Simplified Fast Multipole Methods for Micromagnetic Modeling

Size: px
Start display at page:

Download "Simplified Fast Multipole Methods for Micromagnetic Modeling"

Transcription

1 implified Fast Multipole Methods for Micromagnetic Modeling D. M. Apalkov and P. B.Visscher Department of Phsics and Astronom and MIT Center The Universit of Alabama This project was supported b F grants # EC and DMR , and DOE grant # DE-FG0-98ER4574 an F Materials cience and Engineering Center

2 Overview Contet: Fast multipole method (FMM), calculates magnetostatic fields hierarchicall Previous improvements: Cartesian (simpler than spherical) harmonics recursive calculation of kernels using self-similarit (PBV & DMA, J. Appl. Phs. 93, 5 Ma 003. ) Improvements described here: imple wa to treat periodic sstems (MRAM, thin films) Compute fields from surface charges on discrete cells, not from uniform magnetiation inside an F Materials cience and Engineering Center

3 Basic idea of FMM Rationale -- MRAM eample: ubdivide rectangular elements into grid (~0 5 cells) H~M/r 3 +Quad/r 4 M quad, oct, O( ) interactions FMM lumps cells together hierarchicall: + = then + = Quad. (add multipole moments) + an F Materials cience and Engineering Center

4 Basic FMM operations A FMM (fast multipole method) needs functions to Compute Talor epansion of the potential of a point charge at an arbitrar point V (r) = n! n! n Compute multipole moment of a charge or M distribution Q n n n n ) n n = ρ (,, d d d Convolute the multipole moment with the field of a point charge to get the field of the multipole hift the origin of a Talor epansion! n, n, n V n n n n This gives an O() algorithm for computing the magnetostatic field. n n an F Materials cience and Engineering Center

5 an F Materials cience and Engineering Center Application to periodic sstem eed potential of cored arra of multipoles like But... it s enough to know potential of cored arra of point charges! Just convolute this with the multipole moment of periodic cell Want Talor epansion of potential about center of one cell:

6 Conclusion: to do FMM efficientl in a periodic sstem, we need onl calculate the potential of a cored arra of point charges: Traditional Methods: Ewald sum (disadvantage: order ) FFT (disadvantage: requires uniform periodic grid) Instead, use iterative method that uses functions alread part of an FMM code. an F Materials cience and Engineering Center

7 an F Materials cience and Engineering Center Conclusion: to do FMM efficientl in a periodic sstem, we need onl calculate the potential of a cored arra of point charges: R R R Convolute with weight arra w(r) = till missing: shell from R to ~R add b hand

8 Iterative algorithm to calculate the potential of a cored arra of point charges tart with an estimate of V cored (r) Rescale to coarse grid (V of black s) Convolute with w(r) = Add V shell (r) Repeat R R Formall, V cored, new (r) = ½V cored, old (r/) * w + V shell (r) Converges ver fast. an F Materials cience and Engineering Center

9 an F Materials cience and Engineering Center umerical result for cored potential V cored (,,0) ( ) ). ( ! ! ),, ( cored O r V = Agrees numericall with brute-force summation.

10 Charge-based calculation of magnetostatic field Magnetiation of a cubical cell can be treated as () Uniform magnetiation M (dipole moment per unit volume) over cell, OR () Uniform surface charge (densit = normal component of M) on each face of cell These are mathematicall equivalent, but ma not be equivalent in an given approimation Trivial eample where charge-based method is more efficient: uniforml magnetied infinite thin film. Magnetiation method gives poorl convergent sum of dipole fields urface charge method gives ero (correct answer) immediatel there are no charges anwhere Man real problems are close enough to this case that the charge method is significantl more efficient. an F Materials cience and Engineering Center

11 Implementing charge-based field calculation in FMM contet FMM requires hierarchical description of sstem cubical cells are the lowest objects on the hierarchical tree, in usual M-based scheme In charge-based scheme, charged faces of cells are treated as children of the cells tree is etended at the bottom Whole sstem or root cell cells in the bulk own 3 faces boundar cell ma own up to 6 faces an F Materials cience and Engineering Center

12 Advantages of charge-based field calculation in FMM contet Micromagnetic kernel can be calculated recursivel (D. M. Apalkov and P. B. Visscher, imple iterative calculation of micromagnetic kernels, J. Appl. Phs. 93, 5 Ma Kernel (used to calculate interactions between nearb objects) describes average field of charged square (rather than magnetied cube) over another cube. Uniforml-magnetied regions are treated efficientl. an F Materials cience and Engineering Center

13 Charge concentration at top corners Test case: MRAM element 500 cells, in C state Magnetiation vector shown (red); charge not shown Charge concentration an F Materials cience and Engineering Center

14 Accurac of charge-based vs magnetiation-based FMM calculation Detail of upper left corner of MRAM, showing both M (red) and charge (black) Field error in a 500-cell MRAM element (averaged over element, relative to average field) Relative Error Magnetiation-based FMM Charge-based FMM Tin charges at faces, if M nearl uniform Big charges at eternal faces Multipole order an F Materials cience and Engineering Center

15 Conclusions ew method for iterative calculation of the magnetostatic field of an infinite arra of periodic images Well adapted to Fast Multipole Method Eas to implement, uses functions that alread eist in FMM code Charge (rather than magnetiation) based calculation of magnetostatic field is much more accurate in man cases, especiall where there is flu closure (MRAM, thin film) an F Materials cience and Engineering Center

16 pin-polaried Current Induced witching. P. B.Visscher and D. M. Apalkov Department of Phsics and Astronom The Universit of Alabama This project was supported b F grant # EC and DMR grant # an F Materials cience and Engineering Center

17 Motivation stud spin-polaried current induced switching in thin film multilaered Co/Cu/Co structures; include the influence of the reflected current induced torque in the thick Co-laer. an F Materials cience and Engineering Center

18 Cornell eperiment [Katine et al, Phs. Rev. Let. 84 (000) 349; F. J. Albert et al, Appl. Phs. Lett. 77 (000) 3809] device dimensions ~ 60 nm 30 nm; laer thickness: Cu (80 nm) / Co (40 nm) / Cu (6 nm) / Co (.5 nm) / Cu (5 nm)/ Au(60 nm); effect of the current induced magnetic field is assumed to be small compared to the effect of the spin-polaried current on the spin moments. an F Materials cience and Engineering Center

