Direct observation of spin-polarized bulk bands in an inversion-symmetric semiconductor
|
|
- Bryce Carson
- 5 years ago
- Views:
Transcription
1 J. M. Rley, 1 F. Mazzola, 2 M. Dendzk, 3 M. Mchard, 3 T. Takayama, 4, 5 L. Bawden, 1 C. Granerød, 2 M. Leandersson, 6 T. Balasubramanan, 6 M. Hoesch, 7 T. K. Km, 7 H. Takag, 4, 5 W. Meevasana, 8, 9 Ph. Hofmann, 3 M. S. Bahramy, 10, 11 J. W. Wells, 2 and P. D. C. Kng 1, 1 SUPA, School of Physcs and Astronomy, Unversty of St. Andrews, St. SUPPLEMENTARY INFORMATION Drect observaton of spn-polarzed bulk bands n an nverson-symmetrc semconductor Andrews, Ffe KY16 9SS, Unted Kngdom 2 Department of Physcs, Norwegan Unversty of Scence and Technology (NTNU), N-7491 Trondhem, Norway 3 Department of Physcs and Astronomy, Interdscplnary Nanoscence Center (NANO), Aarhus Unversty, 8000 Aarhus C, Denmark 4 Department of Physcs, Unversty of Tokyo, Hongo, Tokyo Planck Insttute for Sold State Research, Stuttgart, Germany 6 MAX IV Laboratory, Lund Unversty, P. O. Box 118, Lund, Sweden 7 Damond Lght Source, Harwell Campus, Ddcot, OX11 0DE, Unted Kngdom 8 School of Physcs, Suranaree Unversty of Technology, Nakhon Ratchasma, 30000, Thaland 9 NANOTEC-SUT Center of Excellence on Advanced Functonal Nanomaterals, Suranaree Unversty of Technology, Nakhon Ratchasma 30000, Thaland 10 Quantum-Phase Electroncs Center and Department of Appled Physcs, The Unversty of Tokyo, Tokyo , Japan 11 RIKEN center for Emergent Matter Scence (CEMS), Wako , Japan (Dated: July 22, 2014) NATURE PHYSICS Macmllan Publshers Lmted. All rghts reserved.
2 SUPPLEMENTARY INFORMATION a b c Mn Γ Mn K Mn M k z (Å -1 ) k z (Å -1 ) -8 Γ M K Γ FIG. S1: k z dependence of bulk electronc structure of WSe 2. (a) ARPES measurements of the k z dsperson of electronc states at the Γ, K, and M ponts, respectvely. The features whch appear to form sharp dagonal lnes are an expermental artefact arsng from hgher-order lght. (b) Our ab-nto calculatons are addtonally ncluded (red lnes), showng good agreement wth the measured dspersons. (c) The calculated electronc structure, shown projected onto the surface Brlloun zone for dfferent values of k z (coloured lnes), ndcates sgnfcant n-plane dsperson of all states, wth the presence (absence) of substantal k z dsperson for the dfferent bands, characterstc of ther three (two-) dmensonal character, respectvely. 2 NATURE PHYSICS Macmllan Publshers Lmted. All rghts reserved.
3 SUPPLEMENTARY INFORMATION a 0.4 b c K Γ K 0.2 g f c b VB e d VB2 Mn (Å -1 ) In Plane Out of Plane Intensty (arb. unts) Polarsaton (%) d e f g FIG. S2: Spn-resolved EDCs. (a) Dsperson measured by ARPES (hν = 125 ev, T = 30 K), along the K Γ K drecton. (b-g) Spn-resolved EDCs (hν = 25 ev, T = 300 K, measured along the red cuts n (a)), accountng for the fnte effcency of the spn detecton (Sherman functon of the Mott detectors). Here, I = Itot (1 + P )/2 and I = Itot (1 P )/2, wth I tot =(I + I + I ), I± as shown n the man text, = {, }, and the polarsaton P shown n the bottom row, calculated as defned n the methods secton. NATURE PHYSICS Macmllan Publshers Lmted. All rghts reserved.
4 SUPPLEMENTARY INFORMATION 2-LAYER MODEL FOR PHOTOELECTRON SPIN POLARISATION To smulate the photon energy dependence of the measured spn polarsaton by spnresolved ARPES, shown n Fg. 2() of the man text, we start wth a mnmal model for the electronc structure of the upper valence band at K, as used n Ref. 1: VB1 = cos α [( ( ) ] d l x 2 2 y + dxy ) l + d u 2 x 2 y d u 2 xy + sn α [( ( ) ] d u x 2 2 y dxy ) u + d l 2 x 2 y + d l 2 xy (S1) =,σ c σ φ,σ, (S2) where = u, l s the layer ndex for the upper and lower layer n the unt cell, respectvely, and σ the spn ndex wth c u c u φ u, φ l, = sn α 2 = c l = cos α = c l 2 = d u x 2 y d u 2 xy = d l x 2 y 2 + d l xy. We take cos(2α) =0.9 such that each layer s 90% spn polarsed. We proceed to calculate the photoelectron spn polarsaton followng the method ntroduced n Refs. 2 and 3. We wrte the matrx element for photoemsson, assumng plane wave fnal states, as M VB1 = e k r A p VB1 = c σ m, where m = e k r A p φ,σ (S3) (S4) = e kzz e z /(2λ cos θ) e k r A p φ, (S5) explctly ncorporatng the effects of a layer-dependent phase and exponental attenuaton of photoelectrons emtted from deeper atomc layers n the crystal, takng 2me k z = (hν E B) k 2 2, (S6) θ as the photoelectron emsson angle for the K pont, λ the nelastc mean free path, and z the layer spacng of W planes along the c-axs. 4 NATURE PHYSICS Macmllan Publshers Lmted. All rghts reserved.
