 1 A Self-Organizing Model for Logical Regression Jerry Farlow 1 University of Maine (1900 words) Contact: Jerry Farlow Dept of Matheatics Univeristy of Maine Orono, ME 04469 Tel (07) 866-3540 Eail: farlow@ath.uaine.edu

More information

Mutual capacitor and its applications

Mutual capacitor and its applications Mutual capacitor and its applications Chun Li, Jason Li, Jieing Li CALSON Technologies, Toronto, Canada E-ail: calandli@yahoo.ca Published in The Journal of Engineering; Received on 27th October 2013;

More information

A Finite Element Propagation Model For Extracting Normal Incidence Impedance In Nonprogressive Acoustic Wave Fields

A Finite Element Propagation Model For Extracting Normal Incidence Impedance In Nonprogressive Acoustic Wave Fields NASA Technical Meorandu 110160 A Finite Eleent Propagation Model For Extracting Noral Incidence Ipedance In Nonprogressive Acoustic Wave Fields Willie R. Watson Langley Research Center, Hapton, Virginia

More information

COS 424: Interacting with Data. Written Exercises

COS 424: Interacting with Data. Written Exercises COS 424: Interacting with Data Hoework #4 Spring 2007 Regression Due: Wednesday, April 18 Written Exercises See the course website for iportant inforation about collaboration and late policies, as well

More information

Department of Electronic and Optical Engineering, Ordnance Engineering College, Shijiazhuang, , China

Department of Electronic and Optical Engineering, Ordnance Engineering College, Shijiazhuang, , China 6th International Conference on Machinery, Materials, Environent, Biotechnology and Coputer (MMEBC 06) Solving Multi-Sensor Multi-Target Assignent Proble Based on Copositive Cobat Efficiency and QPSO Algorith

More information

Plasma Modulation of Harmonic Emission Spectra from Laser-Dense Plasma Interactions

Plasma Modulation of Harmonic Emission Spectra from Laser-Dense Plasma Interactions Plasa Modulation of Haronic Eission Spectra fro Laser-Dense Plasa Interactions R. Ondarza-Rovira and T.J.M. Boyd 2 ININ, A.P. 8-027, México 80, Distrito Federal, Mexico; ondarza@nuclear.inin.x 2 Centre

More information

Interferometry in dissipative media: Addressing the shallow sea problem for Seabed Logging applications

Interferometry in dissipative media: Addressing the shallow sea problem for Seabed Logging applications Evert Slob and Kees Wapenaar, Departent of Geotechnology, Delft University of Technology Roel Snieder, Center for Wave Phenoena and Departent of Geophysics, Colorado School of Mines SUMMARY We derive interferoetric

More information

Antenna Saturation Effects on MIMO Capacity

Antenna Saturation Effects on MIMO Capacity Antenna Saturation Effects on MIMO Capacity T S Pollock, T D Abhayapala, and R A Kennedy National ICT Australia Research School of Inforation Sciences and Engineering The Australian National University,

More information

NBN Algorithm Introduction Computational Fundamentals. Bogdan M. Wilamoswki Auburn University. Hao Yu Auburn University

NBN Algorithm Introduction Computational Fundamentals. Bogdan M. Wilamoswki Auburn University. Hao Yu Auburn University NBN Algorith Bogdan M. Wilaoswki Auburn University Hao Yu Auburn University Nicholas Cotton Auburn University. Introduction. -. Coputational Fundaentals - Definition of Basic Concepts in Neural Network

More information

Scattering and bound states

Scattering and bound states Chapter Scattering and bound states In this chapter we give a review of quantu-echanical scattering theory. We focus on the relation between the scattering aplitude of a potential and its bound states

More information

Numerical simulations of isotropic and die compaction of powder by the discrete element method

Numerical simulations of isotropic and die compaction of powder by the discrete element method Nuerical siulations of isotropic and die copaction of powder by the discrete eleent ethod J-F. Jerier, B. Harthong, B. Chareyre, D. Ibault, F-V. Donzé & P. Doréus Laboratoire Sols, Solides, Structures,