19 Micromagnetic Calculation Modified Landau-Lifshit (LL) equation: dm dt γ = αγ = γ M H 7.6 ( KOe ns) M M ( M H) + Jβ M is the gromagnetic ratio; M pinpartners ( M M ) P pin torque (loncewski model) α = 0.07 is the LL damping coefficient; H is the total magnetic field; M is the saturation magnetiation; J is the current densit; β is a constant, which characteries the magnitude of the current-induced torque. an F Materials cience and Engineering Center

20 Treatment of the Current Induced Torque Co Co These cells affect the magnitude of spin torque in the blue cell. The are called pin Partners for the blue cell. The radius of the clinder is 6 nm (the discretiation sie is 3 nm). dm dt current = Jβ M M pinpartners ( M M ) P an F Materials cience and Engineering Center

21 Magnetic Field rand H K H + J M( r + δ) + ( M( r) eˆ )eˆ et stat H( r) = H + H + e M δ et H is the eternal (applied) field; J e ê = 0.4 is the echange integral (dimensionless), corresponding to - echange constant ; A = µ 0 JM a = 0 ( 4π = 8. KOe) M = 440 emu M cc is the saturation magnetiation (Co); is a unit vector along the crstallographic eas ais ( - ais); H K stat H = 0.5 KOe is the effective anisotrop field; is the magnetostatic field (includes both demag field and the magnetostatic field due to the other laer of Co). J m rand H is the effective random field describing Langevin noise. an F Materials cience and Engineering Center

22 nm H et stem Geometr 3 nm free to move laers strongl pinned laers nm 60 nm Relaed to thermal equilibrium (T = 4 K) sstem is shown. an F Materials cience and Engineering Center

23 witching Process (T=300 K) - pulse is on βj = 0.3 ns ; T = 300 K; H et =.0 Koe; switching time ~ 0.4 ns; pulse duration is.7 ns. an F Materials cience and Engineering Center

24 M Z M M-J Hsteresis Loops βj (ns ) H et =. koe H et = koe weep rate is 0.5 ns - For one-domain model: + / αγ β J crit = µ = 0.68, [ ( πm + H ) + H ] 0.ns H et = koe, sweep rate is 0.5 ns - P an F Materials cience and Engineering Center - K et

25 Conclusions One-domain assumption is wrong in some cases, complete micromagnetic treatment is required switching is achieved b domain wall motion thermal fluctuations are important to nucleate the reversed domain Future work tud the probabilit of reversed domain nucleation versus temperature; compare the results with eperimental data and adjust the model; calculate the current induced torque from electron wave functions (W. Butler and J.Velev) an F Materials cience and Engineering Center

Micromagnetic Modeling

Micromagnetic Modeling Micromagnetic Modeling P. B. Visscher Xuebing Feng, D. M. Apalkov, and Arkajyoti Misra Department of Physics and Astronomy Supported by NSF grants # ECS-008534 and DMR-0213985, and DOE grant # DE-FG02-98ER45714

More information

Fokker-Planck calculation of spintorque switching rates: comparison with telegraph-noise data

Fokker-Planck calculation of spintorque switching rates: comparison with telegraph-noise data Fokker-Planck calculation of spintorque switching rates: comparison with telegraph-noise data P. B.Visscher and D. M. Apalkov Department of Physics and Astronomy The University of Alabama This project

More information

16.5. Maclaurin and Taylor Series. Introduction. Prerequisites. Learning Outcomes

16.5. Maclaurin and Taylor Series. Introduction. Prerequisites. Learning Outcomes Maclaurin and Talor Series 6.5 Introduction In this Section we eamine how functions ma be epressed in terms of power series. This is an etremel useful wa of epressing a function since (as we shall see)

More information

hydrogen atom: center-of-mass and relative

hydrogen atom: center-of-mass and relative hdrogen atom: center-of-mass and relative apple ~ m e e -particle problem (electron & proton) ~ m p p + V ( ~r e ~r p ) (~r e, ~r p )=E (~r e, ~r p ) separation in center-of-mass and relative coordinates

More information

Physics Gravitational force. 2. Strong or color force. 3. Electroweak force

Physics Gravitational force. 2. Strong or color force. 3. Electroweak force Phsics 360 Notes on Griffths - pluses and minuses No tetbook is perfect, and Griffithsisnoeception. Themajorplusisthat it is prett readable. For minuses, see below. Much of what G sas about the del operator

More information

Closed form expressions for the gravitational inner multipole moments of homogeneous elementary solids

Closed form expressions for the gravitational inner multipole moments of homogeneous elementary solids Closed form epressions for the gravitational inner multipole moments of homogeneous elementar solids Julian Stirling 1,2, and Stephan Schlamminger 1 1 National Institute of Standards and Technolog, 1 Bureau

More information

Physics 2135 Exam 1 September 20, 2016

Physics 2135 Exam 1 September 20, 2016 Eam Total / 200 Phsics 2135 Eam 1 September 20, 2016 Printed Name: Rec. Sec. Letter: Five multiple choice questions, 8 points each. Choose the best or most nearl correct answer. 1. Two positive charges

More information

THE HEATED LAMINAR VERTICAL JET IN A LIQUID WITH POWER-LAW TEMPERATURE DEPENDENCE OF DENSITY. V. A. Sharifulin.