5 SUPPLEMENTARY INFORMATION From the Paul spn matrx σ z = 1 0, the z-component of the photoelectron spn polarsaton s gven by P z = I I I + I (S7) (S8) where Substtutng Eqn. S9 nto Eqn. S8, we get ( ) c c c c P z = ( c c + c I σ 2 = c σ m. (S9) c ) m 2 + ) (c c c c m m m 2 + ), (c c + c c m m (S10) where the latter terms gve rse to nterference between the layers. Takng only two layers, substtutng Eqn. S3 and assumng e k r A p φu = e k r A p φl, Eqn. S10 smplfes to ( sn 2 α cos 2 α )( c/2λ cos 1 e θ) P z = 1+e c/2λ cos θ + 4 sn α cos α cos ( k zc ). (S11) 2 e c/4λ cos θ An oscllatory dependence of the measured photoelectron spn polarsaton on photon energy s clearly apparent from the cos ( k zc ) 2 term, qualtatvely supportng our assgnment of the decrease of the measured photoelectron spn polarsaton at photon energes around 35 ev (Fg. 2() of the man text) to an nterference effect. To further valdate ths concluson, we numercally solve Eqn. S10 for a 20-layer bulk-lke model, takng nelastc mean free paths as calculated from the TPP-2M predctve formula [4], although we note that we fnd smlar results for fxed nelastc mean free paths on the order of 5 Å, and assumng a photon energy dependence of e k r A p φ gven by the W5d photoonsaton cross secton as calculated by Yeh and Lndau [5]. The calculated spn polarsaton s n good agreement wth our measured photon energy-dependent spn polarsatons (Fg. 2()). It valdates our measurement of hgh photoelectron spn polarsatons, confrmng that we can selectvely probe the top monolayer of the materal, and that we can tune these by changng photon energy. The photon energy dependence of the calculated total ntensty (Fg. S3) also well matches the varaton n spectral weght of these bands from spn-ntegrated ARPES over an extended photon energy range. Together, these model NATURE PHYSICS Macmllan Publshers Lmted. All rghts reserved.
6 SUPPLEMENTARY INFORMATION Intensty (arb. unts) 20-layer model Exp. sp. weght hv (ev) FIG. S3: Photon energy dependence of spectral weght. (a) Calculated (black lne) total ntensty predcted by the model descrbed here, compared to the measured spectral weght of the upper valence band at the K pont from spn-ntegrated ARPES (green ponts). calculatons and correspondng photon-energy dependent expermental measurements therefore strongly support our conclusons n the man text of an alternatng layer-dependent spn texture n WSe 2 for a gven valley ndex. To whom correspondence should be addressed: phlp.kng@st-andrews.ac.uk [1] Gong, Z., et al. Magnetoelectrc effects and valley-controlled spn quantum gates n transton metal dchalcogende blayers. Nature Commun. 4, 2053 (2013). [2] Zhu, Z.-H. et al. Layer-by-Layer Entangled Spn-Orbtal Texture of the Topologcal Surface State n B 2 Se 3. Phys. Rev. Lett. 110, (2013). [3] Zhu, Z.-H. et al. Photoelectron Spn-Polarzaton Control n the Topologcal Insulator B 2 Se 3. Phys. Rev. Lett. 112, (2014). [4] Tanuma, S. Powell, C. J. and Penn, D. R. Calculatons of electron nelastc mean free paths.. Surf. Interface Anal. 21, 165 (1994). [5] Yeh, J. J. and Lndau, I. Atomc subshell photoonzaton cross sectons and asymmetry parameters: 1 Z 103. Atomc Data and Nuclear Data Tables 32, 1 (1985). 6 NATURE PHYSICS Macmllan Publshers Lmted. All rghts reserved.