More information

School of Electrical and Computer Engineering, Cornell University. ECE 5330: Semiconductor Optoelectronics. Fall Due on Nov 20, 2014 by 5:00 PM

School of Electrical and Computer Engineering, Cornell University. ECE 5330: Semiconductor Optoelectronics. Fall Due on Nov 20, 2014 by 5:00 PM School of Electrical and Computer Engineering, Cornell University ECE 533: Semiconductor Optoelectronics Fall 14 Homewor 8 Due on Nov, 14 by 5: PM This is a long -wee homewor (start early). It will count

More information

e-companion ONLY AVAILABLE IN ELECTRONIC FORM

e-companion ONLY AVAILABLE IN ELECTRONIC FORM OPERATIONS RESEARCH doi 10.1287/opre.1070.0427ec pp. ec1 ec5 e-copanion ONLY AVAILABLE IN ELECTRONIC FORM infors 07 INFORMS Electronic Copanion A Learning Approach for Interactive Marketing to a Custoer

More information

arxiv: v3 [physics.optics] 1 Nov 2016

arxiv: v3 [physics.optics] 1 Nov 2016 Super-resolution iaging using the spatial-frequency filtered intensity fluctuation correlation Jane Sprigg 1,*, Tao Peng 1, and Yanhua Shih 1 arxiv:1409.134v3 [physics.optics] 1 Nov 016 1 University of

More information

ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS. A Thesis. Presented to. The Faculty of the Department of Mathematics

ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS. A Thesis. Presented to. The Faculty of the Department of Mathematics ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS A Thesis Presented to The Faculty of the Departent of Matheatics San Jose State University In Partial Fulfillent of the Requireents

More information

An Exactly Soluble Multiatom-Multiphoton Coupling Model

An Exactly Soluble Multiatom-Multiphoton Coupling Model Brazilian Journal of Physics vol no 4 Deceber 87 An Exactly Soluble Multiato-Multiphoton Coupling Model A N F Aleixo Instituto de Física Universidade Federal do Rio de Janeiro Rio de Janeiro RJ Brazil

More information

Applied Physics. Analysis of Optical Propagation in Thick Holographic Gratings. R. Alferness. Appl. Phys. 7, (1975) 9 by Springer-Verlag 1975

Applied Physics. Analysis of Optical Propagation in Thick Holographic Gratings. R. Alferness. Appl. Phys. 7, (1975) 9 by Springer-Verlag 1975 Appl. Phys. 7, 29--33 (1975) 9 by Springer-Verlag 1975 Applied Physics Analysis of Optical Propagation in Thick Holographic Gratings R. Alferness Electro-Optics Lab, Dept. of ECE, University of Michigan

More information

REPRODUCING KERNEL PARTICLE METHOD FOR CONDUCTION RADIATION INTERACTION IN 3D PARTICIPATING MEDIA

REPRODUCING KERNEL PARTICLE METHOD FOR CONDUCTION RADIATION INTERACTION IN 3D PARTICIPATING MEDIA Proceedings of the Asian Conference on Theral Sciences 2017, 1st ACTS March 26-30, 2017, Jeu Island, Korea ACTS-P00337 REPRODUCING KERNEL PARTICLE METHOD FOR CONDUCTION RADIATION INTERACTION IN 3D PARTICIPATING

More information

Multi-Scale/Multi-Resolution: Wavelet Transform

Multi-Scale/Multi-Resolution: Wavelet Transform Multi-Scale/Multi-Resolution: Wavelet Transfor Proble with Fourier Fourier analysis -- breaks down a signal into constituent sinusoids of different frequencies. A serious drawback in transforing to the

More information

This model assumes that the probability of a gap has size i is proportional to 1/i. i.e., i log m e. j=1. E[gap size] = i P r(i) = N f t.