THE HEATED LAMINAR VERTICAL JET IN A LIQUID WITH POWER-LAW TEMPERATURE DEPENDENCE OF DENSITY. V. A. Sharifulin. THE HEATED LAMINAR VERTICAL JET IN A LIQUID WITH POWER-LAW TEMPERATURE DEPENDENCE OF DENSITY 1. Introduction V. A. Sharifulin Perm State Technical Universit, Perm, Russia e-mail: sharifulin@perm.ru Water

More information

Notes 7 Analytic Continuation

Notes 7 Analytic Continuation ECE 6382 Fall 27 David R. Jackson Notes 7 Analtic Continuation Notes are from D. R. Wilton, Dept. of ECE Analtic Continuation of Functions We define analtic continuation as the process of continuing a

More information

26 Lecture 26: Galaxies: Numerical Models

26 Lecture 26: Galaxies: Numerical Models PHYS 652: Astrophsics 143 26 Lecture 26: Galaies: Numerical Models All science is either phsics or stamp collecting. Ernest Rutherford The Big Picture: Last time we derived the collisionless Boltmann equation

More information

11.1 Double Riemann Sums and Double Integrals over Rectangles

11.1 Double Riemann Sums and Double Integrals over Rectangles Chapter 11 Multiple Integrals 11.1 ouble Riemann Sums and ouble Integrals over Rectangles Motivating Questions In this section, we strive to understand the ideas generated b the following important questions:

More information

Section 1.5 Formal definitions of limits

Section 1.5 Formal definitions of limits Section.5 Formal definitions of limits (3/908) Overview: The definitions of the various tpes of limits in previous sections involve phrases such as arbitraril close, sufficientl close, arbitraril large,

More information

Module 1 : The equation of continuity. Lecture 4: Fourier s Law of Heat Conduction

Module 1 : The equation of continuity. Lecture 4: Fourier s Law of Heat Conduction 1 Module 1 : The equation of continuit Lecture 4: Fourier s Law of Heat Conduction NPTEL, IIT Kharagpur, Prof. Saikat Chakrabort, Department of Chemical Engineering Fourier s Law of Heat Conduction According

More information

Directional derivatives and gradient vectors (Sect. 14.5). Directional derivative of functions of two variables.

Directional derivatives and gradient vectors (Sect. 14.5). Directional derivative of functions of two variables. Directional derivatives and gradient vectors (Sect. 14.5). Directional derivative of functions of two variables. Partial derivatives and directional derivatives. Directional derivative of functions of

More information

Tuning the Band Structures of a 1D Width-Modulated Magnonic Crystal by a Transverse Magnetic Field

Tuning the Band Structures of a 1D Width-Modulated Magnonic Crystal by a Transverse Magnetic Field Tuning the Band Structures of a D Width-Modulated Magnonic Crstal b a Transverse Magnetic Field K. Di, H. S. Lim,,a) V. L. Zhang, S. C. Ng, M. H. Kuok, H. T. Nguen, M. G. Cottam Department of Phsics, National

More information

NMR Quantum Computation

NMR Quantum Computation NMR Quantum Computation C/CS/Phs 191: Quantum Information Science and Technolog 11/13/2003 Thaddeus Ladd Department of Applied Phsics Stanford Universit tladd@stanford.edu Solution NMR Quantum Computation

More information

AE/ME 339. K. M. Isaac Professor of Aerospace Engineering. December 21, 2001 topic13_grid_generation 1

AE/ME 339. K. M. Isaac Professor of Aerospace Engineering. December 21, 2001 topic13_grid_generation 1 AE/ME 339 Professor of Aerospace Engineering December 21, 2001 topic13_grid_generation 1 The basic idea behind grid generation is the creation of the transformation laws between the phsical space and the

More information

1.6 ELECTRONIC STRUCTURE OF THE HYDROGEN ATOM

1.6 ELECTRONIC STRUCTURE OF THE HYDROGEN ATOM 1.6 ELECTRONIC STRUCTURE OF THE HYDROGEN ATOM 23 How does this wave-particle dualit require us to alter our thinking about the electron? In our everda lives, we re accustomed to a deterministic world.

More information

Chapter 3. Theory of measurement

Chapter 3. Theory of measurement Chapter. Introduction An energetic He + -ion beam is incident on thermal sodium atoms. Figure. shows the configuration in which the interaction one is determined b the crossing of the laser-, sodium- and

More information

S. Mangin 1, Y. Henry 2, D. Ravelosona 3, J.A. Katine 4, and S. Moyerman 5, I. Tudosa 5, E. E. Fullerton 5

S. Mangin 1, Y. Henry 2, D. Ravelosona 3, J.A. Katine 4, and S. Moyerman 5, I. Tudosa 5, E. E. Fullerton 5 Spin transfer torques in high anisotropy magnetic nanostructures S. Mangin 1, Y. enry 2, D. Ravelosona 3, J.A. Katine 4, and S. Moyerman 5, I. Tudosa 5, E. E. Fullerton 5 1) Laboratoire de Physique des

More information

Simultaneous Orthogonal Rotations Angle

Simultaneous Orthogonal Rotations Angle ELEKTROTEHNIŠKI VESTNIK 8(1-2): -11, 2011 ENGLISH EDITION Simultaneous Orthogonal Rotations Angle Sašo Tomažič 1, Sara Stančin 2 Facult of Electrical Engineering, Universit of Ljubljana 1 E-mail: saso.tomaic@fe.uni-lj.si

More information

Problems set # 2 Physics 169 February 11, 2015

Problems set # 2 Physics 169 February 11, 2015 Prof. Anchordoqui Problems set # 2 Phsics 169 Februar 11, 2015 1. Figure 1 shows the electric field lines for two point charges separated b a small distance. (i) Determine the ratio q 1 /q 2. (ii) What

More information

Vibrational Power Flow Considerations Arising From Multi-Dimensional Isolators. Abstract

Vibrational Power Flow Considerations Arising From Multi-Dimensional Isolators. Abstract Vibrational Power Flow Considerations Arising From Multi-Dimensional Isolators Rajendra Singh and Seungbo Kim The Ohio State Universit Columbus, OH 4321-117, USA Abstract Much of the vibration isolation

More information

The Control-Volume Finite-Difference Approximation to the Diffusion Equation

The Control-Volume Finite-Difference Approximation to the Diffusion Equation The Control-Volume Finite-Difference Approimation to the Diffusion Equation ME 448/548 Notes Gerald Recktenwald Portland State Universit Department of Mechanical Engineering gerr@mepdedu ME 448/548: D

