A Brief Introduction to the Physical Basis for Electron Spin Resonance
|
|
- Polly Sullivan
- 5 years ago
- Views:
Transcription
1 A Brief Itroductio to the Physical Basis for Electro Spi Resoace I ESR measuremets, the sample uder study is exposed to a large slowly varyig magetic field ad a microwave frequecy magetic field orieted perpedicularly to the applied field [1,]. Usually the measuremets are made at a X bad: a microwave frequecy 9.5 GHz. A upaired electro has two possible orietatios i the large applied field ad thus two possible orietatio depedet eergies. (From classical electricity ad magetism, the eergy of a magetic momet i a magetic field H is - H.) Magetic resoace occurs whe the eergy differece betwee the two electro orietatios is equal to Plack s costat, h, times the microwave frequecy. For the very simple case of a isolated electro, the resoace requiremet may be expressed as hv g0 eh, (1) where g0 = ad is the Bohr mageto, ad me is the electro mass. The Bohr mageto is x10-8 J/G. eh / 4m, where e is electroic charge Expressio (1) describes the resoace coditio for a electro which does ot otherwise iteract with its surroudigs. The structural iformatio provided by ESR is due to deviatios from this simple expressio. For relatively simple trappig ceters, icludig all which have bee studied i MOS systems, these deviatios are due to spi-orbit couplig ad electro uclear hyperfie iteractios. e A. Spi-orbit couplig The deviatios from expressio (1) due to spi orbit couplig come about because a charged particle, the electro, is travelig i a electric field due to the uclear charge. It therefore experieces a magetic field B=Exv/c, where E is the electric field, v is the velocity, ad c is the speed of light. The spi-orbit iteractio may be uderstood qualitatively (ad oly qualitatively) i terms of the Bohr picture: a electro moves about the ucleus i a circular orbit. It would appear to a observer o the electro that the positively charged ucleus is i a circular orbit about the electro. (It appears to a usophisticated observer o earth that the su is i a circular orbit about the earth.) The ucleus thus geerates a local magetic field which would scale with the
2 electro s orbital agular mometum, rxp, ad with the uclear charge. Oe would thus correctly surmise that spi-orbit couplig iteractios icrease with icreasig atomic umber ad orbital agular mometum quatum umber. This spi-orbit iteractio is schematically illustrated i figure. (Note: Figure is iteded to provide oly a qualitative approximatio of reality.) (a) (b) Figure. (a) A electro orbitig a ucleus i the (ot quite right but illustrative) Bohr picture (b) A observer o the electro observes the motio of the ucleus aroud the electro. This results i a curret aroud the electro ad a local magetic field. The local field icreases with uclear charge ad icreasig electro orbital agular mometum. Therefore, this cotributio to the local field reflects the chemical ature of the site. I solids, the spi-orbit iteractio is queched but a secod order effect appears from excited states. This effect scales with the applied magetic field ad depeds o the orietatio of the paramagetic defect i the applied magetic field. The spi-orbit couplig may thus be icluded i the ESR resoace coditio by replacig the costat g0 of expressio (1) with a secod rak tesor gi j. The symmetry of this tesor reflects the symmetry of the paramagetic ceter. Uder some circumstaces, the symmetry of the tesor may permit idetificatio of the defect uder study. Perturbatio theory allows calculatio (with modest accuracy) of the g tesor for the simple defects. The compoets of the g tesor are give by g ij Li k k L j g0 ij. () ( E E ) k k
3 Here g0 is the free electro value, the atomic spi-orbit couplig costat, Li ad Lj are agular mometum operators appropriate for the x, y, or z directios, ad the summatio is over all excited states k. State > ad eergy E correspod to the paramagetic groud state of the system. The g tesor ca ofte, by itself, provide structural iformatio if the system uder study cotais uclei of sigificatly differet charge. The atomic spi orbit couplig costat, as figure suggests, is a very strog fuctio of uclear charge. Thus a germaium daglig bod spectrum likely yields a much larger rage of g tesor compoets tha a silico daglig bod. B. Electro-uclear hyperfie iteractios The other importat source of deviatio from expressio (1) is the hyperfie iteractio of the upaired electro with earby uclei. Certai uclei have magetic momets; some importat examples i semicoductor device materials are 7.8% of germaium uclei, 73 Ge (spi 9/), 4.7% of silico uclei, 9 Si (spi ½), almost 100% of hydroge uclei, 1 H (spi ½), as well as essetially 100% of phosphorous uclei, 31 P (spi ½). The ear 100% abudat 14 N ucleus has a spi of 1. A spi 1/ ucleus has two possible orietatios i the large applied field; a spi 1 ucleus three possible orietatios. Each uclear momet orietatio correspods to oe local uclear momet field distributio. We evisio the uclear momet iteractig with a upaired electro residig i a wave fuctio which is a liear combiatio of atomic orbitals (LCAOs). For itrisic defects i SiGe ad related systems, the most importat cases almost certaily ivolve s- ad p-type wave fuctios. (For defects ivolvig trasitio metal impurities, aalysis will be somewhat more complicated but the basic priciples are the same.) The LCAO for a upaired electro ca be writte as a c s c p, (3) s p where s ad p represet the appropriate atomic orbitals correspodig to the th site, a represets the localizatio o the th site, ad c s ad ad p character of the wave fuctio o the th atomic site. c p represet, respectively, the amout of s
4 For a site i which the upaired electro is reasoably well localized at a sigle atom, the aalysis is particularly simple. To first order we ca iterpret ESR spectra from such a site i terms of s/p hybridized atomic orbitals localized at that cetral atom. (The geeralizatio to a defect wave fuctio ivolvig sigificat sharig by several atoms is very straightforward.[ 1]) The electro uclear hyperfie iteractio of a electro i a p orbital is aisotropic: it correspods to a classical magetic dipole iteractio as schematically illustrated i Fig. 3. The iteractio is strogest whe the field is parallel to the symmetry axis. The sig of the iteractio chages ad the magitude is decreased by oe half whe the field is perpedicular to the symmetry axis. Whe the electro ad uclear momets are aliged by a strog magetic field i the z directio, a reasoable assumptio for work discussed i this appedix, oly the z compoet of the dipolar field is importat, because the iteractio eergy ivolves a dot product. - H. This z compoet, g (1-3 cos )r -3, is averaged over the electroic wave fuctio to produce the dipolar cotributio, 1 3cos Dipolar cotributio = g 3 r. (4) (a) (b) Figure 3. Iteractio of the uclear momets dipole field (lies) with the p orbital electro (shaded areas). I (a) the applied field, ad thus the uclear momet, is aliged parallel to the orbital symmetry axis. I (b) the applied field, ad thus the uclear momet, is aliged perpedicular to the orbital symmetry axis.
