MAGNETIC RESONANCE ZEUGMATOGRAPHY
|
|
- Hubert Stafford
- 5 years ago
- Views:
Transcription
1 PAUL C. LAUTERBUR Deprtment of Chemistry, Stte University of New York t Stony Brook, Stony Brook, New York 11794, USA ABSTRACT Sptil resolution of mgnetic resonnce signls my be chieved by the use of vrious combintions of mgnetic field grdients. The experiments re exmples of new generl technique, 'zeugmtogrphy', by which imges my be formed by the use of induced locl interctions. Methods for the genertion of mgnetic resonnce imges of objects, including living orgnisms, re described, nd number of pplictions re illustrted nd discussed. INTRODUCTION Mgnetic resonnce techniques were originlly developed nd used to determine the properties of tomic nuclei nd to study the sttic nd dynmic interctions mong nuclei nd electrons in toms, molecules nd crystls. Such informtion on the properties nd behviour of mtter on the moleculr scle is most redily obtined if the sttic mgnetic fields responsible for the Zeemn splittings of nucler nd electronic spin energy levels re homogeneous, so tht the field vritions within the smples give rise to resonnce widths smll compred with the interctions being investigted. When the mgnetic field grdients imposed upon objects re lrge compred with the pek widths produced by intrinsic effects, the inhomogeneously brodened signls contin informtion on the sptil distributions of the nuclei or electrons t resonnce. Under these circumstnces, mgnetic resonnce becomes technique for studying structure bove the moleculr level" 2 When such experiments re combined with those in which moleculr properties re studied, the dt llow the sptil distributions of spectroscopic properties to be determined. GENERAL PRINCIPLES The experimentl techniques tht cn give rise to sptil resolution of resonnces re not, strictly speking, spectroscopic in nture. They depend upon the interction of mtter with rdition field in the presence of second field whose influence is function of lbortory sptil coordintes. The imge tht is generted represents the distribution, in the sptil coordintes determined by the defining field, of the entities tht couple tht field to the rdition field. The fundmentl principle involved suggested the generl nme 'zeugmtogrphy' for these techniques. It is derived from the Greek 'tht which joins together'. 149
2 PAUL C. LAUTERBUR Whenever the spectrl response of n object cn be mde dependent upon n inhomogeneous field, zeugmtogrphic experiment is possible in principle. Whether it is lso possible in prctice depends upon the ccurcy with which the effect of n pplied field grdient on pek shpes cn be distinguished from the intrinsic shpes nd from other distorting influences. Becuse mgnetic resonnce spectr often contin lines whose widths re much smller thn their frequencies, nd reproducible mgnetic field grdients re redily produced, mgnetic resonnce zeugmtogrphy is the most experimentlly convenient form of the technique, which permits the resolution of detil much smller thn tht theoreticlly distinguishble with rdio wves nd microwves if conventionl imging methods were used in homogeneous field. PRACTICAL CONSifiERATIONS Prcticl reliztion of these possibilities depends upon the development of pproprite combintions of experimentl pprtus nd techniques, s well s dt processing methods cpble of generting true imges from the results of ctul experiments. There re number of wys in which the effects of field inhomogeneities on mgnetic resonnce signls cn be used to produce useful pictures. All of them depend upon knowledge of the distribution of surfces of constnt mgnetic field within the object being studied. If the frequency of the spectrometer is swept, nd if ll prts of the object re eqully coupled to the rdio-frequency trnsmitter nd receiver coils, the integrted signl intensity t ech frequency will be the sum of the intensities from ll of the spins locted in the corresponding constnt field surfce. An especilly simple nlysis is possible if these surfces my be pproximted by fmily of prllel flt plnes perpendiculr to the grdient xis. The intensities then correspond to one-dimensionl projections perpendiculr to the grdient. Reltive rottion of the grdient nd the object bout n xis perpendiculr to the grdient genertes set of such projections, which cn be combined by imge reconstruction techniques4 to give two-dimensionl projected imge of the object s viewed from the direction of the rottion xis. Reltive rottions bout other xes will permit the genertion of other views, which cn be combined to give complete threedimensionl imge of the object in terms of its locl mgnetic resonnce signl intensities. If the surfces of constnt mgnetic field re not uniformly spced plnes, corresponding to the sme liner field grdient throughout the object, the plots of signl strength s function of frequency no longer correspond to simple liner projections, nd opticl nlogies nd imge reconstruction methods re not quite so strightforwrd. In rbitrry inhomogeneous mgnetic fields, generlized projections, defined s surfce integrls, my be used to construct imges if the shpe of the field cn be determined. The necessry one-dimensionl projections cn be obtined from frequency-sweep experiments, from field-sweep experiments or from trnsient experiments with pproprite Fourier trnsform or other dt processing to give plot of signl intensity s function of frequency. Ech will hve dvntges under certin circumstnces. The dt cn be mde to respond to relxtion time differences by performing progressive differentil sturtion 150