This model assumes that the probability of a gap has size i is proportional to 1/i. i.e., i log m e. j=1. E[gap size] = i P r(i) = N f t. CS 493: Algoriths for Massive Data Sets Feb 2, 2002 Local Models, Bloo Filter Scribe: Qin Lv Local Models In global odels, every inverted file entry is copressed with the sae odel. This work wells when

More information

TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES

TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES S. E. Ahed, R. J. Tokins and A. I. Volodin Departent of Matheatics and Statistics University of Regina Regina,

More information

ANALYSIS OF REFLECTOR AND HORN ANTENNAS USING MULTILEVEL FAST MULTIPOLE ALGORITHM

ANALYSIS OF REFLECTOR AND HORN ANTENNAS USING MULTILEVEL FAST MULTIPOLE ALGORITHM European Congress on Coputational Methods in Applied Sciences and Engineering ECCOMAS 2 Barcelona, 11-14 Septeber 2 ECCOMAS ANALYSIS OF REFLECTOR AND HORN ANTENNAS USING MULTILEVEL FAST MULTIPOLE ALGORITHM

More information

Optimal Resource Allocation in Multicast Device-to-Device Communications Underlaying LTE Networks

Optimal Resource Allocation in Multicast Device-to-Device Communications Underlaying LTE Networks 1 Optial Resource Allocation in Multicast Device-to-Device Counications Underlaying LTE Networks Hadi Meshgi 1, Dongei Zhao 1 and Rong Zheng 2 1 Departent of Electrical and Coputer Engineering, McMaster

More information

Some Perspective. Forces and Newton s Laws

Some Perspective. Forces and Newton s Laws Soe Perspective The language of Kineatics provides us with an efficient ethod for describing the otion of aterial objects, and we ll continue to ake refineents to it as we introduce additional types of

More information

Pattern Recognition and Machine Learning. Artificial Neural networks

Pattern Recognition and Machine Learning. Artificial Neural networks Pattern Recognition and Machine Learning Jaes L. Crowley ENSIMAG 3 - MMIS Fall Seester 2017 Lessons 7 20 Dec 2017 Outline Artificial Neural networks Notation...2 Introduction...3 Key Equations... 3 Artificial

More information

Analytical solution for the electric potential in arbitrary anisotropic layered media applying the set of Hankel transforms of integer order

Analytical solution for the electric potential in arbitrary anisotropic layered media applying the set of Hankel transforms of integer order Geophysical Prospecting, 2006, 54, 651 661 Analytical solution for the electric potential in arbitrary anisotropic layered edia applying the set of Hankel transfors of integer order E. Pervago 1,A.Mousatov

More information

Chapter 6 1-D Continuous Groups

Chapter 6 1-D Continuous Groups Chapter 6 1-D Continuous Groups Continuous groups consist of group eleents labelled by one or ore continuous variables, say a 1, a 2,, a r, where each variable has a well- defined range. This chapter explores:

More information

The Effect of Non-Homogenous Perforation Pattern on Sound Absorption Bandwidth of Micro-Perforate Panel

The Effect of Non-Homogenous Perforation Pattern on Sound Absorption Bandwidth of Micro-Perforate Panel 7th International Conference on Physics and Its Applications 4 (ICOPIA 4) The Effect of Non-Hoogenous Perforation Pattern on Sound Absorption Bandwidth of Micro-Perforate Panel Iwan Prasetiyo Engineering

More information

W P+-InGaAs 1.35 m cladding p-znsete m cladding N+-ZnSeTe. n+-inp substrate

W P+-InGaAs 1.35 m cladding p-znsete m cladding N+-ZnSeTe. n+-inp substrate ECE 4 QUZ Design Pass Take Hoe 0407due 04007 F. Jain. NAME Sol Review class on Monday April 7 th in LH 05 at 6:00p First pass laser & solar designs 6 points each. Second pass 4 points each for solar and

More information