Direct observation of spin-polarised bulk bands in an inversion-symmetric semiconductor
Direct observation of spin-polarised bulk bands in an inversion-symmetric semiconductor J. M. Riley, 1 F. Mazzola, 2 M. Dendzik, 3 M. Michiardi, 3 T. Takayama, 4, 5 L. Bawden, 1 C. Granerød, 2 M. Leandersson,
More informationAverage Matrix Relative Sensitivity Factors (AMRSFs) for Auger Electron Spectroscopy (AES)
erage Matrx Relatve Senstvty Factors (AMRSFs) for Auger Electron Spectroscopy (AES) These tables and plots contan AMRSFs for AES calculated for the total peak area for the K, L, M and N shells for both
More informationAmplification and Relaxation of Electron Spin Polarization in Semiconductor Devices
Amplfcaton and Relaxaton of Electron Spn Polarzaton n Semconductor Devces Yury V. Pershn and Vladmr Prvman Center for Quantum Devce Technology, Clarkson Unversty, Potsdam, New York 13699-570, USA Spn Relaxaton
More informationSalmon: Lectures on partial differential equations. Consider the general linear, second-order PDE in the form. ,x 2
Salmon: Lectures on partal dfferental equatons 5. Classfcaton of second-order equatons There are general methods for classfyng hgher-order partal dfferental equatons. One s very general (applyng even to
More informationSUPPLEMENTARY INFORMATION
do: 0.08/nature09 I. Resonant absorpton of XUV pulses n Kr + usng the reduced densty matrx approach The quantum beats nvestgated n ths paper are the result of nterference between two exctaton paths of
More informationRöntgen s experiment in X-ray Spectroscopy. Röntgen s experiment. Interaction of x-rays x. x-rays. with matter. Wavelength: m
X-ray Spectroscopy Röntgen s experment n 1895 Lecture 1: Introducton & expermental aspects Lecture : Atomc Multplet Theory Crystal Feld Theory CTM4XAS program Lecture 3: Charge Transfer Multplet Theory
More informationSupporting Information
Supportng Informaton Water structure at the ar-aqueous nterface of dvalent caton and ntrate solutons Man Xu, Rck Spnney, Heather C. Allen* allen@chemstry.oho-state.edu Fresnel factors and spectra normalzaton
More information1 Matrix representations of canonical matrices
1 Matrx representatons of canoncal matrces 2-d rotaton around the orgn: ( ) cos θ sn θ R 0 = sn θ cos θ 3-d rotaton around the x-axs: R x = 1 0 0 0 cos θ sn θ 0 sn θ cos θ 3-d rotaton around the y-axs:
More informationC/CS/Phy191 Problem Set 3 Solutions Out: Oct 1, 2008., where ( 00. ), so the overall state of the system is ) ( ( ( ( 00 ± 11 ), Φ ± = 1
C/CS/Phy9 Problem Set 3 Solutons Out: Oct, 8 Suppose you have two qubts n some arbtrary entangled state ψ You apply the teleportaton protocol to each of the qubts separately What s the resultng state obtaned
More informationThis model contains two bonds per unit cell (one along the x-direction and the other along y). So we can rewrite the Hamiltonian as:
1 Problem set #1 1.1. A one-band model on a square lattce Fg. 1 Consder a square lattce wth only nearest-neghbor hoppngs (as shown n the fgure above): H t, j a a j (1.1) where,j stands for nearest neghbors
More informationWeek3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity
Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle
More informationSupplementary Information for Observation of Parity-Time Symmetry in. Optically Induced Atomic Lattices
Supplementary Informaton for Observaton of Party-Tme Symmetry n Optcally Induced Atomc attces Zhaoyang Zhang 1,, Yq Zhang, Jteng Sheng 3, u Yang 1, 4, Mohammad-Al Mr 5, Demetros N. Chrstodouldes 5, Bng
More informationOne-sided finite-difference approximations suitable for use with Richardson extrapolation
Journal of Computatonal Physcs 219 (2006) 13 20 Short note One-sded fnte-dfference approxmatons sutable for use wth Rchardson extrapolaton Kumar Rahul, S.N. Bhattacharyya * Department of Mechancal Engneerng,
More information5.76 Lecture #5 2/07/94 Page 1 of 10 pages. Lecture #5: Atoms: 1e and Alkali. centrifugal term ( +1)
5.76 Lecture #5 /07/94 Page 1 of 10 pages 1e Atoms: H, H + e, L +, etc. coupled and uncoupled bass sets Lecture #5: Atoms: 1e and Alkal centrfugal term (+1) r radal Schrödnger Equaton spn-orbt l s r 3
More informationSupplemental document
Electronc Supplementary Materal (ESI) for Physcal Chemstry Chemcal Physcs. Ths journal s the Owner Socetes 01 Supplemental document Behnam Nkoobakht School of Chemstry, The Unversty of Sydney, Sydney,
More information( ) + + REFLECTION FROM A METALLIC SURFACE
REFLECTION FROM A METALLIC SURFACE For a metallc medum the delectrc functon and the ndex of refracton are complex valued functons. Ths s also the case for semconductors and nsulators n certan frequency
More informationElectron-Impact Double Ionization of the H 2
I R A P 6(), Dec. 5, pp. 9- Electron-Impact Double Ionzaton of the H olecule Internatonal Scence Press ISSN: 9-59 Electron-Impact Double Ionzaton of the H olecule. S. PINDZOLA AND J. COLGAN Department
More informationTitle: Radiative transitions and spectral broadening
Lecture 6 Ttle: Radatve transtons and spectral broadenng Objectves The spectral lnes emtted by atomc vapors at moderate temperature and pressure show the wavelength spread around the central frequency.