More information

VECTORS IN THREE DIMENSIONS

VECTORS IN THREE DIMENSIONS 1 CHAPTER 2. BASIC TRIGONOMETRY 1 INSTITIÚID TEICNEOLAÍOCHTA CHEATHARLACH INSTITUTE OF TECHNOLOGY CARLOW VECTORS IN THREE DIMENSIONS 1 Vectors in Two Dimensions A vector is an object which has magnitude

More information

Krylov Integration Factor Method on Sparse Grids for High Spatial Dimension Convection Diffusion Equations

Krylov Integration Factor Method on Sparse Grids for High Spatial Dimension Convection Diffusion Equations DOI.7/s95-6-6-7 Krlov Integration Factor Method on Sparse Grids for High Spatial Dimension Convection Diffusion Equations Dong Lu Yong-Tao Zhang Received: September 5 / Revised: 9 March 6 / Accepted: 8

More information

Available online at ScienceDirect. Procedia Engineering 90 (2014 )

Available online at   ScienceDirect. Procedia Engineering 90 (2014 ) Available online at.sciencedirect.com ScienceDirect Procedia Engineering 9 (14 383 388 1th International Conference on Mechanical Engineering, ICME 13 Effects of volumetric heat source and temperature

More information

Long-Time Simulation Of Spin Dynamics Of Superparamagnetic Particles

Long-Time Simulation Of Spin Dynamics Of Superparamagnetic Particles Poster 21 Long-Time Simulation Of Spin Dynamics Of Superparamagnetic Particles P. B.Visscher and Xiaoguang Deng Department of Physics and Astronomy The University of Alabama Supported by DOE grant No.

More information

arxiv: v1 [cond-mat.supr-con] 4 Oct 2014

arxiv: v1 [cond-mat.supr-con] 4 Oct 2014 Effect of current injection into thin-film Josephson junctions V. G. Kogan, and R. G. Mints, Ames Laborator, US Department of Energ, Ames, Iowa 5, USA The Ramond and Beverl Sackler School of Phsics and

More information

4 Strain true strain engineering strain plane strain strain transformation formulae

4 Strain true strain engineering strain plane strain strain transformation formulae 4 Strain The concept of strain is introduced in this Chapter. The approimation to the true strain of the engineering strain is discussed. The practical case of two dimensional plane strain is discussed,

More information

2010 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media,

2010 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, 2010 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in an current or future media, including reprinting/republishing this material for advertising

More information

Non-Maxwell-Boltzmann statistics in spin-torque devices: calculating switching rates and oscillator linewidths

Non-Maxwell-Boltzmann statistics in spin-torque devices: calculating switching rates and oscillator linewidths Non-axwell-Boltzmann tatitic in pin-torque device: calculating witching rate and ocillator linewidth P. B.Vicher and D.. Apalkov Department of Phyic and Atronomy Thi project wa upported by NSF grant #

More information

( ) ( ) ( ), ( 0 ), ( 0)

( ) ( ) ( ), ( 0 ), ( 0) . (a Find the eigenvalues and eigenfunctions of problem: (b The differential equation ( ( ( =, - =, =. (8% - - = has one basis solution =. Show that the other basis solution on the interval - < < is =

More information

Symmetry Arguments and the Role They Play in Using Gauss Law

Symmetry Arguments and the Role They Play in Using Gauss Law Smmetr Arguments and the Role The la in Using Gauss Law K. M. Westerberg (9/2005) Smmetr plas a ver important role in science in general, and phsics in particular. Arguments based on smmetr can often simplif

More information

CHAPTER 2: Partial Derivatives. 2.2 Increments and Differential

CHAPTER 2: Partial Derivatives. 2.2 Increments and Differential CHAPTER : Partial Derivatives.1 Definition of a Partial Derivative. Increments and Differential.3 Chain Rules.4 Local Etrema.5 Absolute Etrema 1 Chapter : Partial Derivatives.1 Definition of a Partial

More information

Math 214 Spring problem set (a) Consider these two first order equations. (I) dy dx = x + 1 dy

Math 214 Spring problem set (a) Consider these two first order equations. (I) dy dx = x + 1 dy Math 4 Spring 08 problem set. (a) Consider these two first order equations. (I) d d = + d (II) d = Below are four direction fields. Match the differential equations above to their direction fields. Provide

More information

Applications of Proper Orthogonal Decomposition for Inviscid Transonic Aerodynamics

Applications of Proper Orthogonal Decomposition for Inviscid Transonic Aerodynamics Applications of Proper Orthogonal Decomposition for Inviscid Transonic Aerodnamics Bui-Thanh Tan, Karen Willco and Murali Damodaran Abstract Two etensions to the proper orthogonal decomposition (POD) technique

More information

NUMERICAL SIMULATION OF DISLOCATION DYNAMICS BY MEANS OF PARAMETRIC APPROACH

NUMERICAL SIMULATION OF DISLOCATION DYNAMICS BY MEANS OF PARAMETRIC APPROACH Proceedings of Czech Japanese Seminar in Applied Mathematics August -7,, Czech Technical Universit in Prague http://geraldine.fjfi.cvut.cz pp. 1 13 NUMERICAL SIMULATION OF DISLOCATION DYNAMICS BY MEANS

More information

ragsdale (zdr82) HW7 ditmire (58335) 1 The magnetic force is

ragsdale (zdr82) HW7 ditmire (58335) 1 The magnetic force is ragsdale (zdr8) HW7 ditmire (585) This print-out should have 8 questions. Multiple-choice questions ma continue on the net column or page find all choices efore answering. 00 0.0 points A wire carring

More information

CH. 1 FUNDAMENTAL PRINCIPLES OF MECHANICS

CH. 1 FUNDAMENTAL PRINCIPLES OF MECHANICS 446.201 (Solid echanics) Professor Youn, eng Dong CH. 1 FUNDENTL PRINCIPLES OF ECHNICS Ch. 1 Fundamental Principles of echanics 1 / 14 446.201 (Solid echanics) Professor Youn, eng Dong 1.2 Generalied Procedure

More information

Analytic Geometry in Three Dimensions

Analytic Geometry in Three Dimensions Analtic Geometr in Three Dimensions. The Three-Dimensional Coordinate Sstem. Vectors in Space. The Cross Product of Two Vectors. Lines and Planes in Space The three-dimensional coordinate sstem is used

More information

2 4πε ( ) ( r θ. , symmetric about the x-axis, as shown in Figure What is the electric field E at the origin O?