5 Figure 4. Iteractio of the uclear momets dipole field (lies) with the p orbital electro (shaded areas). The iteractio of the electro ad the applied magetic field is axially idepedet because of the spherical symmetry of the s orbital. The electro uclear hyperfie iteractio of a electro i a s orbital is isotropic. This iteractio is illustrated i Fig. 4. The figure shows why the iteractio is isotropic. The spherical symmetry of the orbital results i zero iteractio with this field except for a spherical regio about the ucleus with a radius of a imagiary curret loop geeratig the uclear momet s field. Sice the s orbital has a ozero probability desity at the ucleus, a large isotropic iteractio results. The s orbital hyperfie iteractio ca also be computed from a elemetary electricity ad magetism calculatio: the magetic field at the ceter of a curret loop of radius a is give by /a 3, where m is the magetic momet of the curret loop. The probability desity of the electro varies little over the volume of the ucleus; take it to be costat, (0). Cosiderig the oly the fractio of the electro wave fuctio at the ucleus, to be be 4 a 3 3 (0), the iteractio would A (isotropic) = 4 3 a (0) 3. (5) 3 a
6 mageto, The magetic momet of the ucleus is the uclear g factor, g, times the uclear Bohr. Thus, the isotropic or Fermi cotact iteractio is give by Aiso = 8 g (0), (6) 3 where (0) represets the upaired electro probability desity at the ucleus. Both isotropic ad aisotropic hyperfie iteractios are likely preset for quite a few of the defects to be observed i SiGe systems. This is so because the upaired electro wave fuctios geerally ivolve both p-orbital ad s-orbital character, ad i some cases d-orbital character as well. The hyperfie iteractios, like the spi-orbit iteractios, are expressed i terms of a secod rak tesor. I may cases, to a pretty good approximatio, the ceters have axially symmetric wave fuctios ad thus a axially symmetric tesor is appropriate. With the magetic field parallel to the p orbital symmetry axis, the aisotropic couplig of Eq. (4) yields (4/5) g 3 r ; the field perpedicular to the symmetry axis results i a iteractio of half the magitude ad opposite sig -(/5) g 3 r. This result is ituitively satisfyig ad cosistet with the sketches of Fig. 3. The compoets of the hyperfie tesor correspod to sums of the isotropic ad aisotropic iteractios for the applied field parallel ad perpedicular to the upaired electro s orbital symmetry axis: A Aiso Aaiso ; (7) where A A iso A aiso, (8) A aiso 5 3 g N r N. (9) For a paramagetic ceter with a specific orietatio (desigated by the agle betwee the symmetry axis ad the applied field vector) the resoace coditio is
7 H 0 1 H M A, (10) where H 0 hv / g, ad M 1 is the uclear spi quatum umber, e 1 cos g si ) g ( g (11) ad 1 cos A si ) A ( A (1) Equatios (10) (1) ad oly moderately more complex geeral case expressios provide a very straightforward basis for aalyzig ESR results for defects with a specific orietatio with respect to the applied magetic field. The descriptio of ESR spectra of defects withi a poly-crystallie or amorphous film, such as a SiO passivatig layer, is more complex but still comprehesible. All defect orietatios are equally likely ad, due to the lack of log rage order, slight differeces i local defect geometry may be aticipated. The presece of defects at all orietatios leads to the cotiuous distributio of both g ad A values from g ad A to g ad A. Differeces i local geometry may also lead to slight defect-to-defect variatios i g, g, A, ad A. (a) (b) Figure 5. (a) Radomly orieted daglig bod defects lead to a relatioship with ay particular directio which is (b) ot radom at all. May more daglig bods poit i a directio perpedicular to a axis tha parallel to it. Thus, the ESR patter of a radom array of defects will yield a weak sigal correspodig to the ESR parameters for the field parallel case ad a strog sigal for the field perpedicular case.