More informationProf. Dr. I. Nasser Phys 630, T Aug-15 One_dimensional_Ising_Model
EXACT OE-DIMESIOAL ISIG MODEL The one-dmensonal Isng model conssts of a chan of spns, each spn nteractng only wth ts two nearest neghbors. The smple Isng problem n one dmenson can be solved drectly n several
More informationNon-interacting Spin-1/2 Particles in Non-commuting External Magnetic Fields
EJTP 6, No. 0 009) 43 56 Electronc Journal of Theoretcal Physcs Non-nteractng Spn-1/ Partcles n Non-commutng External Magnetc Felds Kunle Adegoke Physcs Department, Obafem Awolowo Unversty, Ile-Ife, Ngera
More informationIndeterminate pin-jointed frames (trusses)
Indetermnate pn-jonted frames (trusses) Calculaton of member forces usng force method I. Statcal determnacy. The degree of freedom of any truss can be derved as: w= k d a =, where k s the number of all
More informationLevel Crossing Spectroscopy
Level Crossng Spectroscopy October 8, 2008 Contents 1 Theory 1 2 Test set-up 4 3 Laboratory Exercses 4 3.1 Hanle-effect for fne structure.................... 4 3.2 Hanle-effect for hyperfne structure.................
More informationA how to guide to second quantization method.
Phys. 67 (Graduate Quantum Mechancs Sprng 2009 Prof. Pu K. Lam. Verson 3 (4/3/2009 A how to gude to second quantzaton method. -> Second quantzaton s a mathematcal notaton desgned to handle dentcal partcle
More informationDr. Shalabh Department of Mathematics and Statistics Indian Institute of Technology Kanpur
Analyss of Varance and Desgn of Experment-I MODULE VII LECTURE - 3 ANALYSIS OF COVARIANCE Dr Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur Any scentfc experment s performed
More informationTHERMAL DISTRIBUTION IN THE HCL SPECTRUM OBJECTIVE
ame: THERMAL DISTRIBUTIO I THE HCL SPECTRUM OBJECTIVE To nvestgate a system s thermal dstrbuton n dscrete states; specfcally, determne HCl gas temperature from the relatve occupatons of ts rotatonal states.
More informationDeterministic and Monte Carlo Codes for Multiple Scattering Photon Transport
Determnstc and Monte Carlo Codes for Multple Scatterng Photon Transport Jorge E. Fernández 1 1 Laboratory of Montecuccolno DIENCA Alma Mater Studorum Unversty of Bologna Italy Isttuto Nazonale d Fsca Nucleare
More informationChapter 13: Multiple Regression
Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to
More informationRobert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations
Quantum Physcs 量 理 Robert Esberg Second edton CH 09 Multelectron atoms ground states and x-ray exctatons 9-01 By gong through the procedure ndcated n the text, develop the tme-ndependent Schroednger equaton
More informationExperimental Studies of Quasi-fission Reactions. B.B.Back, B.G.Glagola, D.Henderson, S.B.Kaufman, J.G.Keller, S.J.Sanders, F.Videbaek, and B.D.
Expermental Studes of Quas-fsson Reactons The submtted manuscrpt hs been authored by a contractor o the U. S. Government under contract No. W-31 19-ENG-3B. Accordmglv. the U. S- Government retans a nonexclusve,
More informationCOMPLEX NUMBERS AND QUADRATIC EQUATIONS
COMPLEX NUMBERS AND QUADRATIC EQUATIONS INTRODUCTION We know that x 0 for all x R e the square of a real number (whether postve, negatve or ero) s non-negatve Hence the equatons x, x, x + 7 0 etc are not
More information= = = (a) Use the MATLAB command rref to solve the system. (b) Let A be the coefficient matrix and B be the right-hand side of the system.
Chapter Matlab Exercses Chapter Matlab Exercses. Consder the lnear system of Example n Secton.. x x x y z y y z (a) Use the MATLAB command rref to solve the system. (b) Let A be the coeffcent matrx and
More informationModulo Magic Labeling in Digraphs
Gen. Math. Notes, Vol. 7, No., August, 03, pp. 5- ISSN 9-784; Copyrght ICSRS Publcaton, 03 www.-csrs.org Avalable free onlne at http://www.geman.n Modulo Magc Labelng n Dgraphs L. Shobana and J. Baskar
More informationSome Comments on Accelerating Convergence of Iterative Sequences Using Direct Inversion of the Iterative Subspace (DIIS)
Some Comments on Acceleratng Convergence of Iteratve Sequences Usng Drect Inverson of the Iteratve Subspace (DIIS) C. Davd Sherrll School of Chemstry and Bochemstry Georga Insttute of Technology May 1998