3 experiments or by perturbing the mgnetiztion with suitble pulses before observing free induction decy or echo in grdient. Imges produced from perturbed spin systems will contin informtion on quntities, such s the vrious relxtion times nd the locl diffusion coefficients, tht cn ffect the observed mgnetiztion under pproprite conditions. The simplifying ssumption tht the resonnce signl is single nrrow pek, identicl in ll prts of the object, will often be inpplicble to rel objects. The simplest wy to suppress the effects of pek shpes is to use grdient lrge enough for the entire pek to fll within one resolution element in the finl picture. For exmple, if the chemicl shifts in spectrum were to cover rnge of 500 Hz, sptil resolution of one prt in hundred would require tht the mgnetic field grdient over the object correspond to Hz. The chemicl shift informtion would then be filtered out of the dt nd only the distribution of the resonnt nuclei would be obtined from the imge. For those contributions to line shpe nd width tht re field-dependent, such s chemicl shifts nd internl demgnetizing fields, opertion t low mgnetic field will llow the use of smller grdients. When field-independent effects such s spin spin couplings re limiting, opertion t high mgnetic fields my often be desirble to give the highest possible signl-to-noise rtio. Zeugmtogrphic imging techniques re potentilly pplicble to wide vriety of mgnetic resonnce signls. Proton n.m.r. spectr of mobile tissue constituents other thn wter my be used, nd the signls of other nuclei will give pictures of their distributions, lthough signl-to-noise rtios will, of course, usully be much lower thn for wter protons in orgnisms nd their prts. The resonnces of solids cn be employed if the lines re nrrow, if lrge grdients re used or if line-nrrowing techniques cn be pplied5. ESR zeugmtogrphy is lso possible, nd should permit studies of the loctions of free rdicls nd prmgnetic ions within mterils nd complex structures, including biologicl objects. APPLICATIONS The condition tht the field inhomogeneity be much lrger thn the intrinsic spectrl width is most esily met in the nucler mgnetic resonnce spectr of liquids. The most common objects for which simple shrp resonnce is ccompnied by interesting structurl fetures re plnts nd nimls. Although the wter concentrtions nd relxtion times re different in vrious tissues nd orgns, most of the wter contributes to n pprently single strong proton resonnce. Reltively simple experiments in slightly modified n.m.r. spectrometers cn generte dt from which pictures of living orgnisms cn be constructed in terms of the concentrtion nd properties of wter in their tissues. A resolution of severl tenths of millimetre hs been chieved in experiments on wter in glss cpillries nd on smll clm, nd other objects up to bout 30 millimetres in dimeter hve been studied. The upper size limit is now set only by the vilble mgnet gp, nd much lrger objects could be exmined in n instrument with greter volume of homogeneous mgnetic field. NMR zeugmtogrphy my thus become generlly useful technique for the study of microscopic nd 151
4 PAUL C. LAUTERBUR mcroscopic biologicl structures, complementing the use of light, x-rys nd ultrsonic imging. EXAMPLES All of the exmples given here re from experiments in which n object ws scnned in conventionl n.m.r. spectrometer in the presence of field grdient lying in the plne of the receiver coil. Twelve different grdient orienttions were obtined by turning the object bout n xis perpendiculr to the direction of the min mgnetic field nd to the direction of the fixed field grdient. The 12 projections, tken 15 prt, were digitized nd were used by n itertive imge reconstruction progrm similr to 'multiplictive ART'6 to form 32 x 32 rry of intensities. Interpolted intensity vlues were displyed on line printer, using 16-level grey scle produced by vrious combintions of conventionl symbols. Some of the pictures hve been mde more plesing by photogrphic processing to improve contrst nd to suppress distrcting symbols by focusing djustments ' *<< Figure 1. Proton n.m.r. zeugmtogrm of two 1 mm cpillries of wter in 4.2 mm inside dimeter tube contining mixture of H20 nd D
5 ngure 2. Proton n.rn.r. zeugmtogrm of the wter distribution in pine brnch. The computer output hs been photogrphiclly filtered nd enhnced. 153
6 PAUL C. LAUTERBUR Figure 1 shows proton n.mr. zeugmtogrm of simple test object, two 1 mm dimeter glss cpillries of H20 in stndrd 4.2 mm inside dimeter smple tube contining mixture of H20 nd D20. The resolution, bout 0.2 mm, ws limited by grdient distortions nd by the use of only 12 grdients. A Vrin A-60 spectrometer, with extr field grdient controls, ws used for these experiments, which employed grdients of less thn 10 st cross the smple. Figure 2 shows the wter distribution inside conifer brnch bout 20 mm in dimeter. The smple ws surrounded by ir, nd ws held, inside tube with n inside dimeter of 28 mm, in specil cross-coil probe operting._,"-4 I.. I t ;.,,.Lc&srpectsØtcuLLrLrz:fl>>>.4c,t-..., I, I. zzx)' * * *CC>1CguQLc*.... *I>C*Ct'.*tc)cj I t>cdl.ic+t'..'%..'+ 2L0.D I,flflStscl;LCt*..'%'...,. C...xC*.p.,.%.*t<c,()CIIOCc MSeM&'xI,.c.t-..-.'.. I ''t JflStittt LXCt+.,"... #+cc I '.. I *)< flfl*ccfl;;i)+c++ "'"%'%+. **.ccc.s %.z,ccc* '...-..'.'.. Dp%S+c rcc ,cj. c+-.'' c: - NtsN )I pø+.'.' '*..c:_- S**p%:Lc).**-.'-.. $bøtrc* , IL.L kc+''..... '..,-.. Z Mts'-. tc..+c++cc* :"c.c+c, flsns DpI Ct.'+..,+tCc>L I. b- nct+..'.'. :. iøfl2*,.. (CCC<CK)cJ t*z..<>.j i XC,Z)cc++-'.- '. tcct4 +'.'+'%' I..'.+C<*)cTTOtD2flssSflzrI,c4. "+ +.,.. +c'r-- *ccws*c,.. &rn*,vnx>+-,... t I I I I. *<*i... I I. Iii>c>c>c.c,<z: snr c.-., c. 'c>.'<cccc.> +'..... J.+c+,+.cc*. +<,+.. Cct." :..... t. +c:n --8s$s%Ic-.,-.....' *C+,?-s CCM>(cc<tt'... I,... tc**'.%.. I Figure 3. Proton n.m.r. zeugmtogrm of the oil distribution within n intct pecn nut (Cry i1linoensis. t 8.13 MHz which ws lso used for the other experiments described below. Grdients of bout 0.1 mt cm were employed. The instrument ws Vrin DA-60 spectrometer, modified by the ddition of pulsed timeshring system. Figure 3 shows the oil distribution inside pecn nut, which contins only few per cent of wter, but gives signl bout 2 p.p.m. wide 154
7 Figure 4. Proton n.m.r. zeugmtogrrn of cherrystone clm (smll Venus mercenri) viewed edge-on. The niml ws live nd enclosed within its shell. The bright regions in the photogrphiclly processed imge represent regions of high projected wter content. The computer output hs been photogrphiclly filtered nd enhnced. 155