8 Both of these complicatios are relatively easy to deal with. The radom distributio of defect orietatio ca be dealt with easily i terms of aalytical expressios foud i most ESR textbooks. Agai, let s thik about the somewhat simplified case of a axially symmetric defect wave fuctio. (The most geeral lowest possible symmetry case is a logical extesio of the higher symmetry case ad is well uderstood.) For axially symmetric ceters, far fewer ceters will have the symmetry axis parallel to the applied field tha perpedicular to it; thus the ESR spectrum itesity will be far stroger at the A ad g values tha at A ad g.) The slight defect-to-defect variatios i g ad A values lead to broadeig of the lie shapes aticipated for ubroadeed tesor compoets. (The process is illustrated i Fig. 6.) The evaluatio of ESR hyperfie tesor compoets allows for a reliable ad moderately precise idetificatio of the upaired electro s wave fuctio. A little commo sese usually allows oe to idetify the magetic uclei ivolved i observed hyperfie iteractios. (Commo sese ivolves ispectio of the fractio of the spectrum is split by the hyperfie lies, coutig the umber of hyperfie lies, if possible evaluatig the symmetry of the defect spectrum ) Havig idetified the uclear species ivolved, a first order aalysis of the upaired electro wave fuctio is extremely straightforward i terms of the LCAO picture. For defects i a crystallie eviromet, Eq. (1) ca be fit to the ESR spectrum for multiple orietatios. (For more complex defects, the extesio of Eq. (1) to the most geeral case is reasoably straightforward.[1]) For simple defects i a polycrystallie eviromet oe may fit the appropriately broadeed aalytical expressios to the ESR spectra to yield A ad A. (This process is illustrated i Fig. A5.) By applyig Eqs. (7) ad (8) to this result, oe may the obtais the isotropic ad aisotropic couplig costats Aiso ad Aaiso.
9 Figure 6. A schematic plot of ESR amplitude versus magetic field correspodig to a site with axially symmetric g ad hyperfie tesors ad a spi-1/ ucleus i a polycrystallie material, such as a polycrystallie thi film of SiGe. Note that the breadth of the lies depeds o the rage of variatio i the g ad hyperfie tesors. Tabulated values of Aiso ad Aaiso calculated for 100% occupatio probability ca the be utilized to determie the hybridizatio ad localizatio of the electroic wave fuctios. For example, the isotropic ad aisotropic couplig costats for a electro 100% localized i a silico s ad p orbital are, respectively, ao= G ad bo=40.75 G. I Fig. 7, we illustrate a ESR trace of the E ceter, the domiatig deep hole trap i high quality thermally grow oxides o silico. Figure 7. The ESR patter of E ceters from SiO. The strog cetral peak ( with about 95% of the total itegrated itesity) correspods to the 95% abudat 8 Si o-magetic uclear sites. The two weaker side peaks (with a combied itesity of about5%) are due to the 9 Si magetic uclei sites which are about 5% abudat.
10 A applicatio of the aalysis schematically idicated i Fig. 6 idicates that Aiso=439 G ad Aaiso= G. If the electro were 100% localized i a silico s orbital, we would expect a isotropic couplig costat of ao = G. We measured 439 G; thus the orbital has 439/1639 7%s. If the electro were 100% localized i a silico p orbital we would expect Aaiso=bo=40.75 G. We measured G; thus, the orbital has / %p. The aalysis idicates a localizatio o the ceter silico of about (54+7)=81%. Although the crude aalysis just discussed is ot extremely precise it is, to first order, quite reliable. Oe should realize that the isolated atomic values obtaied for ao ad bo are themselves oly moderately accurate ad that placig a isolated atom i a matrix of other atoms will ievitably alter the costats somewhat. Nevertheless, a straightforward aalysis of hyperfie parameters provides moderately accurate measuremet of hybridizatio ad localizatio. Refereces i text ca be foud o page labeled Refereces o website
Lecture 6. Semiconductor physics IV. The Semiconductor in Equilibrium
Lecture 6 Semicoductor physics IV The Semicoductor i Equilibrium Equilibrium, or thermal equilibrium No exteral forces such as voltages, electric fields. Magetic fields, or temperature gradiets are actig
More informationHydrogen (atoms, molecules) in external fields. Static electric and magnetic fields Oscyllating electromagnetic fields
Hydroge (atoms, molecules) i exteral fields Static electric ad magetic fields Oscyllatig electromagetic fields Everythig said up to ow has to be modified more or less strogly if we cosider atoms (ad ios)
More informationQuantum Annealing for Heisenberg Spin Chains
LA-UR # - Quatum Aealig for Heiseberg Spi Chais G.P. Berma, V.N. Gorshkov,, ad V.I.Tsifriovich Theoretical Divisio, Los Alamos Natioal Laboratory, Los Alamos, NM Istitute of Physics, Natioal Academy of
More informationPHYS-3301 Lecture 7. CHAPTER 4 Structure of the Atom. Rutherford Scattering. Sep. 18, 2018
CHAPTER 4 Structure of the Atom PHYS-3301 Lecture 7 4.1 The Atomic Models of Thomso ad Rutherford 4.2 Rutherford Scatterig 4.3 The Classic Atomic Model 4.4 The Bohr Model of the Hydroge Atom 4.5 Successes
More informationTIME-CORRELATION FUNCTIONS
p. 8 TIME-CORRELATION FUNCTIONS Time-correlatio fuctios are a effective way of represetig the dyamics of a system. They provide a statistical descriptio of the time-evolutio of a variable for a esemble
More informationProbability, Expectation Value and Uncertainty
Chapter 1 Probability, Expectatio Value ad Ucertaity We have see that the physically observable properties of a quatum system are represeted by Hermitea operators (also referred to as observables ) such
More information8. IRREVERSIBLE AND RANDOM PROCESSES Concepts and Definitions
8. IRREVERSIBLE ND RNDOM PROCESSES 8.1. Cocepts ad Defiitios I codesed phases, itermolecular iteractios ad collective motios act to modify the state of a molecule i a time-depedet fashio. Liquids, polymers,
More informationTrue Nature of Potential Energy of a Hydrogen Atom
True Nature of Potetial Eergy of a Hydroge Atom Koshu Suto Key words: Bohr Radius, Potetial Eergy, Rest Mass Eergy, Classical Electro Radius PACS codes: 365Sq, 365-w, 33+p Abstract I cosiderig the potetial
More informationThe target reliability and design working life
Safety ad Security Egieerig IV 161 The target reliability ad desig workig life M. Holický Kloker Istitute, CTU i Prague, Czech Republic Abstract Desig workig life ad target reliability levels recommeded
More informationThe Born-Oppenheimer approximation
The Bor-Oppeheimer approximatio 1 Re-writig the Schrödiger equatio We will begi from the full time-idepedet Schrödiger equatio for the eigestates of a molecular system: [ P 2 + ( Pm 2 + e2 1 1 2m 2m m
More information3. Z Transform. Recall that the Fourier transform (FT) of a DT signal xn [ ] is ( ) [ ] = In order for the FT to exist in the finite magnitude sense,
3. Z Trasform Referece: Etire Chapter 3 of text. Recall that the Fourier trasform (FT) of a DT sigal x [ ] is ω ( ) [ ] X e = j jω k = xe I order for the FT to exist i the fiite magitude sese, S = x [
More information17 Phonons and conduction electrons in solids (Hiroshi Matsuoka)
7 Phoos ad coductio electros i solids Hiroshi Matsuoa I this chapter we will discuss a miimal microscopic model for phoos i a solid ad a miimal microscopic model for coductio electros i a simple metal.