2 4πε ( ) ( r θ. , symmetric about the x-axis, as shown in Figure What is the electric field E at the origin O? p E( r, θ) = cosθ 3 ( sinθ ˆi + cosθ ˆj ) + sinθ cosθ ˆi + ( cos θ 1) ˆj r ( ) ( p = cosθ sinθ ˆi + cosθ ˆj + sinθ cosθ ˆi sinθ ˆj 3 r where the trigonometric identit ( θ ) vectors ˆr and cos 1 = sin θ

More information

FRIEDRICH-ALEXANDER-UNIVERSITÄT ERLANGEN-NÜRNBERG. Lehrstuhl für Informatik 10 (Systemsimulation)

FRIEDRICH-ALEXANDER-UNIVERSITÄT ERLANGEN-NÜRNBERG. Lehrstuhl für Informatik 10 (Systemsimulation) FRIEDRICH-ALEXANDER-UNIVERSITÄT ERLANGEN-NÜRNBERG INSTITUT FÜR INFORMATIK (MATHEMATISCHE MASCHINEN UND DATENVERARBEITUNG) Lehrstuhl für Informatik 1 (Sstemsimulation) Efficient hierarchical grid coarsening

More information

MAT 1275: Introduction to Mathematical Analysis. Graphs and Simplest Equations for Basic Trigonometric Functions. y=sin( x) Function

MAT 1275: Introduction to Mathematical Analysis. Graphs and Simplest Equations for Basic Trigonometric Functions. y=sin( x) Function MAT 275: Introduction to Mathematical Analsis Dr. A. Rozenblum Graphs and Simplest Equations for Basic Trigonometric Functions We consider here three basic functions: sine, cosine and tangent. For them,

More information

Normalization and Zero-Point Energy The amplitude A 2 in Eq can be found from the normalizing equation, 1106 CHAPTER 39 MORE ABOUT MATTER WAVES

Normalization and Zero-Point Energy The amplitude A 2 in Eq can be found from the normalizing equation, 1106 CHAPTER 39 MORE ABOUT MATTER WAVES 116 CHAPTER 39 MORE ABOUT MATTER WAVES Fig. 39-4 A dot plot of the radial probabilit densit P(r) for the hdrogen atom in a quantum state with a relativel large principal quantum number namel, n 45 and

More information

HST.583 Functional Magnetic Resonance Imaging: Data Acquisition and Analysis Fall 2008

HST.583 Functional Magnetic Resonance Imaging: Data Acquisition and Analysis Fall 2008 MIT OpenCourseWare http://ocw.mit.edu HST.583 Functional Magnetic Resonance Imaging: Data Acquisition and Analsis Fall 2008 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms.

More information

A comparison of estimation accuracy by the use of KF, EKF & UKF filters

A comparison of estimation accuracy by the use of KF, EKF & UKF filters Computational Methods and Eperimental Measurements XIII 779 A comparison of estimation accurac b the use of KF EKF & UKF filters S. Konatowski & A. T. Pieniężn Department of Electronics Militar Universit

More information

Ala-Arg-Pro-Tyr-Asn-Phe-Cpa-Leu-NH 2

Ala-Arg-Pro-Tyr-Asn-Phe-Cpa-Leu-NH 2 Applied Spectroscop Ala-Arg-Pro-Tr-Asn-Phe-Cpa-Leu-NH 2 Cpa Ala Pro Guillermo Mona What is Spectroscop? Without going into latin or greek, spectroscop is the stud of the interactions between light and

More information

Space Coordinates and Vectors in Space. Coordinates in Space

Space Coordinates and Vectors in Space. Coordinates in Space 0_110.qd 11//0 : PM Page 77 SECTION 11. Space Coordinates and Vectors in Space 77 -plane Section 11. -plane -plane The three-dimensional coordinate sstem Figure 11.1 Space Coordinates and Vectors in Space

More information

0.24 adults 2. (c) Prove that, regardless of the possible values of and, the covariance between X and Y is equal to zero. Show all work.

0.24 adults 2. (c) Prove that, regardless of the possible values of and, the covariance between X and Y is equal to zero. Show all work. 1 A socioeconomic stud analzes two discrete random variables in a certain population of households = number of adult residents and = number of child residents It is found that their joint probabilit mass

More information

nm nm

nm nm The Quantum Mechanical Model of the Atom You have seen how Bohr s model of the atom eplains the emission spectrum of hdrogen. The emission spectra of other atoms, however, posed a problem. A mercur atom,

More information

Example one-dimensional quantum systems Notes on Quantum Mechanics

Example one-dimensional quantum systems Notes on Quantum Mechanics Eample one-dimensional quantum sstems Notes on Quantum Mechanics http://quantum.bu.edu/notes/quantummechanics/eampledquantumsstems.pdf Last updated Wednesda, October 0, 004 6:03:47-05:00 Copright 004 Dan

More information

17. Find the moments of inertia I x, I y, I 0 for the lamina of. 4. D x, y 0 x a, 0 y b ; CAS. 20. D is enclosed by the cardioid r 1 cos ; x, y 3

17. Find the moments of inertia I x, I y, I 0 for the lamina of. 4. D x, y 0 x a, 0 y b ; CAS. 20. D is enclosed by the cardioid r 1 cos ; x, y 3 SCTION 2.5 TRIPL INTGRALS 69 2.4 XRCISS. lectric charge is distributed over the rectangle, 2 so that the charge densit at, is, 2 2 (measured in coulombs per square meter). Find the total charge on the

More information

Borehole measurements within highly magnetic bodies corrections of measured magnetic fields and gradients

Borehole measurements within highly magnetic bodies corrections of measured magnetic fields and gradients Borehole measurements within highl magnetic bodies corrections of measured magnetic fields and gradients David A Clark* CSIRO Manufacturing & CSIRO Minerals PO Bo 8, Lindfield NSW 7 Davidclark@csiroau

More information

Proper Orthogonal Decomposition Extensions For Parametric Applications in Transonic Aerodynamics