8 PAUL C. LAUTERBUR Figure 5. Proton n.m.r. zeugmtogrm of the thorcic cvity of live mouse. The plne of the receiver coil pssed through the lungs t right ngles to the long xis of the body, nd the imge is similr to tht which would be obtined from thick trnsverse section. from the oils in the nut met. The shell does not ffect the imge in ny wy. Similrly, the distribution of soft tissues nd fluids within clm bout 30 mm cross is shown in Figure 4. The niml ws in its closed shell, surrounded by ir. The plne between the shells lies prllel to the viewing direction. In Figure 5 prtil proton n.rn.r. zeugmtogrm of live mouse is shown. The receiver coil ws centred on the thorcic region nd ws sensitive only to tht prt of the body. The lungs my be clerly seen, but no other detil is visible (the bright spot in the centre is n rtefct. Twelve 15 s scns, recorded over 20 mm period, were used for the reconstruction, s for those in Figures 24. CONCLUSIONS Imges of objects hve hitherto been obtined by tking dvntge of their 156
9 intrinsic bility to interct with rdition, nd the resolution in such imges hs been limited by the wvelength of the rdition used. Induced interctions between mtter nd rdition, such s mgnetic resonnce phenomen dependent upon the presence of n pplied mgnetic field, my be employed to generte new kind of imge. The portion of the object within which the interction with given frequency of rdition tkes plce my be controlled by using n inhomogeneous mgnetic field, nd resolution in imges constructed from such dt is independent of the wvelength of the rdition. The qulity of the imges depends, insted, upon number of other fctors, such s the linerity of the field grdients, the uniformity of the rdition field nd the detils of imge reconstruction lgorithms or other techniques for generting imges from the dt. Reltively crude low-resolution pictures hve been generted by the use of one possible combintion of experimentl nd computtionl techniques, nd some exmples hve been shown in this pper. Higher resolution, nd pplictions to both lrger nd smller objects, seem likely to be redily ttinble s instruments nd techniques re refined. ACKNOWLEDGEMENTS Prtil support for this work ws provided by the Ntionl Institute of Mentl Helth. Grnt No. 1 R03 MU by funds from Biomedicl Sciences Support Grnt (HEW Grnt No RR 07067) wrded to the Stte University of New York t Stony Brook, nd by the Ntionl Cncer Institute. Grnt No. 1 ROl CA The grey-scle line printer progrmme ws dpted from one supplied by Professor D. Tycko nd S. Anblgn. Much of the progrmming ws done by C. S. Dulcey, Jr, nd F. W. Porretto; C. P. Weisel ssisted with computer spectrometer interfcing, nd most of the experimentl work ws done by C.-M. Li. Photogrphic processing ws crried out by Joseph A. Frnk. REFERENCES 1 P. C. Luterbur, Nture, Lond., 242, 190 (1973). 2 P. C. Luterbur, Proceedings of the First Interntionl Conference on Stble Isotopes in Chemistry, Biology nd Medicine, p 255. US Atomic Energy Commission CONF D. D. Osheroff, W. F. Gully, R. C. Richrdson nd D. M. Lee, Phys, Rev. Letters, 29,920(1972). See P. R. Smith, J. M. Peters nd R. H. T. Btes, J. Phys. A: Mth., Nuci,, Gen. 6, 361 (1973), for discussion nd review. P. Mnsfield nd P. K. Grnnell, J. Phys. C: Solid Stte Phys. 6, L422 (1973). 6 R. Gordon, R. Bender nd G. T. Hermn, J. Theor. Biol. 29,471(1970). 157
Conservation Law. Chapter Goal. 5.2 Theory
Chpter 5 Conservtion Lw 5.1 Gol Our long term gol is to understnd how mny mthemticl models re derived. We study how certin quntity chnges with time in given region (sptil domin). We first derive the very
More informationMeasuring Electron Work Function in Metal
n experiment of the Electron topic Mesuring Electron Work Function in Metl Instructor: 梁生 Office: 7-318 Emil: shling@bjtu.edu.cn Purposes 1. To understnd the concept of electron work function in metl nd
More informationPhysical Chemistry (II) CHEM Lecture 25. Lecturer: Hanning Chen, Ph.D. 05/01/2018
Physicl Chemistry (II) CHEM 372-80 Lecture 25 Nucler Overhuser Effect nd Electron Prmgnetic Resonnce Lecturer: Hnning Chen, Ph.D. 05/0/208 Quiz 24 0 minutes Plese stop writing when the timer stops! Spin
More informationADVANCEMENT OF THE CLOSELY COUPLED PROBES POTENTIAL DROP TECHNIQUE FOR NDE OF SURFACE CRACKS
ADVANCEMENT OF THE CLOSELY COUPLED PROBES POTENTIAL DROP TECHNIQUE FOR NDE OF SURFACE CRACKS F. Tkeo 1 nd M. Sk 1 Hchinohe Ntionl College of Technology, Hchinohe, Jpn; Tohoku University, Sendi, Jpn Abstrct:
More informationModelling of the near infra-red radiation pulse propagation in biological tissues for medical imaging application
JOURNAL OF INTENSE PULSED LASERS AND APPLICATIONS IN ADVANCED PHYSICS Vol. 3, No. 4, p. 4-45 Modelling of the ner infr-red rdition pulse propgtion in biologicl tissues for medicl imging ppliction A. SAOULI
More informationConducting Ellipsoid and Circular Disk
1 Problem Conducting Ellipsoid nd Circulr Disk Kirk T. McDonld Joseph Henry Lbortories, Princeton University, Princeton, NJ 08544 (September 1, 00) Show tht the surfce chrge density σ on conducting ellipsoid,
More informationNew data structures to reduce data size and search time
New dt structures to reduce dt size nd serch time Tsuneo Kuwbr Deprtment of Informtion Sciences, Fculty of Science, Kngw University, Hirtsuk-shi, Jpn FIT2018 1D-1, No2, pp1-4 Copyright (c)2018 by The Institute
More informationLECTURE 14. Dr. Teresa D. Golden University of North Texas Department of Chemistry
LECTURE 14 Dr. Teres D. Golden University of North Texs Deprtment of Chemistry Quntittive Methods A. Quntittive Phse Anlysis Qulittive D phses by comprison with stndrd ptterns. Estimte of proportions of
More informationMotion of Electrons in Electric and Magnetic Fields & Measurement of the Charge to Mass Ratio of Electrons
n eperiment of the Electron topic Motion of Electrons in Electric nd Mgnetic Fields & Mesurement of the Chrge to Mss Rtio of Electrons Instructor: 梁生 Office: 7-318 Emil: shling@bjtu.edu.cn Purposes 1.