More informationSolids - types. correlates with bonding energy
Solids - types MOLCULAR. Set of sigle atoms or molecules boud to adjacet due to weak electric force betwee eutral objects (va der Waals). Stregth depeds o electric dipole momet No free electros poor coductors
More informationExample: Find the SD of the set {x j } = {2, 4, 5, 8, 5, 11, 7}.
1 (*) If a lot of the data is far from the mea, the may of the (x j x) 2 terms will be quite large, so the mea of these terms will be large ad the SD of the data will be large. (*) I particular, outliers
More informationThe standard deviation of the mean
Physics 6C Fall 20 The stadard deviatio of the mea These otes provide some clarificatio o the distictio betwee the stadard deviatio ad the stadard deviatio of the mea.. The sample mea ad variace Cosider
More informationa b c d e f g h Supplementary Information
Supplemetary Iformatio a b c d e f g h Supplemetary Figure S STM images show that Dark patters are frequetly preset ad ted to accumulate. (a) mv, pa, m ; (b) mv, pa, m ; (c) mv, pa, m ; (d) mv, pa, m ;
More informationLecture 9: Diffusion, Electrostatics review, and Capacitors. Context
EECS 5 Sprig 4, Lecture 9 Lecture 9: Diffusio, Electrostatics review, ad Capacitors EECS 5 Sprig 4, Lecture 9 Cotext I the last lecture, we looked at the carriers i a eutral semicoductor, ad drift currets
More informationFACULTY OF MATHEMATICAL STUDIES MATHEMATICS FOR PART I ENGINEERING. Lectures
FACULTY OF MATHEMATICAL STUDIES MATHEMATICS FOR PART I ENGINEERING Lectures MODULE 5 STATISTICS II. Mea ad stadard error of sample data. Biomial distributio. Normal distributio 4. Samplig 5. Cofidece itervals
More informationLast time: Moments of the Poisson distribution from its generating function. Example: Using telescope to measure intensity of an object
6.3 Stochastic Estimatio ad Cotrol, Fall 004 Lecture 7 Last time: Momets of the Poisso distributio from its geeratig fuctio. Gs () e dg µ e ds dg µ ( s) µ ( s) µ ( s) µ e ds dg X µ ds X s dg dg + ds ds
More informationElectrical Resistance
Electrical Resistace I + V _ W Material with resistivity ρ t L Resistace R V I = L ρ Wt (Uit: ohms) where ρ is the electrical resistivity Addig parts/billio to parts/thousad of dopats to pure Si ca chage
More informationLECTURE 14. Non-linear transverse motion. Non-linear transverse motion
LETURE 4 No-liear trasverse motio Floquet trasformatio Harmoic aalysis-oe dimesioal resoaces Two-dimesioal resoaces No-liear trasverse motio No-liear field terms i the trajectory equatio: Trajectory equatio
More informationsessions lectures 3-4
Chemistry 1B Fall 016 quatizatio of eergy Chemistry 1B Fall 016 sessios lectures 3-4 E photo = h absorptio ad emissio spectra of hydroge atom 18 Z E. 17810 J Z=1 for H atom, =1,, 3,... 18 1. 17810 J 1
More informationLecture 1 Probability and Statistics
Wikipedia: Lecture 1 Probability ad Statistics Bejami Disraeli, British statesma ad literary figure (1804 1881): There are three kids of lies: lies, damed lies, ad statistics. popularized i US by Mark
More informationIntrinsic Carrier Concentration
Itrisic Carrier Cocetratio I. Defiitio Itrisic semicoductor: A semicoductor material with o dopats. It electrical characteristics such as cocetratio of charge carriers, deped oly o pure crystal. II. To
More informationChapter 9: Numerical Differentiation
178 Chapter 9: Numerical Differetiatio Numerical Differetiatio Formulatio of equatios for physical problems ofte ivolve derivatives (rate-of-chage quatities, such as velocity ad acceleratio). Numerical
More informationBuilding an NMR Quantum Computer
Buildig a NMR Quatum Computer Spi, the Ster-Gerlach Experimet, ad the Bloch Sphere Kevi Youg Berkeley Ceter for Quatum Iformatio ad Computatio, Uiversity of Califoria, Berkeley, CA 9470 Scalable ad Secure
More informationName Solutions to Test 2 October 14, 2015
Name Solutios to Test October 4, 05 This test cosists of three parts. Please ote that i parts II ad III, you ca skip oe questio of those offered. The equatios below may be helpful with some problems. Costats
More informationNUCLEATION 7.1 INTRODUCTION 7.2 HOMOGENEOUS NUCLEATION Embryos and nuclei CHAPTER 7
CHAPER 7 NUCLEAION 7.1 INRODUCION I this text, we focus our attetio o crystallie solids that form from the melt. he process begis with the creatio of a cluster of atoms of crystallie structure, which may
More informationPhysics Oct Reading
Physics 301 21-Oct-2002 17-1 Readig Fiish K&K chapter 7 ad start o chapter 8. Also, I m passig out several Physics Today articles. The first is by Graham P. Collis, August, 1995, vol. 48, o. 8, p. 17,
More informationCHAPTER 10 INFINITE SEQUENCES AND SERIES