Proper Orthogonal Decomposition Extensions For Parametric Applications in Transonic Aerodynamics Proper Orthogonal Decomposition Etensions For Parametric Applications in Transonic Aerodnamics T. Bui-Thanh, M. Damodaran Singapore-Massachusetts Institute of Technolog Alliance (SMA) School of Mechanical

More information

Large Eddy Simulation of the flow and heat transfer in a half-corrugated channel with various wave amplitudes

Large Eddy Simulation of the flow and heat transfer in a half-corrugated channel with various wave amplitudes Int. J Heat Mass Transfer, Vol. 76 pp. 432-446, 214 Large Edd Simulation of the flow and heat transfer in a half-corrugated channel with various wave amplitudes Maram Mirzaei, Ahmad Sohankar, Lars Davidson,

More information

Sound Propagation in Ducts

Sound Propagation in Ducts Sound Propagation in Ducts Hongbin Ju Department of Mathematics Florida State Universit, Tallahassee, FL.3306 www.aeroacoustics.info Please send comments to: hju@math.fsu.edu In this section we will discuss

More information

A HAND-HELD SENSOR FOR LOCAL MEASUREMENT OF MAGNETIC FIELD, INDUCTION AND ENERGY LOSSES

A HAND-HELD SENSOR FOR LOCAL MEASUREMENT OF MAGNETIC FIELD, INDUCTION AND ENERGY LOSSES A HAND-HELD SENSOR FOR LOCAL MEASUREMENT OF MAGNETIC FIELD, INDUCTION AND ENERGY LOSSES G. Krismanic, N. Baumgartinger and H. Pfützner Institute of Fundamentals and Theor of Electrical Engineering Bioelectricit

More information

5.3.3 The general solution for plane waves incident on a layered halfspace. The general solution to the Helmholz equation in rectangular coordinates

5.3.3 The general solution for plane waves incident on a layered halfspace. The general solution to the Helmholz equation in rectangular coordinates 5.3.3 The general solution for plane waves incident on a laered halfspace The general solution to the elmhol equation in rectangular coordinates The vector propagation constant Vector relationships between

More information

OCTUPOLE/QUADRUPOLE/ ACTING IN ONE DIRECTION Alexander Mikhailichenko Cornell University, LEPP, Ithaca, NY 14853

OCTUPOLE/QUADRUPOLE/ ACTING IN ONE DIRECTION Alexander Mikhailichenko Cornell University, LEPP, Ithaca, NY 14853 October 13, 3. CB 3-17 OCTUPOLE/QUADRUPOLE/ ACTIG I OE DIRECTIO Aleander Mikhailichenko Cornell Universit, LEPP, Ithaca, Y 14853 We propose to use elements of beam optics (quads, setupoles, octupoles,

More information

we make slices perpendicular to the x-axis. If the slices are thin enough, they resemble x cylinders or discs. The formula for the x

we make slices perpendicular to the x-axis. If the slices are thin enough, they resemble x cylinders or discs. The formula for the x Math Learning Centre Solids of Revolution When we rotate a curve around a defined ais, the -D shape created is called a solid of revolution. In the same wa that we can find the area under a curve calculating

More information

3D Schrödinger Eq. Today: Continue with hydrogen. Multi-electron atoms

3D Schrödinger Eq. Today: Continue with hydrogen. Multi-electron atoms 3D Schrödinger Eq. Toda: Continue with hdrogen. Multi-electron atoms HWK 13 available online. Please fill out the online participation surve. Worth 10points on HWK 13. Final Eam is Monda Dec. 15 10:30A-1P

More information

One-Dimensional Wave Propagation (without distortion or attenuation)

One-Dimensional Wave Propagation (without distortion or attenuation) Phsics 306: Waves Lecture 1 1//008 Phsics 306 Spring, 008 Waves and Optics Sllabus To get a good grade: Stud hard Come to class Email: satapal@phsics.gmu.edu Surve of waves One-Dimensional Wave Propagation

More information

STATICS. Equivalent Systems of Forces. Vector Mechanics for Engineers: Statics VECTOR MECHANICS FOR ENGINEERS: Contents & Objectives.

STATICS. Equivalent Systems of Forces. Vector Mechanics for Engineers: Statics VECTOR MECHANICS FOR ENGINEERS: Contents & Objectives. 3 Rigid CHATER VECTOR ECHANICS FOR ENGINEERS: STATICS Ferdinand. Beer E. Russell Johnston, Jr. Lecture Notes: J. Walt Oler Teas Tech Universit Bodies: Equivalent Sstems of Forces Contents & Objectives

More information

Symmetry breaking in the formation of magnetic vortex states in a permalloy nanodisk

Symmetry breaking in the formation of magnetic vortex states in a permalloy nanodisk Received 17 Nov 2011 Accepted 28 Jun 2012 Published 31 Jul 2012 DOI: 10.1038/ncomms1978 Smmetr breaking in the formation of magnetic vorte states in a permallo nanodisk Mi-Young Im 1, Peter Fischer 1,

More information

Fully Discrete Energy Stable High Order Finite Difference Methods for Hyperbolic Problems in Deforming Domains: An Initial Investigation

Fully Discrete Energy Stable High Order Finite Difference Methods for Hyperbolic Problems in Deforming Domains: An Initial Investigation Full Discrete Energ Stable High Order Finite Difference Methods for Hperbolic Problems in Deforming Domains: An Initial Investigation Samira Nikkar and Jan Nordström Abstract A time-dependent coordinate

More information

The first change comes in how we associate operators with classical observables. In one dimension, we had. p p ˆ

The first change comes in how we associate operators with classical observables. In one dimension, we had. p p ˆ VI. Angular momentum Up to this point, we have been dealing primaril with one dimensional sstems. In practice, of course, most of the sstems we deal with live in three dimensions and 1D quantum mechanics

More information

Interaction Network Analysis

Interaction Network Analysis CSI/BIF 5330 Interaction etwork Analsis Young-Rae Cho Associate Professor Department of Computer Science Balor Universit Biological etworks Definition Maps of biochemical reactions, interactions, regulations