More informationChapter 4 Contravariance, Covariance, and Spacetime Diagrams
Chpter 4 Contrvrince, Covrince, nd Spcetime Digrms 4. The Components of Vector in Skewed Coordintes We hve seen in Chpter 3; figure 3.9, tht in order to show inertil motion tht is consistent with the Lorentz
More informationFamilies of Solutions to Bernoulli ODEs
In the fmily of solutions to the differentil eqution y ry dx + = it is shown tht vrition of the initil condition y( 0 = cuses horizontl shift in the solution curve y = f ( x, rther thn the verticl shift
More informationJack Simons, Henry Eyring Scientist and Professor Chemistry Department University of Utah
1. Born-Oppenheimer pprox.- energy surfces 2. Men-field (Hrtree-Fock) theory- orbitls 3. Pros nd cons of HF- RHF, UHF 4. Beyond HF- why? 5. First, one usully does HF-how? 6. Bsis sets nd nottions 7. MPn,
More information7.2 The Definite Integral
7.2 The Definite Integrl the definite integrl In the previous section, it ws found tht if function f is continuous nd nonnegtive, then the re under the grph of f on [, b] is given by F (b) F (), where
More informationpotentials A z, F z TE z Modes We use the e j z z =0 we can simply say that the x dependence of E y (1)
3e. Introduction Lecture 3e Rectngulr wveguide So fr in rectngulr coordintes we hve delt with plne wves propgting in simple nd inhomogeneous medi. The power density of plne wve extends over ll spce. Therefore
More information1 Which of the following summarises the change in wave characteristics on going from infra-red to ultraviolet in the electromagnetic spectrum?
Which of the following summrises the chnge in wve chrcteristics on going from infr-red to ultrviolet in the electromgnetic spectrum? frequency speed (in vcuum) decreses decreses decreses remins constnt
More informationRiemann Sums and Riemann Integrals
Riemnn Sums nd Riemnn Integrls Jmes K. Peterson Deprtment of Biologicl Sciences nd Deprtment of Mthemticl Sciences Clemson University August 26, 2013 Outline 1 Riemnn Sums 2 Riemnn Integrls 3 Properties
More informationa * a (2,1) 1,1 0,1 1,1 2,1 hkl 1,0 1,0 2,0 O 2,1 0,1 1,1 0,2 1,2 2,2
18 34.3 The Reciprocl Lttice The inverse of the intersections of plne with the unit cell xes is used to find the Miller indices of the plne. The inverse of the d-spcing etween plnes ppers in expressions
More information5.7 Improper Integrals
458 pplictions of definite integrls 5.7 Improper Integrls In Section 5.4, we computed the work required to lift pylod of mss m from the surfce of moon of mss nd rdius R to height H bove the surfce of the
More informationThe Regulated and Riemann Integrals
Chpter 1 The Regulted nd Riemnn Integrls 1.1 Introduction We will consider severl different pproches to defining the definite integrl f(x) dx of function f(x). These definitions will ll ssign the sme vlue
More informationRiemann Sums and Riemann Integrals
Riemnn Sums nd Riemnn Integrls Jmes K. Peterson Deprtment of Biologicl Sciences nd Deprtment of Mthemticl Sciences Clemson University August 26, 203 Outline Riemnn Sums Riemnn Integrls Properties Abstrct
More informationA REVIEW OF CALCULUS CONCEPTS FOR JDEP 384H. Thomas Shores Department of Mathematics University of Nebraska Spring 2007
A REVIEW OF CALCULUS CONCEPTS FOR JDEP 384H Thoms Shores Deprtment of Mthemtics University of Nebrsk Spring 2007 Contents Rtes of Chnge nd Derivtives 1 Dierentils 4 Are nd Integrls 5 Multivrite Clculus
More informationKINEMATICS OF RIGID BODIES
KINEMTICS OF RIGID ODIES Introduction In rigid body kinemtics, e use the reltionships governing the displcement, velocity nd ccelertion, but must lso ccount for the rottionl motion of the body. Description
More informationReview of Calculus, cont d
Jim Lmbers MAT 460 Fll Semester 2009-10 Lecture 3 Notes These notes correspond to Section 1.1 in the text. Review of Clculus, cont d Riemnn Sums nd the Definite Integrl There re mny cses in which some
More information#6A&B Magnetic Field Mapping
#6A& Mgnetic Field Mpping Gol y performing this lb experiment, you will: 1. use mgnetic field mesurement technique bsed on Frdy s Lw (see the previous experiment),. study the mgnetic fields generted by
More informationPhysics 116C Solution of inhomogeneous ordinary differential equations using Green s functions
Physics 6C Solution of inhomogeneous ordinry differentil equtions using Green s functions Peter Young November 5, 29 Homogeneous Equtions We hve studied, especilly in long HW problem, second order liner
More informationTHE EXISTENCE-UNIQUENESS THEOREM FOR FIRST-ORDER DIFFERENTIAL EQUATIONS.