CHAPTER 10 INFINITE SEQUENCES AND SERIES 10.1 Sequeces 10.2 Ifiite Series 10.3 The Itegral Tests 10.4 Compariso Tests 10.5 The Ratio ad Root Tests 10.6 Alteratig Series: Absolute ad Coditioal Covergece
More informationCEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering
CEE 5 Autum 005 Ucertaity Cocepts for Geotechical Egieerig Basic Termiology Set A set is a collectio of (mutually exclusive) objects or evets. The sample space is the (collectively exhaustive) collectio
More informationAnalysis of Experimental Data
Aalysis of Experimetal Data 6544597.0479 ± 0.000005 g Quatitative Ucertaity Accuracy vs. Precisio Whe we make a measuremet i the laboratory, we eed to kow how good it is. We wat our measuremets to be both
More informationThe Wave Function and Quantum Reality
The Wave Fuctio ad Quatum Reality Sha Gao Uit for History ad Philosophy of Sciece & Cetre for Time, SOPHI Uiversity of Sydey, Sydey, NSW 006, Australia Abstract. We ivestigate the meaig of the wave fuctio
More informationANALYSIS OF EXPERIMENTAL ERRORS
ANALYSIS OF EXPERIMENTAL ERRORS All physical measuremets ecoutered i the verificatio of physics theories ad cocepts are subject to ucertaities that deped o the measurig istrumets used ad the coditios uder
More information) +m 0 c2 β K Ψ k (4)
i ħ Ψ t = c ħ i α ( The Nature of the Dirac Equatio by evi Gibso May 18, 211 Itroductio The Dirac Equatio 1 is a staple of relativistic quatum theory ad is widely applied to objects such as electros ad
More informationPhysics 232 Gauge invariance of the magnetic susceptibilty
Physics 232 Gauge ivariace of the magetic susceptibilty Peter Youg (Dated: Jauary 16, 2006) I. INTRODUCTION We have see i class that the followig additioal terms appear i the Hamiltoia o addig a magetic
More informationCastiel, Supernatural, Season 6, Episode 18
13 Differetial Equatios the aswer to your questio ca best be epressed as a series of partial differetial equatios... Castiel, Superatural, Seaso 6, Episode 18 A differetial equatio is a mathematical equatio
More informationSOLUTIONS: ECE 606 Homework Week 7 Mark Lundstrom Purdue University (revised 3/27/13) e E i E T
SOUIONS: ECE 606 Homework Week 7 Mark udstrom Purdue Uiversity (revised 3/27/13) 1) Cosider a - type semicoductor for which the oly states i the badgap are door levels (i.e. ( E = E D ). Begi with the
More information1 Adiabatic and diabatic representations
1 Adiabatic ad diabatic represetatios 1.1 Bor-Oppeheimer approximatio The time-idepedet Schrödiger equatio for both electroic ad uclear degrees of freedom is Ĥ Ψ(r, R) = E Ψ(r, R), (1) where the full molecular
More information6.1 Analysis of frequency selective surfaces
6.1 Aalysis of frequecy selective surfaces Basic theory I this paragraph, reflectio coefficiet ad trasmissio coefficiet are computed for a ifiite periodic frequecy selective surface. The attetio is tured
More informationDeterministic Model of Multipath Fading for Circular and Parabolic Reflector Patterns
To appear i the Proceedigs of the 5 IEEE outheastco, (Ft. Lauderdale, FL), April 5 Determiistic Model of Multipath Fadig for Circular ad Parabolic Reflector Patters Dwight K. Hutcheso dhutche@clemso.edu
More informationKinetics of Complex Reactions
Kietics of Complex Reactios by Flick Colema Departmet of Chemistry Wellesley College Wellesley MA 28 wcolema@wellesley.edu Copyright Flick Colema 996. All rights reserved. You are welcome to use this documet
More information3/21/2017. Commuting and Non-commuting Operators Chapter 17. A a
Commutig ad No-commutig Operators Chapter 17 Postulate 3. I ay measuremet of the observable associated with a operator A the oly values that will ever be observed are the eige values, a, which satisfy
More informationMechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter
Time Respose & Frequecy Respose d -Order Dyamic System -Pole, Low-Pass, Active Filter R 4 R 7 C 5 e i R 1 C R 3 - + R 6 - + e out Assigmet: Perform a Complete Dyamic System Ivestigatio of the Two-Pole,
More informationPHYS-3301 Lecture 10. Wave Packet Envelope Wave Properties of Matter and Quantum Mechanics I CHAPTER 5. Announcement. Sep.
Aoucemet Course webpage http://www.phys.ttu.edu/~slee/3301/ PHYS-3301 Lecture 10 HW3 (due 10/4) Chapter 5 4, 8, 11, 15, 22, 27, 36, 40, 42 Sep. 27, 2018 Exam 1 (10/4) Chapters 3, 4, & 5 CHAPTER 5 Wave
More informationThe z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j
The -Trasform 7. Itroductio Geeralie the complex siusoidal represetatio offered by DTFT to a represetatio of complex expoetial sigals. Obtai more geeral characteristics for discrete-time LTI systems. 7.