More information

Introduction to magnetism of confined systems

Introduction to magnetism of confined systems Introduction to magnetism of confined systems P. Vavassori CIC nanogune Consolider, San Sebastian, Spain; nano@nanogune.eu Basics: diamagnetism and paramagnetism Every material which is put in a magnetic

More information

Testing the Homogeneity of Magnets for Rotary Position Sensors

Testing the Homogeneity of Magnets for Rotary Position Sensors EG-1 1 Testing the Homogeneit of Magnets for Rotar Position ensors M. Blagojevic 1, N. Markovic 1, and R.. Popovic 1 1 ENI AG, Baar, witzerland Abstract Inhomogeneit of the magnetic field around the magnet

More information

Polarization and Related Antenna Parameters

Polarization and Related Antenna Parameters ANTENTOP- 01-007, # 009 Polarization and Related Antenna Parameters Feel Yourself a Student! Dear friends, I would like to give to ou an interesting and reliable antenna theor. Hours searching in the web

More information

RANGE CONTROL MPC APPROACH FOR TWO-DIMENSIONAL SYSTEM 1

RANGE CONTROL MPC APPROACH FOR TWO-DIMENSIONAL SYSTEM 1 RANGE CONTROL MPC APPROACH FOR TWO-DIMENSIONAL SYSTEM Jirka Roubal Vladimír Havlena Department of Control Engineering, Facult of Electrical Engineering, Czech Technical Universit in Prague Karlovo náměstí

More information

MAGNETIC HEADS FOR HIGH COERCIVITY RECORDING MEDIA

MAGNETIC HEADS FOR HIGH COERCIVITY RECORDING MEDIA Journal of ptoelectronics and Advanced Materials Vol. 6, No. 3, September 4, p. 9-96 MAGNETIC HEADS FR HIGH CERCIVITY RECRDING MEDIA V. N. Samofalov *, E. I. Il ashenko a, A. Ramstad b, L.Z. Lub anu, T.H.

More information

Initial Value Problems for. Ordinary Differential Equations

Initial Value Problems for. Ordinary Differential Equations Initial Value Problems for Ordinar Differential Equations INTRODUCTION Equations which are composed of an unnown function and its derivatives are called differential equations. It becomes an initial value

More information

KINEMATIC RELATIONS IN DEFORMATION OF SOLIDS

KINEMATIC RELATIONS IN DEFORMATION OF SOLIDS Chapter 8 KINEMATIC RELATIONS IN DEFORMATION OF SOLIDS Figure 8.1: 195 196 CHAPTER 8. KINEMATIC RELATIONS IN DEFORMATION OF SOLIDS 8.1 Motivation In Chapter 3, the conservation of linear momentum for a

More information

Green s Theorem Jeremy Orloff

Green s Theorem Jeremy Orloff Green s Theorem Jerem Orloff Line integrals and Green s theorem. Vector Fields Vector notation. In 8.4 we will mostl use the notation (v) = (a, b) for vectors. The other common notation (v) = ai + bj runs

More information

Transformation of kinematical quantities from rotating into static coordinate system

Transformation of kinematical quantities from rotating into static coordinate system Transformation of kinematical quantities from rotating into static coordinate sstem Dimitar G Stoanov Facult of Engineering and Pedagog in Sliven, Technical Universit of Sofia 59, Bourgasko Shaussee Blvd,

More information

y R T However, the calculations are easier, when carried out using the polar set of co-ordinates ϕ,r. The relations between the co-ordinates are:

y R T However, the calculations are easier, when carried out using the polar set of co-ordinates ϕ,r. The relations between the co-ordinates are: Curved beams. Introduction Curved beams also called arches were invented about ears ago. he purpose was to form such a structure that would transfer loads, mainl the dead weight, to the ground b the elements

More information

Noncommuting Rotation and Angular Momentum Operators

Noncommuting Rotation and Angular Momentum Operators Noncommuting Rotation and Angular Momentum Operators Originall appeared at: http://behindtheguesses.blogspot.com/2009/08/noncommuting-rotation-and-angular.html Eli Lanse elanse@gmail.com August 31, 2009

More information

Micromagnetic simulation of magnetization reversal in rotational magnetic fields

Micromagnetic simulation of magnetization reversal in rotational magnetic fields Physica B 306 (2001) 112 116 Micromagnetic simulation of magnetization reversal in rotational magnetic fields J. Fidler*, T. Schrefl, W. Scholz, D. Suess, V.D. Tsiantos Institute of Applied and Technical

More information

Lecture 13 - Handling Nonlinearity

Lecture 13 - Handling Nonlinearity Lecture 3 - Handling Nonlinearit Nonlinearit issues in control practice Setpoint scheduling/feedforward path planning repla - linear interpolation Nonlinear maps B-splines Multivariable interpolation:

More information

P 0 (x 0, y 0 ), P 1 (x 1, y 1 ), P 2 (x 2, y 2 ), P 3 (x 3, y 3 ) The goal is to determine a third degree polynomial of the form,

P 0 (x 0, y 0 ), P 1 (x 1, y 1 ), P 2 (x 2, y 2 ), P 3 (x 3, y 3 ) The goal is to determine a third degree polynomial of the form, Bezier Curves While working for the Renault automobile compan in France, an engineer b the name of P. Bezier developed a sstem for designing car bodies based partl on some fairl straightforward mathematics.

More information

MTHE 227 Problem Set 10 Solutions. (1 y2 +z 2., 0, 0), y 2 + z 2 < 4 0, Otherwise.