More informationw ). Then use the Cauchy-Schwartz inequality ( v w v w ).] = in R 4. Can you find a vector u 4 in R 4 such that the
Math S-b Summer 8 Homework #5 Problems due Wed, July 8: Secton 5: Gve an algebrac proof for the trangle nequalty v+ w v + w Draw a sketch [Hnt: Expand v+ w ( v+ w) ( v+ w ) hen use the Cauchy-Schwartz
More informationSUPER PRINCIPAL FIBER BUNDLE WITH SUPER ACTION
talan journal of pure appled mathematcs n. 33 2014 (63 70) 63 SUPER PRINCIPAL FIBER BUNDLE WITH SUPER ACTION M.R. Farhangdoost Department of Mathematcs College of Scences Shraz Unversty Shraz, 71457-44776
More informationComparative Studies of Law of Conservation of Energy. and Law Clusters of Conservation of Generalized Energy
Comparatve Studes of Law of Conservaton of Energy and Law Clusters of Conservaton of Generalzed Energy No.3 of Comparatve Physcs Seres Papers Fu Yuhua (CNOOC Research Insttute, E-mal:fuyh1945@sna.com)
More informationMatrix Mechanics Exercises Using Polarized Light
Matrx Mechancs Exercses Usng Polarzed Lght Frank Roux Egenstates and operators are provded for a seres of matrx mechancs exercses nvolvng polarzed lght. Egenstate for a -polarzed lght: Θ( θ) ( ) smplfy
More informationSolution 1 for USTC class Physics of Quantum Information
Soluton 1 for 018 019 USTC class Physcs of Quantum Informaton Shua Zhao, Xn-Yu Xu and Ka Chen Natonal Laboratory for Physcal Scences at Mcroscale and Department of Modern Physcs, Unversty of Scence and
More informationMathematical Modeling to Support Gamma Radiation Angular Distribution Measurements
Mathematcal Modelng to Support Gamma Radaton Angular Dstrbuton Measurements V. Baty, O. Stoyanov Insttute for Safety Problems of Nuclear Power Plants, Natonal Academy of Scences of Ukrane Ukrane D. Fedorchenko,
More informationA Note on Bound for Jensen-Shannon Divergence by Jeffreys
OPEN ACCESS Conference Proceedngs Paper Entropy www.scforum.net/conference/ecea- A Note on Bound for Jensen-Shannon Dvergence by Jeffreys Takuya Yamano, * Department of Mathematcs and Physcs, Faculty of
More informationSupplementary Materials for
advances.scencemag.org/cg/content/full/2/7/e1600304/dc1 Supplementary Materals for Interface-drven topologcal Hall effect n SrRuO3-SrIrO3 blayer Jobu Matsuno, Naok Ogawa, Kenj Yasuda, Fumtaka Kagawa, Wataru
More informationFrequency dependence of the permittivity
Frequency dependence of the permttvty February 7, 016 In materals, the delectrc constant and permeablty are actually frequency dependent. Ths does not affect our results for sngle frequency modes, but
More informationLecture Notes for STATISTICAL METHODS FOR BUSINESS II BMGT 212. Chapters 14, 15 & 16. Professor Ahmadi, Ph.D. Department of Management
Lecture Notes for STATISTICAL METHODS FOR BUSINESS II BMGT 1 Chapters 14, 15 & 16 Professor Ahmad, Ph.D. Department of Management Revsed August 005 Chapter 14 Formulas Smple Lnear Regresson Model: y =
More informationANSWERS. Problem 1. and the moment generating function (mgf) by. defined for any real t. Use this to show that E( U) var( U)
Econ 413 Exam 13 H ANSWERS Settet er nndelt 9 deloppgaver, A,B,C, som alle anbefales å telle lkt for å gøre det ltt lettere å stå. Svar er gtt . Unfortunately, there s a prntng error n the hnt of
More informationThe Synchronous 8th-Order Differential Attack on 12 Rounds of the Block Cipher HyRAL
The Synchronous 8th-Order Dfferental Attack on 12 Rounds of the Block Cpher HyRAL Yasutaka Igarash, Sej Fukushma, and Tomohro Hachno Kagoshma Unversty, Kagoshma, Japan Emal: {garash, fukushma, hachno}@eee.kagoshma-u.ac.jp
More informationarxiv:quant-ph/ Jul 2002
Lnear optcs mplementaton of general two-photon proectve measurement Andrze Grudka* and Anton Wóck** Faculty of Physcs, Adam Mckewcz Unversty, arxv:quant-ph/ 9 Jul PXOWRZVNDR]QDRODQG Abstract We wll present
More information( ) 1/ 2. ( P SO2 )( P O2 ) 1/ 2.
Chemstry 360 Dr. Jean M. Standard Problem Set 9 Solutons. The followng chemcal reacton converts sulfur doxde to sulfur troxde. SO ( g) + O ( g) SO 3 ( l). (a.) Wrte the expresson for K eq for ths reacton.