More informationECE 8527: Introduction to Machine Learning and Pattern Recognition Midterm # 1. Vaishali Amin Fall, 2015
ECE 8527: Itroductio to Machie Learig ad Patter Recogitio Midterm # 1 Vaishali Ami Fall, 2015 tue39624@temple.edu Problem No. 1: Cosider a two-class discrete distributio problem: ω 1 :{[0,0], [2,0], [2,2],
More information577. Estimation of surface roughness using high frequency vibrations
577. Estimatio of surface roughess usig high frequecy vibratios V. Augutis, M. Sauoris, Kauas Uiversity of Techology Electroics ad Measuremets Systems Departmet Studetu str. 5-443, LT-5368 Kauas, Lithuaia
More informationLecture III-2: Light propagation in nonmagnetic
A. La Rosa Lecture Notes ALIED OTIC Lecture III2: Light propagatio i omagetic materials 2.1 urface ( ), volume ( ), ad curret ( j ) desities produced by arizatio charges The objective i this sectio is
More informationEE / EEE SAMPLE STUDY MATERIAL. GATE, IES & PSUs Signal System. Electrical Engineering. Postal Correspondence Course
Sigal-EE Postal Correspodece Course 1 SAMPLE STUDY MATERIAL Electrical Egieerig EE / EEE Postal Correspodece Course GATE, IES & PSUs Sigal System Sigal-EE Postal Correspodece Course CONTENTS 1. SIGNAL
More informationProvläsningsexemplar / Preview TECHNICAL REPORT INTERNATIONAL SPECIAL COMMITTEE ON RADIO INTERFERENCE
TECHNICAL REPORT CISPR 16-4-3 2004 AMENDMENT 1 2006-10 INTERNATIONAL SPECIAL COMMITTEE ON RADIO INTERFERENCE Amedmet 1 Specificatio for radio disturbace ad immuity measurig apparatus ad methods Part 4-3:
More informationLecture 1 Probability and Statistics
Wikipedia: Lecture 1 Probability ad Statistics Bejami Disraeli, British statesma ad literary figure (1804 1881): There are three kids of lies: lies, damed lies, ad statistics. popularized i US by Mark
More informationSECTION 2 Electrostatics
SECTION Electrostatics This sectio, based o Chapter of Griffiths, covers effects of electric fields ad forces i static (timeidepedet) situatios. The topics are: Electric field Gauss s Law Electric potetial
More informationHE ATOM & APPROXIMATION METHODS MORE GENERAL VARIATIONAL TREATMENT. Examples:
5.6 4 Lecture #3-4 page HE ATOM & APPROXIMATION METHODS MORE GENERAL VARIATIONAL TREATMENT Do t restrict the wavefuctio to a sigle term! Could be a liear combiatio of several wavefuctios e.g. two terms:
More informationJaynes-Cummings Model
Jayes-Cummigs Model The JC model plays a importat role i atom-field iteractio. It is a fully quatized model ad yet aalytically solvable. It describes the iteractio betwee a two-level atom ad a quatized
More informationStatistical Fundamentals and Control Charts
Statistical Fudametals ad Cotrol Charts 1. Statistical Process Cotrol Basics Chace causes of variatio uavoidable causes of variatios Assigable causes of variatio large variatios related to machies, materials,
More informationChapter 5 Vibrational Motion
Fall 4 Chapter 5 Vibratioal Motio... 65 Potetial Eergy Surfaces, Rotatios ad Vibratios... 65 Harmoic Oscillator... 67 Geeral Solutio for H.O.: Operator Techique... 68 Vibratioal Selectio Rules... 7 Polyatomic
More informationSession 5. (1) Principal component analysis and Karhunen-Loève transformation
200 Autum semester Patter Iformatio Processig Topic 2 Image compressio by orthogoal trasformatio Sessio 5 () Pricipal compoet aalysis ad Karhue-Loève trasformatio Topic 2 of this course explais the image
More informationDISTRIBUTION LAW Okunev I.V.
1 DISTRIBUTION LAW Okuev I.V. Distributio law belogs to a umber of the most complicated theoretical laws of mathematics. But it is also a very importat practical law. Nothig ca help uderstad complicated
More informationChapter 23: Inferences About Means
Chapter 23: Ifereces About Meas Eough Proportios! We ve spet the last two uits workig with proportios (or qualitative variables, at least) ow it s time to tur our attetios to quatitative variables. For
More informationChapter 7 z-transform
Chapter 7 -Trasform Itroductio Trasform Uilateral Trasform Properties Uilateral Trasform Iversio of Uilateral Trasform Determiig the Frequecy Respose from Poles ad Zeros Itroductio Role i Discrete-Time
More informationExercises and Problems
HW Chapter 4: Oe-Dimesioal Quatum Mechaics Coceptual Questios 4.. Five. 4.4.. is idepedet of. a b c mu ( E). a b m( ev 5 ev) c m(6 ev ev) Exercises ad Problems 4.. Model: Model the electro as a particle
More informationDiscrete Mathematics for CS Spring 2008 David Wagner Note 22
CS 70 Discrete Mathematics for CS Sprig 2008 David Wager Note 22 I.I.D. Radom Variables Estimatig the bias of a coi Questio: We wat to estimate the proportio p of Democrats i the US populatio, by takig
More informationThe axial dispersion model for tubular reactors at steady state can be described by the following equations: dc dz R n cn = 0 (1) (2) 1 d 2 c.
5.4 Applicatio of Perturbatio Methods to the Dispersio Model for Tubular Reactors The axial dispersio model for tubular reactors at steady state ca be described by the followig equatios: d c Pe dz z =
More informationProperties and Hypothesis Testing
Chapter 3 Properties ad Hypothesis Testig 3.1 Types of data The regressio techiques developed i previous chapters ca be applied to three differet kids of data. 1. Cross-sectioal data. 2. Time series data.