THE EXISTENCE-UNIQUENESS THEOREM FOR FIRST-ORDER DIFFERENTIAL EQUATIONS RADON ROSBOROUGH https://intuitiveexplntionscom/picrd-lindelof-theorem/ This document is proof of the existence-uniqueness theorem
More informationScientific notation is a way of expressing really big numbers or really small numbers.
Scientific Nottion (Stndrd form) Scientific nottion is wy of expressing relly big numbers or relly smll numbers. It is most often used in scientific clcultions where the nlysis must be very precise. Scientific
More informationCalculus of Variations
Clculus of Vritions Com S 477/577 Notes) Yn-Bin Ji Dec 4, 2017 1 Introduction A functionl ssigns rel number to ech function or curve) in some clss. One might sy tht functionl is function of nother function
More informationMath 1B, lecture 4: Error bounds for numerical methods
Mth B, lecture 4: Error bounds for numericl methods Nthn Pflueger 4 September 0 Introduction The five numericl methods descried in the previous lecture ll operte by the sme principle: they pproximte the
More informationCHM Physical Chemistry I Chapter 1 - Supplementary Material
CHM 3410 - Physicl Chemistry I Chpter 1 - Supplementry Mteril For review of some bsic concepts in mth, see Atkins "Mthemticl Bckground 1 (pp 59-6), nd "Mthemticl Bckground " (pp 109-111). 1. Derivtion
More informationSupplementary Information for Directional Reflective Surface Formed via Gradient- Impeding Acoustic Meta-surfaces
Supplementry Informtion for Directionl Reflective Surfce Formed vi Grdient- Impeding Acoustic Met-surfces Kyungjun Song 1*, Jedo Kim 2, Hur Shin 1, Jun-Hyuk Kwk 1, Seong-Hyun Lee 3,Tesung Kim 4 1 Deprtment
More informationFig. 1. Open-Loop and Closed-Loop Systems with Plant Variations
ME 3600 Control ystems Chrcteristics of Open-Loop nd Closed-Loop ystems Importnt Control ystem Chrcteristics o ensitivity of system response to prmetric vritions cn be reduced o rnsient nd stedy-stte responses
More informationApplications of Bernoulli s theorem. Lecture - 7
Applictions of Bernoulli s theorem Lecture - 7 Prcticl Applictions of Bernoulli s Theorem The Bernoulli eqution cn be pplied to gret mny situtions not just the pipe flow we hve been considering up to now.
More informationNumerical Integration
Chpter 5 Numericl Integrtion Numericl integrtion is the study of how the numericl vlue of n integrl cn be found. Methods of function pproximtion discussed in Chpter??, i.e., function pproximtion vi the
More informationNew Expansion and Infinite Series
Interntionl Mthemticl Forum, Vol. 9, 204, no. 22, 06-073 HIKARI Ltd, www.m-hikri.com http://dx.doi.org/0.2988/imf.204.4502 New Expnsion nd Infinite Series Diyun Zhng College of Computer Nnjing University
More informationMath& 152 Section Integration by Parts
Mth& 5 Section 7. - Integrtion by Prts Integrtion by prts is rule tht trnsforms the integrl of the product of two functions into other (idelly simpler) integrls. Recll from Clculus I tht given two differentible
More informationOn the Uncertainty of Sensors Based on Magnetic Effects. E. Hristoforou, E. Kayafas, A. Ktena, DM Kepaptsoglou
On the Uncertinty of Sensors Bsed on Mgnetic Effects E. ristoforou, E. Kyfs, A. Kten, DM Kepptsoglou Ntionl Technicl University of Athens, Zogrfou Cmpus, Athens 1578, Greece Tel: +3177178, Fx: +3177119,
More informationThis final is a three hour open book, open notes exam. Do all four problems.
Physics 55 Fll 27 Finl Exm Solutions This finl is three hour open book, open notes exm. Do ll four problems. [25 pts] 1. A point electric dipole with dipole moment p is locted in vcuum pointing wy from
More information5.2 Volumes: Disks and Washers
4 pplictions of definite integrls 5. Volumes: Disks nd Wshers In the previous section, we computed volumes of solids for which we could determine the re of cross-section or slice. In this section, we restrict
More informationAbstract inner product spaces
WEEK 4 Abstrct inner product spces Definition An inner product spce is vector spce V over the rel field R equipped with rule for multiplying vectors, such tht the product of two vectors is sclr, nd the
More informationAPPLICATIONS OF THE DEFINITE INTEGRAL
APPLICATIONS OF THE DEFINITE INTEGRAL. Volume: Slicing, disks nd wshers.. Volumes by Slicing. Suppose solid object hs boundries extending from x =, to x = b, nd tht its cross-section in plne pssing through
More informationLecture 1. Functional series. Pointwise and uniform convergence.