More informationV.C The Niemeijer van Leeuwen Cumulant Approximation
V.C The Nemejer van Leeuwen Cumulant Approxmaton Unfortunately, the decmaton procedure cannot be performed exactly n hgher dmensons. For example, the square lattce can be dvded nto two sublattces. For
More informationError Bars in both X and Y
Error Bars n both X and Y Wrong ways to ft a lne : 1. y(x) a x +b (σ x 0). x(y) c y + d (σ y 0) 3. splt dfference between 1 and. Example: Prmordal He abundance: Extrapolate ft lne to [ O / H ] 0. [ He
More informationGravitational Acceleration: A case of constant acceleration (approx. 2 hr.) (6/7/11)
Gravtatonal Acceleraton: A case of constant acceleraton (approx. hr.) (6/7/11) Introducton The gravtatonal force s one of the fundamental forces of nature. Under the nfluence of ths force all objects havng
More informationComparison of the Population Variance Estimators. of 2-Parameter Exponential Distribution Based on. Multiple Criteria Decision Making Method
Appled Mathematcal Scences, Vol. 7, 0, no. 47, 07-0 HIARI Ltd, www.m-hkar.com Comparson of the Populaton Varance Estmators of -Parameter Exponental Dstrbuton Based on Multple Crtera Decson Makng Method
More informationNeutral-Current Neutrino-Nucleus Inelastic Reactions for Core Collapse Supernovae
Neutral-Current Neutrno-Nucleus Inelastc Reactons for Core Collapse Supernovae A. Juodagalvs Teornės Fzkos r Astronomjos Insttutas, Lthuana E-mal: andrusj@tpa.lt J. M. Sampao Centro de Físca Nuclear da
More informationArmy Ants Tunneling for Classical Simulations
Electronc Supplementary Materal (ESI) for Chemcal Scence. Ths journal s The Royal Socety of Chemstry 2014 electronc supplementary nformaton (ESI) for Chemcal Scence Army Ants Tunnelng for Classcal Smulatons
More informationFinite Element Modelling of truss/cable structures
Pet Schreurs Endhoven Unversty of echnology Department of Mechancal Engneerng Materals echnology November 3, 214 Fnte Element Modellng of truss/cable structures 1 Fnte Element Analyss of prestressed structures
More informationInductance Calculation for Conductors of Arbitrary Shape
CRYO/02/028 Aprl 5, 2002 Inductance Calculaton for Conductors of Arbtrary Shape L. Bottura Dstrbuton: Internal Summary In ths note we descrbe a method for the numercal calculaton of nductances among conductors
More informationElectrical double layer: revisit based on boundary conditions
Electrcal double layer: revst based on boundary condtons Jong U. Km Department of Electrcal and Computer Engneerng, Texas A&M Unversty College Staton, TX 77843-318, USA Abstract The electrcal double layer
More informationWeek 9 Chapter 10 Section 1-5
Week 9 Chapter 10 Secton 1-5 Rotaton Rgd Object A rgd object s one that s nondeformable The relatve locatons of all partcles makng up the object reman constant All real objects are deformable to some extent,
More informationSupporting Information Part 1. DFTB3: Extension of the self-consistent-charge. density-functional tight-binding method (SCC-DFTB)
Supportng Informaton Part 1 DFTB3: Extenson of the self-consstent-charge densty-functonal tght-ndng method SCC-DFTB Mchael Gaus, Qang Cu, and Marcus Elstner, Insttute of Physcal Chemstry, Karlsruhe Insttute
More informationDUE: WEDS FEB 21ST 2018
HOMEWORK # 1: FINITE DIFFERENCES IN ONE DIMENSION DUE: WEDS FEB 21ST 2018 1. Theory Beam bendng s a classcal engneerng analyss. The tradtonal soluton technque makes smplfyng assumptons such as a constant
More informationTHE CURRENT BALANCE Physics 258/259
DSH 1988, 005 THE CURRENT BALANCE Physcs 58/59 The tme average force between two parallel conductors carryng an alternatng current s measured by balancng ths force aganst the gravtatonal force on a set
More informationLecture 10 Support Vector Machines II
Lecture 10 Support Vector Machnes II 22 February 2016 Taylor B. Arnold Yale Statstcs STAT 365/665 1/28 Notes: Problem 3 s posted and due ths upcomng Frday There was an early bug n the fake-test data; fxed
More informationLecture 12: Discrete Laplacian
Lecture 12: Dscrete Laplacan Scrbe: Tanye Lu Our goal s to come up wth a dscrete verson of Laplacan operator for trangulated surfaces, so that we can use t n practce to solve related problems We are mostly
More informationChapter 12 Analysis of Covariance
Chapter Analyss of Covarance Any scentfc experment s performed to know somethng that s unknown about a group of treatments and to test certan hypothess about the correspondng treatment effect When varablty
More informationCOMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD
COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD Ákos Jósef Lengyel, István Ecsed Assstant Lecturer, Professor of Mechancs, Insttute of Appled Mechancs, Unversty of Mskolc, Mskolc-Egyetemváros,
More informationProblem 1: To prove that under the assumptions at hand, the group velocity of an EM wave is less than c, I am going to show that
PHY 387 K. Solutons for problem set #7. Problem 1: To prove that under the assumptons at hand, the group velocty of an EM wave s less than c, I am gong to show that (a) v group < v phase, and (b) v group
More informationAPPENDIX 2 FITTING A STRAIGHT LINE TO OBSERVATIONS