More informationOBJECTIVES. Chapter 1 INTRODUCTION TO INSTRUMENTATION FUNCTION AND ADVANTAGES INTRODUCTION. At the end of this chapter, students should be able to:
OBJECTIVES Chapter 1 INTRODUCTION TO INSTRUMENTATION At the ed of this chapter, studets should be able to: 1. Explai the static ad dyamic characteristics of a istrumet. 2. Calculate ad aalyze the measuremet
More informationFinally, we show how to determine the moments of an impulse response based on the example of the dispersion model.
5.3 Determiatio of Momets Fially, we show how to determie the momets of a impulse respose based o the example of the dispersio model. For the dispersio model we have that E θ (θ ) curve is give by eq (4).
More informationmx bx kx F t. dt IR I LI V t, Q LQ RQ V t,
Lecture 5 omplex Variables II (Applicatios i Physics) (See hapter i Boas) To see why complex variables are so useful cosider first the (liear) mechaics of a sigle particle described by Newto s equatio
More informationx a x a Lecture 2 Series (See Chapter 1 in Boas)
Lecture Series (See Chapter i Boas) A basic ad very powerful (if pedestria, recall we are lazy AD smart) way to solve ay differetial (or itegral) equatio is via a series expasio of the correspodig solutio
More informationECONOMIC OPERATION OF POWER SYSTEMS
ECOOMC OEATO OF OWE SYSTEMS TOUCTO Oe of the earliest applicatios of o-lie cetralized cotrol was to provide a cetral facility, to operate ecoomically, several geeratig plats supplyig the loads of the system.
More informationThe Transition Dipole Moment
The Trasitio Dipole Momet Iteractio of Light with Matter The probability that a molecule absorbs or emits light ad udergoes a trasitio from a iitial to a fial state is give by the Eistei coefficiet, B
More informationThe Transition Dipole Moment
The Trasitio Dipole Momet Iteractio of Light with Matter The probability that a molecule absorbs or emits light ad udergoes a trasitio from a iitial to a fial state is give by the Eistei coefficiet, B
More informationLimitation of Applicability of Einstein s. Energy-Momentum Relationship
Limitatio of Applicability of Eistei s Eergy-Mometum Relatioship Koshu Suto Koshu_suto19@mbr.ifty.com Abstract Whe a particle moves through macroscopic space, for a isolated system, as its velocity icreases,
More informationPH 425 Quantum Measurement and Spin Winter SPINS Lab 1
PH 425 Quatum Measuremet ad Spi Witer 23 SPIS Lab Measure the spi projectio S z alog the z-axis This is the experimet that is ready to go whe you start the program, as show below Each atom is measured
More informationII. Descriptive Statistics D. Linear Correlation and Regression. 1. Linear Correlation
II. Descriptive Statistics D. Liear Correlatio ad Regressio I this sectio Liear Correlatio Cause ad Effect Liear Regressio 1. Liear Correlatio Quatifyig Liear Correlatio The Pearso product-momet correlatio
More informationStatistical Analysis on Uncertainty for Autocorrelated Measurements and its Applications to Key Comparisons
Statistical Aalysis o Ucertaity for Autocorrelated Measuremets ad its Applicatios to Key Comparisos Nie Fa Zhag Natioal Istitute of Stadards ad Techology Gaithersburg, MD 0899, USA Outlies. Itroductio.
More informationDiffusivity and Mobility Quantization. in Quantum Electrical Semi-Ballistic. Quasi-One-Dimensional Conductors
Advaces i Applied Physics, Vol., 014, o. 1, 9-13 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.1988/aap.014.3110 Diffusivity ad Mobility Quatizatio i Quatum Electrical Semi-Ballistic Quasi-Oe-Dimesioal
More informationMath 116 Second Midterm November 13, 2017
Math 6 Secod Midterm November 3, 7 EXAM SOLUTIONS. Do ot ope this exam util you are told to do so.. Do ot write your ame aywhere o this exam. 3. This exam has pages icludig this cover. There are problems.
More informationRay Optics Theory and Mode Theory. Dr. Mohammad Faisal Dept. of EEE, BUET
Ray Optics Theory ad Mode Theory Dr. Mohammad Faisal Dept. of, BUT Optical Fiber WG For light to be trasmitted through fiber core, i.e., for total iteral reflectio i medium, > Ray Theory Trasmissio Ray
More informationChimica Inorganica 3
himica Iorgaica Irreducible Represetatios ad haracter Tables Rather tha usig geometrical operatios, it is ofte much more coveiet to employ a ew set of group elemets which are matrices ad to make the rule
More informationPhysics Methods in Art and Archaeology
Physics Methods i Art ad Archaeology Michael Wiescher PHYS 78 Archaeologist i the 90ties Somewhere i South America 80 years later --- i the Valley of the Kigs, gypt Physics Tools & Techology Dager & Adveture
More informationMeasurement uncertainty of the sound absorption
Measuremet ucertaity of the soud absorptio coefficiet Aa Izewska Buildig Research Istitute, Filtrowa Str., 00-6 Warsaw, Polad a.izewska@itb.pl 6887 The stadard ISO/IEC 705:005 o the competece of testig
More informationPHYS-3301 Lecture 3. EM- Waves behaving like Particles. CHAPTER 3 The Experimental Basis of Quantum. CHAPTER 3 The Experimental Basis of Quantum
CHAPTER 3 The Experimetal Basis of Quatum PHYS-3301 Lecture 3 Sep. 4, 2018 3.1 Discovery of the X Ray ad the Electro 3.2 Determiatio of Electro Charge 3.3 Lie Spectra 3.4 Quatizatio 3.5 Blackbody Radiatio