1 Introduction. Lecture 1. Functionl series. Pointwise nd uniform convergence. In this course we study mongst other things Fourier series. The Fourier series for periodic function f(x) with period 2π is
More informationAn approximation to the arithmetic-geometric mean. G.J.O. Jameson, Math. Gazette 98 (2014), 85 95
An pproximtion to the rithmetic-geometric men G.J.O. Jmeson, Mth. Gzette 98 (4), 85 95 Given positive numbers > b, consider the itertion given by =, b = b nd n+ = ( n + b n ), b n+ = ( n b n ) /. At ech
More informationConsequently, the temperature must be the same at each point in the cross section at x. Let:
HW 2 Comments: L1-3. Derive the het eqution for n inhomogeneous rod where the therml coefficients used in the derivtion of the het eqution for homogeneous rod now become functions of position x in the
More informationElectron Correlation Methods
Electron Correltion Methods HF method: electron-electron interction is replced by n verge interction E HF c E 0 E HF E 0 exct ground stte energy E HF HF energy for given bsis set HF Ec 0 - represents mesure
More informationState space systems analysis (continued) Stability. A. Definitions A system is said to be Asymptotically Stable (AS) when it satisfies
Stte spce systems nlysis (continued) Stbility A. Definitions A system is sid to be Asymptoticlly Stble (AS) when it stisfies ut () = 0, t > 0 lim xt () 0. t A system is AS if nd only if the impulse response
More information4. Calculus of Variations
4. Clculus of Vritions Introduction - Typicl Problems The clculus of vritions generlises the theory of mxim nd minim. Exmple (): Shortest distnce between two points. On given surfce (e.g. plne), nd the
More informationLecture 13 - Linking E, ϕ, and ρ
Lecture 13 - Linking E, ϕ, nd ρ A Puzzle... Inner-Surfce Chrge Density A positive point chrge q is locted off-center inside neutrl conducting sphericl shell. We know from Guss s lw tht the totl chrge on
More informationTHE INTERVAL LATTICE BOLTZMANN METHOD FOR TRANSIENT HEAT TRANSFER IN A SILICON THIN FILM
ROMAI J., v.9, no.2(2013), 173 179 THE INTERVAL LATTICE BOLTZMANN METHOD FOR TRANSIENT HEAT TRANSFER IN A SILICON THIN FILM Alicj Piseck-Belkhyt, Ann Korczk Institute of Computtionl Mechnics nd Engineering,
More informationProbabilistic Investigation of Sensitivities of Advanced Test- Analysis Model Correlation Methods
Probbilistic Investigtion of Sensitivities of Advnced Test- Anlysis Model Correltion Methods Liz Bergmn, Mtthew S. Allen, nd Dniel C. Kmmer Dept. of Engineering Physics University of Wisconsin-Mdison Rndll
More informationMath 520 Final Exam Topic Outline Sections 1 3 (Xiao/Dumas/Liaw) Spring 2008
Mth 520 Finl Exm Topic Outline Sections 1 3 (Xio/Dums/Liw) Spring 2008 The finl exm will be held on Tuesdy, My 13, 2-5pm in 117 McMilln Wht will be covered The finl exm will cover the mteril from ll of
More informationMath 113 Exam 2 Practice
Mth 3 Exm Prctice Februry 8, 03 Exm will cover 7.4, 7.5, 7.7, 7.8, 8.-3 nd 8.5. Plese note tht integrtion skills lerned in erlier sections will still be needed for the mteril in 7.5, 7.8 nd chpter 8. This
More informationLecture 20: Numerical Integration III
cs4: introduction to numericl nlysis /8/0 Lecture 0: Numericl Integrtion III Instructor: Professor Amos Ron Scribes: Mrk Cowlishw, Yunpeng Li, Nthnel Fillmore For the lst few lectures we hve discussed
More information4.4 Areas, Integrals and Antiderivatives
. res, integrls nd ntiderivtives 333. Ares, Integrls nd Antiderivtives This section explores properties of functions defined s res nd exmines some connections mong res, integrls nd ntiderivtives. In order
More informationACCESS TO SCIENCE, ENGINEERING AND AGRICULTURE: MATHEMATICS 1 MATH00030 SEMESTER /2019
ACCESS TO SCIENCE, ENGINEERING AND AGRICULTURE: MATHEMATICS MATH00030 SEMESTER 208/209 DR. ANTHONY BROWN 7.. Introduction to Integrtion. 7. Integrl Clculus As ws the cse with the chpter on differentil
More informationEntropy ISSN
Entropy 006, 8[], 50-6 50 Entropy ISSN 099-4300 www.mdpi.org/entropy/ ENTROPY GENERATION IN PRESSURE GRADIENT ASSISTED COUETTE FLOW WITH DIFFERENT THERMAL BOUNDARY CONDITIONS Abdul Aziz Deprtment of Mechnicl
More informationExam 1 Solutions (1) C, D, A, B (2) C, A, D, B (3) C, B, D, A (4) A, C, D, B (5) D, C, A, B
PHY 249, Fll 216 Exm 1 Solutions nswer 1 is correct for ll problems. 1. Two uniformly chrged spheres, nd B, re plced t lrge distnce from ech other, with their centers on the x xis. The chrge on sphere
More informationSUMMER KNOWHOW STUDY AND LEARNING CENTRE
SUMMER KNOWHOW STUDY AND LEARNING CENTRE Indices & Logrithms 2 Contents Indices.2 Frctionl Indices.4 Logrithms 6 Exponentil equtions. Simplifying Surds 13 Opertions on Surds..16 Scientific Nottion..18
More informationJim Lambers MAT 169 Fall Semester Lecture 4 Notes
Jim Lmbers MAT 169 Fll Semester 2009-10 Lecture 4 Notes These notes correspond to Section 8.2 in the text. Series Wht is Series? An infinte series, usully referred to simply s series, is n sum of ll of
More information8 Laplace s Method and Local Limit Theorems
8 Lplce s Method nd Locl Limit Theorems 8. Fourier Anlysis in Higher DImensions Most of the theorems of Fourier nlysis tht we hve proved hve nturl generliztions to higher dimensions, nd these cn be proved
More informationAMPERE CONGRESS AMPERE on Magnetic Resonance and Related Phenomena. Under the auspices of The GROUPEMENT AMPERE
AMPERE 2000 th 30 CONGRESS AMPERE on Mgnetic Resonnce nd Relted Phenomen Lison, Portugl, 23-2 July 2000 Under the uspices of The GROUPEMENT AMPERE Edited y: A.F. MARTINS, A.G. FEIO nd J.G. MOURA Sponsoring
More informationQuantum Analogs Chapter 4 Student Manual
Quntum Anlogs Chpter 4 Student Mnul Modeling One Dimensionl Solid Professor Rene Mtzdorf Universitet Kssel Stud. Mn. Rev 2.0 12/09 4. Modeling one-dimensionl solid There re two different wys to explin
More informationProbability Distributions for Gradient Directions in Uncertain 3D Scalar Fields
Technicl Report 7.8. Technische Universität München Probbility Distributions for Grdient Directions in Uncertin 3D Sclr Fields Tobis Pfffelmoser, Mihel Mihi, nd Rüdiger Westermnn Computer Grphics nd Visuliztion
More informationa < a+ x < a+2 x < < a+n x = b, n A i n f(x i ) x. i=1 i=1
Mth 33 Volume Stewrt 5.2 Geometry of integrls. In this section, we will lern how to compute volumes using integrls defined by slice nlysis. First, we recll from Clculus I how to compute res. Given the
More information13: Diffusion in 2 Energy Groups
3: Diffusion in Energy Groups B. Rouben McMster University Course EP 4D3/6D3 Nucler Rector Anlysis (Rector Physics) 5 Sept.-Dec. 5 September Contents We study the diffusion eqution in two energy groups
More informationNUMERICAL INTEGRATION. The inverse process to differentiation in calculus is integration. Mathematically, integration is represented by.