Unversty of Oulu Student Laboratory n Physcs Laboratory Exercses n Physcs 1 1 APPEDIX FITTIG A STRAIGHT LIE TO OBSERVATIOS In the physcal measurements we often make a seres of measurements of the dependent
More informationScroll Generation with Inductorless Chua s Circuit and Wien Bridge Oscillator
Latest Trends on Crcuts, Systems and Sgnals Scroll Generaton wth Inductorless Chua s Crcut and Wen Brdge Oscllator Watcharn Jantanate, Peter A. Chayasena, and Sarawut Sutorn * Abstract An nductorless Chua
More information2010 Black Engineering Building, Department of Mechanical Engineering. Iowa State University, Ames, IA, 50011
Interface Energy Couplng between -tungsten Nanoflm and Few-layered Graphene Meng Han a, Pengyu Yuan a, Jng Lu a, Shuyao S b, Xaolong Zhao b, Yanan Yue c, Xnwe Wang a,*, Xangheng Xao b,* a 2010 Black Engneerng
More informationSupplementary information. Coulomb oscillations in a gate-controlled few-layer graphene quantum dot
Supplementary nformaton Coulomb oscllatons n a gate-controlled few-layer graphene quantum dot Ypu Song * Haonan Xong Wentao Jang Hongy Zhang Xao Xue Cheng Ma Yuln Ma Luyan Sun Hayan Wang and Lumng Duan
More informationAmusing Properties of Odd Numbers Derived From Valuated Binary Tree
IOSR Journal of Mathematcs (IOSR-JM) e-iss: 78-578, p-iss: 19-765X. Volume 1, Issue 6 Ver. V (ov. - Dec.016), PP 5-57 www.osrjournals.org Amusng Propertes of Odd umbers Derved From Valuated Bnary Tree
More informationAffine transformations and convexity
Affne transformatons and convexty The purpose of ths document s to prove some basc propertes of affne transformatons nvolvng convex sets. Here are a few onlne references for background nformaton: http://math.ucr.edu/
More informationA new Approach for Solving Linear Ordinary Differential Equations
, ISSN 974-57X (Onlne), ISSN 974-5718 (Prnt), Vol. ; Issue No. 1; Year 14, Copyrght 13-14 by CESER PUBLICATIONS A new Approach for Solvng Lnear Ordnary Dfferental Equatons Fawz Abdelwahd Department of
More informationNegative Binomial Regression
STATGRAPHICS Rev. 9/16/2013 Negatve Bnomal Regresson Summary... 1 Data Input... 3 Statstcal Model... 3 Analyss Summary... 4 Analyss Optons... 7 Plot of Ftted Model... 8 Observed Versus Predcted... 10 Predctons...
More informationStatistical Mechanics and Combinatorics : Lecture III
Statstcal Mechancs and Combnatorcs : Lecture III Dmer Model Dmer defntons Defnton A dmer coverng (perfect matchng) of a fnte graph s a set of edges whch covers every vertex exactly once, e every vertex
More informationStatistics MINITAB - Lab 2
Statstcs 20080 MINITAB - Lab 2 1. Smple Lnear Regresson In smple lnear regresson we attempt to model a lnear relatonshp between two varables wth a straght lne and make statstcal nferences concernng that
More informationComposite Hypotheses testing
Composte ypotheses testng In many hypothess testng problems there are many possble dstrbutons that can occur under each of the hypotheses. The output of the source s a set of parameters (ponts n a parameter
More informationThe Feynman path integral
The Feynman path ntegral Aprl 3, 205 Hesenberg and Schrödnger pctures The Schrödnger wave functon places the tme dependence of a physcal system n the state, ψ, t, where the state s a vector n Hlbert space
More informationLecture Notes on Linear Regression
Lecture Notes on Lnear Regresson Feng L fl@sdueducn Shandong Unversty, Chna Lnear Regresson Problem In regresson problem, we am at predct a contnuous target value gven an nput feature vector We assume
More informationSTAT 511 FINAL EXAM NAME Spring 2001
STAT 5 FINAL EXAM NAME Sprng Instructons: Ths s a closed book exam. No notes or books are allowed. ou may use a calculator but you are not allowed to store notes or formulas n the calculator. Please wrte
More informationExperimental Techniques for Nuclear and Particle Physics. Interactions of particles in matter (1)
Expermental Technques for Nuclear and Partcle Physcs Interactons of partcles n matter (1) Incdent beam/radaton feld on materal ("fxed" target / detector) N partcles per sec Φ flux (partcles/sec/unt area)
More informationSupporting Information
Supportng Informaton The neural network f n Eq. 1 s gven by: f x l = ReLU W atom x l + b atom, 2 where ReLU s the element-wse rectfed lnear unt, 21.e., ReLUx = max0, x, W atom R d d s the weght matrx to
More informationDESIGN OPTIMIZATION OF CFRP RECTANGULAR BOX SUBJECTED TO ARBITRARY LOADINGS
Munch, Germany, 26-30 th June 2016 1 DESIGN OPTIMIZATION OF CFRP RECTANGULAR BOX SUBJECTED TO ARBITRARY LOADINGS Q.T. Guo 1*, Z.Y. L 1, T. Ohor 1 and J. Takahash 1 1 Department of Systems Innovaton, School
More informationSpin-rotation coupling of the angularly accelerated rigid body
Spn-rotaton couplng of the angularly accelerated rgd body Loua Hassan Elzen Basher Khartoum, Sudan. Postal code:11123 E-mal: louaelzen@gmal.com November 1, 2017 All Rghts Reserved. Abstract Ths paper s
More informationLinear Approximation with Regularization and Moving Least Squares
Lnear Approxmaton wth Regularzaton and Movng Least Squares Igor Grešovn May 007 Revson 4.6 (Revson : March 004). 5 4 3 0.5 3 3.5 4 Contents: Lnear Fttng...4. Weghted Least Squares n Functon Approxmaton...