MTHE 227 Problem Set 10 Solutions. (1 y2 +z 2., 0, 0), y 2 + z 2 < 4 0, Otherwise. MTHE 7 Problem Set Solutions. (a) Sketch the cross-section of the (hollow) clinder + = in the -plane, as well as the vector field in this cross-section. ( +,, ), + < F(,, ) =, Otherwise. This is a simple

More information

PHYSICS PART II SECTION- I. Straight objective Type

PHYSICS PART II SECTION- I. Straight objective Type PHYSICS PAT II SECTION- I Straight objective Tpe This section contains 9 multiple choice questions numbered to 1. Each question has choices,, (C) and, out of which ONLY ONE is correct.. A parallel plate

More information

Polarization transfer

Polarization transfer Polarization transfer So far we have dealt vectors (magnetizations) that are proportional to the sensitivit of the nuclei we are studing. In multiple pulse eperiments, were we are doing man things to a

More information

Toda s Theorem: PH P #P

Toda s Theorem: PH P #P CS254: Computational Compleit Theor Prof. Luca Trevisan Final Project Ananth Raghunathan 1 Introduction Toda s Theorem: PH P #P The class NP captures the difficult of finding certificates. However, in

More information

Periodic Structures in FDTD

Periodic Structures in FDTD EE 5303 Electromagnetic Analsis Using Finite Difference Time Domain Lecture #19 Periodic Structures in FDTD Lecture 19 These notes ma contain coprighted material obtained under fair use rules. Distribution

More information

Broken Extremals. Variational Methods & Optimal Control lecture 20. Broken extremals. Broken extremals

Broken Extremals. Variational Methods & Optimal Control lecture 20. Broken extremals. Broken extremals Broken etremals Variational Methods & Optimal Control lecture 2 Matthew Roughan Discipline of Applied Mathematics School of Mathematical Sciences Universit of Adelaide

More information

Roger Johnson Structure and Dynamics: The 230 space groups Lecture 3

Roger Johnson Structure and Dynamics: The 230 space groups Lecture 3 Roger Johnson Structure and Dnamics: The 23 space groups Lecture 3 3.1. Summar In the first two lectures we considered the structure and dnamics of single molecules. In this lecture we turn our attention

More information

Joule Heating Effects on MHD Natural Convection Flows in Presence of Pressure Stress Work and Viscous Dissipation from a Horizontal Circular Cylinder

Joule Heating Effects on MHD Natural Convection Flows in Presence of Pressure Stress Work and Viscous Dissipation from a Horizontal Circular Cylinder Journal of Applied Fluid Mechanics, Vol. 7, No., pp. 7-3, 04. Available online at www.jafmonline.net, ISSN 735-357, EISSN 735-3645. Joule Heating Effects on MHD Natural Convection Flows in Presence of

More information

Magnetic domain theory in dynamics

Magnetic domain theory in dynamics Chapter 3 Magnetic domain theory in dynamics Microscale magnetization reversal dynamics is one of the hot issues, because of a great demand for fast response and high density data storage devices, for

More information

A Two Wire Waveguide and Interferometer for Cold Atoms. E. A. Hinds, C. J. Vale, and M. G. Boshier

A Two Wire Waveguide and Interferometer for Cold Atoms. E. A. Hinds, C. J. Vale, and M. G. Boshier A Two Wire Waveguide and Interferometer for Cold Atoms E. A. Hinds, C. J. Vale, and M. G. Boshier Susse Centre for Optical and Atomic Phsics, Universit of Susse, Brighton, BN 9QH, U.K. A versatile miniature

More information

Introduction to Differential Equations. National Chiao Tung University Chun-Jen Tsai 9/14/2011

Introduction to Differential Equations. National Chiao Tung University Chun-Jen Tsai 9/14/2011 Introduction to Differential Equations National Chiao Tung Universit Chun-Jen Tsai 9/14/011 Differential Equations Definition: An equation containing the derivatives of one or more dependent variables,

More information

BASE VECTORS FOR SOLVING OF PARTIAL DIFFERENTIAL EQUATIONS

BASE VECTORS FOR SOLVING OF PARTIAL DIFFERENTIAL EQUATIONS BASE VECTORS FOR SOLVING OF PARTIAL DIFFERENTIAL EQUATIONS J. Roubal, V. Havlena Department of Control Engineering, Facult of Electrical Engineering, Czech Technical Universit in Prague Abstract The distributed

More information

Magnetic-Field-Based 3D ETREE Modelling for Multi-Frequency Eddy Current Inspection

Magnetic-Field-Based 3D ETREE Modelling for Multi-Frequency Eddy Current Inspection Magnetic-Field-Based 3D ETREE Modelling for Multi-Frequenc Edd Current Inspection Yu Zhang and Yong i Engineering College, Air Force Engineering Universit, ShaanXi, Xi an, 738, P.R. China octz@qq.com School

More information

Numerical Solution of Non-Darcian Effects on Natural Convection in a Rectangular Porous Enclosure with Heated Walls

Numerical Solution of Non-Darcian Effects on Natural Convection in a Rectangular Porous Enclosure with Heated Walls International Journal of Advanced Mechanical Engineering. ISSN 2250-3234 Volume 8, Number 1 (18), pp. 71-86 Research India Publications http://www.ripublication.com Numerical Solution of Non-Darcian Effects

More information

= C. on q 1 to the left. Using Coulomb s law, on q 2 to the right, and the charge q 2 exerts a force F 2 on 1 ( )

= C. on q 1 to the left. Using Coulomb s law, on q 2 to the right, and the charge q 2 exerts a force F 2 on 1 ( ) Phsics Solutions to Chapter 5 5.. Model: Use the charge model. Solve: (a) In the process of charging b rubbing, electrons are removed from one material and transferred to the other because the are relativel

More information

Math 261 Solutions To Sample Exam 2 Problems

Math 261 Solutions To Sample Exam 2 Problems Solutions to Sample Eam Problems Math 6 Math 6 Solutions To Sample Eam Problems. Given to the right is the graph of a portion of four curves:,, and + 4. Note that these curves divide the plane into separate

More information

Modelling the magnetic field caused by a dc-electrified railway with linearly changing leakage currents

Modelling the magnetic field caused by a dc-electrified railway with linearly changing leakage currents Earth Planets Space, 63, 991 998, 11 Modelling the magnetic field caused b a dc-electrified railwa with linearl changing leakage currents Risto Pirjola Finnish Meteorological Institute, P. O. Bo 53, FI-11

More information

Transfer Matrix Method Using Scattering Matrices

Transfer Matrix Method Using Scattering Matrices Instructor Dr. Ramond Rumpf (915) 747 6958 rcrumpf@utep.edu EE 5337 Computational Electromagnetics Lecture #5 Transfer Matri Method Using cattering Matrices Lecture 5b These notes ma contain coprighted

More information