NUMERICAL INTEGRATION 1 Introduction The inverse process to differentition in clculus is integrtion. Mthemticlly, integrtion is represented by f(x) dx which stnds for the integrl of the function f(x) with
More informationSummary of equations chapters 7. To make current flow you have to push on the charges. For most materials:
Summry of equtions chpters 7. To mke current flow you hve to push on the chrges. For most mterils: J E E [] The resistivity is prmeter tht vries more thn 4 orders of mgnitude between silver (.6E-8 Ohm.m)
More informationFrobenius numbers of generalized Fibonacci semigroups
Frobenius numbers of generlized Fiboncci semigroups Gretchen L. Mtthews 1 Deprtment of Mthemticl Sciences, Clemson University, Clemson, SC 29634-0975, USA gmtthe@clemson.edu Received:, Accepted:, Published:
More informationSimulation of Eclipsing Binary Star Systems. Abstract
Simultion of Eclipsing Binry Str Systems Boris Yim 1, Kenny Chn 1, Rphel Hui 1 Wh Yn College Kowloon Diocesn Boys School Abstrct This report briefly introduces the informtion on eclipsing binry str systems.
More informationThe Properties of Stars
10/11/010 The Properties of Strs sses Using Newton s Lw of Grvity to Determine the ss of Celestil ody ny two prticles in the universe ttrct ech other with force tht is directly proportionl to the product
More informationA027 Uncertainties in Local Anisotropy Estimation from Multi-offset VSP Data
A07 Uncertinties in Locl Anisotropy Estimtion from Multi-offset VSP Dt M. Asghrzdeh* (Curtin University), A. Bon (Curtin University), R. Pevzner (Curtin University), M. Urosevic (Curtin University) & B.
More informationMulti-objective optimization of dielectric layer photonic crystal filter
Optic Applict, Vol. XLVII, No. 1, 017 DOI: 10.577/o170103 Multi-objective optimiztion of dielectric lyer photonic crystl filter HONGWEI YANG *, CUIYING HUANG, SHANSHAN MENG College of Applied Sciences,
More informationKai Sun. University of Michigan, Ann Arbor
Ki Sun University of Michign, Ann Arbor How to see toms in solid? For conductors, we cn utilize scnning tunneling microscope (STM) to see toms (Nobel Prize in Physics in 1986) Limittions: (1) conductors
More informationCambridge International Examinations Cambridge International Advanced Subsidiary and Advanced Level. Published
Cmbridge Interntionl Exmintions Cmbridge Interntionl Advnced Subsidiry nd Advnced Level MATHEMATICS 9709/ Pper October/November 06 MARK SCHEME Mximum Mrk: 75 Published This mrk scheme is published s n
More informationMultiscale Fourier Descriptor for Shape Classification
Multiscle Fourier Descriptor for Shpe Clssifiction Iivri Kunttu, een epistö, Juhni Ruhm 2, nd Ari Vis Tmpere University of Technology Institute of Signl Processing P. O. Box 553, FI-330 Tmpere, Finlnd
More informationMATHS NOTES. SUBJECT: Maths LEVEL: Higher TEACHER: Aidan Roantree. The Institute of Education Topics Covered: Powers and Logs
MATHS NOTES The Institute of Eduction 06 SUBJECT: Mths LEVEL: Higher TEACHER: Aidn Rontree Topics Covered: Powers nd Logs About Aidn: Aidn is our senior Mths techer t the Institute, where he hs been teching
More informationMonte Carlo method in solving numerical integration and differential equation
Monte Crlo method in solving numericl integrtion nd differentil eqution Ye Jin Chemistry Deprtment Duke University yj66@duke.edu Abstrct: Monte Crlo method is commonly used in rel physics problem. The
More informationChem 130 Second Exam
Nme Chem 130 Second Exm On the following pges you will find questions tht cover the structure of molecules, ions, nd solids, nd the different models we use to explin the nture of chemicl bonding. Red ech
More information7.1 Integral as Net Change and 7.2 Areas in the Plane Calculus
7.1 Integrl s Net Chnge nd 7. Ares in the Plne Clculus 7.1 INTEGRAL AS NET CHANGE Notecrds from 7.1: Displcement vs Totl Distnce, Integrl s Net Chnge We hve lredy seen how the position of n oject cn e
More informationWeek 10: Line Integrals
Week 10: Line Integrls Introduction In this finl week we return to prmetrised curves nd consider integrtion long such curves. We lredy sw this in Week 2 when we integrted long curve to find its length.
More informationLecture 19: Continuous Least Squares Approximation
Lecture 19: Continuous Lest Squres Approximtion 33 Continuous lest squres pproximtion We begn 31 with the problem of pproximting some f C[, b] with polynomil p P n t the discrete points x, x 1,, x m for
More informationChapter 0. What is the Lebesgue integral about?