More informationSIO 224. m(r) =(ρ(r),k s (r),µ(r))
SIO 224 1. A bref look at resoluton analyss Here s some background for the Masters and Gubbns resoluton paper. Global Earth models are usually found teratvely by assumng a startng model and fndng small
More informationImprovement in Estimating the Population Mean Using Exponential Estimator in Simple Random Sampling
Bulletn of Statstcs & Economcs Autumn 009; Volume 3; Number A09; Bull. Stat. Econ. ISSN 0973-70; Copyrght 009 by BSE CESER Improvement n Estmatng the Populaton Mean Usng Eponental Estmator n Smple Random
More informationRelaxation in water /spin ice models
Relaxaton n water /spn ce models Ivan A. Ryzhkn Insttute of Sold State Physcs of Russan Academy of Scences, Chernogolovka, Moscow Dstrct, 1443 Russa Outlne specfcty of approach quaspartcles Jaccard s theory
More informationRate of Absorption and Stimulated Emission
MIT Department of Chemstry 5.74, Sprng 005: Introductory Quantum Mechancs II Instructor: Professor Andre Tokmakoff p. 81 Rate of Absorpton and Stmulated Emsson The rate of absorpton nduced by the feld
More informationCourse Electron Microprobe Analysis
Course 12.141 Electron Mcroprobe Analyss THE ELECTROMAGNETIC SPECTRUM Electron Probe X-ray Mcro-Analyss A) quanttatve chemcal analyss of solds: Be to U 1 mcrometer resoluton up to 10 ppm B) hgh-resoluton
More informationPulse Coded Modulation
Pulse Coded Modulaton PCM (Pulse Coded Modulaton) s a voce codng technque defned by the ITU-T G.711 standard and t s used n dgtal telephony to encode the voce sgnal. The frst step n the analog to dgtal
More informationPhysics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1
P. Guterrez Physcs 5153 Classcal Mechancs D Alembert s Prncple and The Lagrangan 1 Introducton The prncple of vrtual work provdes a method of solvng problems of statc equlbrum wthout havng to consder the
More information24. Atomic Spectra, Term Symbols and Hund s Rules
Page of 4. Atomc Spectra, Term Symbols and Hund s Rules Date: 5 October 00 Suggested Readng: Chapters 8-8 to 8- of the text. Introducton Electron confguratons, at least n the forms used n general chemstry
More informationVisco-Rubber Elastic Model for Pressure Sensitive Adhesive
Vsco-Rubber Elastc Model for Pressure Senstve Adhesve Kazuhsa Maeda, Shgenobu Okazawa, Koj Nshgch and Takash Iwamoto Abstract A materal model to descrbe large deformaton of pressure senstve adhesve (PSA
More informationCOMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS
Avalable onlne at http://sck.org J. Math. Comput. Sc. 3 (3), No., 6-3 ISSN: 97-537 COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS
More informationLecture 14: Forces and Stresses
The Nuts and Bolts of Frst-Prncples Smulaton Lecture 14: Forces and Stresses Durham, 6th-13th December 2001 CASTEP Developers Group wth support from the ESF ψ k Network Overvew of Lecture Why bother? Theoretcal
More informationThe Jacobsthal and Jacobsthal-Lucas Numbers via Square Roots of Matrices
Internatonal Mathematcal Forum, Vol 11, 2016, no 11, 513-520 HIKARI Ltd, wwwm-hkarcom http://dxdoorg/1012988/mf20166442 The Jacobsthal and Jacobsthal-Lucas Numbers va Square Roots of Matrces Saadet Arslan
More informationStructure and Drive Paul A. Jensen Copyright July 20, 2003
Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.
More informationRandić Energy and Randić Estrada Index of a Graph
EUROPEAN JOURNAL OF PURE AND APPLIED MATHEMATICS Vol. 5, No., 202, 88-96 ISSN 307-5543 www.ejpam.com SPECIAL ISSUE FOR THE INTERNATIONAL CONFERENCE ON APPLIED ANALYSIS AND ALGEBRA 29 JUNE -02JULY 20, ISTANBUL
More informationNorm Bounds for a Transformed Activity Level. Vector in Sraffian Systems: A Dual Exercise
ppled Mathematcal Scences, Vol. 4, 200, no. 60, 2955-296 Norm Bounds for a ransformed ctvty Level Vector n Sraffan Systems: Dual Exercse Nkolaos Rodousaks Department of Publc dmnstraton, Panteon Unversty
More informationSolution 1 for USTC class Physics of Quantum Information
Soluton 1 for 017 018 USTC class Physcs of Quantum Informaton Shua Zhao, Xn-Yu Xu and Ka Chen Natonal Laboratory for Physcal Scences at Mcroscale and Department of Modern Physcs, Unversty of Scence and
More information