More informationEconomics 241B Relation to Method of Moments and Maximum Likelihood OLSE as a Maximum Likelihood Estimator
Ecoomics 24B Relatio to Method of Momets ad Maximum Likelihood OLSE as a Maximum Likelihood Estimator Uder Assumptio 5 we have speci ed the distributio of the error, so we ca estimate the model parameters
More informationR is a scalar defined as follows:
Math 8. Notes o Dot Product, Cross Product, Plaes, Area, ad Volumes This lecture focuses primarily o the dot product ad its may applicatios, especially i the measuremet of agles ad scalar projectio ad
More informationThe Relative Angle Distribution Function in the Langevin Theory of Dilute Dipoles. Robert D. Nielsen
The Relative Agle Distributio Fuctio i the agevi Theory of Dilute Dipoles Robert D. Nielse ExxoMobil Research ad Egieerig Co., Clito Towship, 545 Route East, Aadale, NJ 0880 robert.ielse@exxomobil.com
More informationMIT Department of Chemistry 5.74, Spring 2005: Introductory Quantum Mechanics II Instructor: Professor Andrei Tokmakoff
MIT Departmet of Chemistry 5.74, Sprig 5: Itroductory Quatum Mechaics II Istructor: Professor Adrei Tomaoff p. 97 ABSORPTION SPECTRA OF MOLECULAR AGGREGATES The absorptio spectra of periodic arrays of
More informationElectric dipole moment of nuclei
Electric dipole momet of uclei I collaboratio with odoka Yamaaka (ithes Group, RIKE) E. Hiyama (RIKE), T. Yamada (Kato Gakui Uiv.), Y. Fuaki (RIKE) 2016/03/02 RIKE Itroductio CP violatio of Stadard model
More informationTopic 18: Composite Hypotheses
Toc 18: November, 211 Simple hypotheses limit us to a decisio betwee oe of two possible states of ature. This limitatio does ot allow us, uder the procedures of hypothesis testig to address the basic questio:
More informationNumerical Simulation of Thermomechanical Problems in Applied Mechanics: Application to Solidification Problem
Leoardo Joural of Scieces ISSN 1583-0233 Issue 9, July-December 2006 p. 25-32 Numerical Simulatio of Thermomechaical Problems i Applied Mechaics: Applicatio to Solidificatio Problem Vicet Obiajulu OGWUAGWU
More informationCHAPTER 8 FUNDAMENTAL SAMPLING DISTRIBUTIONS AND DATA DESCRIPTIONS. 8.1 Random Sampling. 8.2 Some Important Statistics
CHAPTER 8 FUNDAMENTAL SAMPLING DISTRIBUTIONS AND DATA DESCRIPTIONS 8.1 Radom Samplig The basic idea of the statistical iferece is that we are allowed to draw ifereces or coclusios about a populatio based
More informationMihai V. Putz: Undergraduate Structural Physical Chemistry Course, Lecture 6 1
Mihai V. Putz: Udergraduate Structural Physical Chemistry Course, Lecture 6 Lecture 6: Quatum-Classical Correspodece I. Bohr s Correspodece Priciple Turig back to Bohr atomic descriptio it provides the
More informationFormation of A Supergain Array and Its Application in Radar
Formatio of A Supergai Array ad ts Applicatio i Radar Tra Cao Quye, Do Trug Kie ad Bach Gia Duog. Research Ceter for Electroic ad Telecommuicatios, College of Techology (Coltech, Vietam atioal Uiversity,
More informationPhys 102 Lecture 25 The quantum mechanical model of light
Phys 102 Lecture 25 The quatum mechaical model of light 1 Recall last time Problems with classical physics Stability of atoms Atomic spectra Photoelectric effect Quatum model of the atom Bohr model oly
More information1 Review of Probability & Statistics
1 Review of Probability & Statistics a. I a group of 000 people, it has bee reported that there are: 61 smokers 670 over 5 960 people who imbibe (drik alcohol) 86 smokers who imbibe 90 imbibers over 5
More information(s)h(s) = K( s + 8 ) = 5 and one finite zero is located at z 1
ROOT LOCUS TECHNIQUE 93 should be desiged differetly to eet differet specificatios depedig o its area of applicatio. We have observed i Sectio 6.4 of Chapter 6, how the variatio of a sigle paraeter like
More informationChem Discussion #13 Chapter 10. Correlation diagrams for diatomic molecules. Key
Chem 101 017 Discussio #13 Chapter 10. Correlatio diagrams for diatomic molecules. Key 1. Below is a plot of the first 10 ioizatio eergies for a sigle atom i 3 rd row of the periodic table. The x- axis
More informationOverview. p 2. Chapter 9. Pooled Estimate of. q = 1 p. Notation for Two Proportions. Inferences about Two Proportions. Assumptions
Chapter 9 Slide Ifereces from Two Samples 9- Overview 9- Ifereces about Two Proportios 9- Ifereces about Two Meas: Idepedet Samples 9-4 Ifereces about Matched Pairs 9-5 Comparig Variatio i Two Samples
More informationOn an Application of Bayesian Estimation
O a Applicatio of ayesia Estimatio KIYOHARU TANAKA School of Sciece ad Egieerig, Kiki Uiversity, Kowakae, Higashi-Osaka, JAPAN Email: ktaaka@ifokidaiacjp EVGENIY GRECHNIKOV Departmet of Mathematics, auma
More informationMATH 1080: Calculus of One Variable II Fall 2017 Textbook: Single Variable Calculus: Early Transcendentals, 7e, by James Stewart.
MATH 1080: Calculus of Oe Variable II Fall 2017 Textbook: Sigle Variable Calculus: Early Trascedetals, 7e, by James Stewart Uit 3 Skill Set Importat: Studets should expect test questios that require a
More information