Chpter 0. Wht is the Lebesgue integrl bout? The pln is to hve tutoril sheet ech week, most often on Fridy, (to be done during the clss) where you will try to get used to the ides introduced in the previous
More informationNumerical quadrature based on interpolating functions: A MATLAB implementation
SEMINAR REPORT Numericl qudrture bsed on interpolting functions: A MATLAB implementtion by Venkt Ayylsomyjul A seminr report submitted in prtil fulfillment for the degree of Mster of Science (M.Sc) in
More information2008 Mathematical Methods (CAS) GA 3: Examination 2
Mthemticl Methods (CAS) GA : Exmintion GENERAL COMMENTS There were 406 students who st the Mthemticl Methods (CAS) exmintion in. Mrks rnged from to 79 out of possible score of 80. Student responses showed
More informationMath 32B Discussion Session Session 7 Notes August 28, 2018
Mth 32B iscussion ession ession 7 Notes August 28, 28 In tody s discussion we ll tlk bout surfce integrls both of sclr functions nd of vector fields nd we ll try to relte these to the mny other integrls
More informationSupplementary Material for Wave-pinning and cell polarity from a bistable reaction-diffusion system
Supplementry Mteril for Wve-pinning nd cell polrity from bistble rection-diffusion system Yoichiro Mori, Alendr Jilkine nd Leh Edelstein-Keshet Model Comprisons We concentrte here the three systems to
More informationHow can we approximate the area of a region in the plane? What is an interpretation of the area under the graph of a velocity function?
Mth 125 Summry Here re some thoughts I ws hving while considering wht to put on the first midterm. The core of your studying should be the ssigned homework problems: mke sure you relly understnd those
More informationIntro to Nuclear and Particle Physics (5110)
Intro to Nucler nd Prticle Physics (5110) Feb, 009 The Nucler Mss Spectrum The Liquid Drop Model //009 1 E(MeV) n n(n-1)/ E/[ n(n-1)/] (MeV/pir) 1 C 16 O 0 Ne 4 Mg 7.7 14.44 19.17 8.48 4 5 6 6 10 15.4.41
More informationConservation Law. Chapter Goal. 6.2 Theory
Chpter 6 Conservtion Lw 6.1 Gol Our long term gol is to unerstn how mthemticl moels re erive. Here, we will stuy how certin quntity chnges with time in given region (sptil omin). We then first erive the
More informationSupporting Online Material for
Correction: 1 December 007 www.sciencemg.org/cgi/content/full/318/5857/1750/dc1 Supporting Online Mteril for Mott Trnsition in VO Reveled by Infrred Spectroscopy nd Nno- Imging M. M. Qzilbsh,* M. Brehm,
More informationFirst midterm topics Second midterm topics End of quarter topics. Math 3B Review. Steve. 18 March 2009
Mth 3B Review Steve 18 Mrch 2009 About the finl Fridy Mrch 20, 3pm-6pm, Lkretz 110 No notes, no book, no clcultor Ten questions Five review questions (Chpters 6,7,8) Five new questions (Chpters 9,10) No
More informationSelf-similarity and symmetries of Pascal s triangles and simplices mod p
Sn Jose Stte University SJSU ScholrWorks Fculty Publictions Mthemtics nd Sttistics Februry 2004 Self-similrity nd symmetries of Pscl s tringles nd simplices mod p Richrd P. Kubelk Sn Jose Stte University,
More informationSession Trimester 2. Module Code: MATH08001 MATHEMATICS FOR DESIGN
School of Science & Sport Pisley Cmpus Session 05-6 Trimester Module Code: MATH0800 MATHEMATICS FOR DESIGN Dte: 0 th My 06 Time: 0.00.00 Instructions to Cndidtes:. Answer ALL questions in Section A. Section
More information(See Notes on Spontaneous Emission)
ECE 240 for Cvity from ECE 240 (See Notes on ) Quntum Rdition in ECE 240 Lsers - Fll 2017 Lecture 11 1 Free Spce ECE 240 for Cvity from Quntum Rdition in The electromgnetic mode density in free spce is
More informationData Provided: A formula sheet and table of physical constants are attached to this paper.
PHY472 Dt Provided: Formul sheet nd physicl constnts Dt Provided: A formul sheet nd tble of physicl constnts re ttched to this pper. DEPARTMENT OF PHYSICS & Autumn Semester 2009-2010 ASTRONOMY DEPARTMENT
More informationEuler, Ioachimescu and the trapezium rule. G.J.O. Jameson (Math. Gazette 96 (2012), )
Euler, Iochimescu nd the trpezium rule G.J.O. Jmeson (Mth. Gzette 96 (0), 36 4) The following results were estblished in recent Gzette rticle [, Theorems, 3, 4]. Given > 0 nd 0 < s
More informationSynoptic Meteorology I: Finite Differences September Partial Derivatives (or, Why Do We Care About Finite Differences?
Synoptic Meteorology I: Finite Differences 16-18 September 2014 Prtil Derivtives (or, Why Do We Cre About Finite Differences?) With the exception of the idel gs lw, the equtions tht govern the evolution
More informationDEFINITION OF ASSOCIATIVE OR DIRECT PRODUCT AND ROTATION OF VECTORS
3 DEFINITION OF ASSOCIATIVE OR DIRECT PRODUCT AND ROTATION OF VECTORS This chpter summrizes few properties of Cli ord Algebr nd describe its usefulness in e ecting vector rottions. 3.1 De nition of Associtive
More informationSummary Information and Formulae MTH109 College Algebra
Generl Formuls Summry Informtion nd Formule MTH109 College Algebr Temperture: F = 9 5 C + 32 nd C = 5 ( 9 F 32 ) F = degrees Fhrenheit C = degrees Celsius Simple Interest: I = Pr t I = Interest erned (chrged)
More informationMethod of Localisation and Controlled Ejection of Swarms of Likely Charged Particles
Method of Loclistion nd Controlled Ejection of Swrms of Likely Chrged Prticles I. N. Tukev July 3, 17 Astrct This work considers Coulom forces cting on chrged point prticle locted etween the two coxil,
More information