De Broglie Wavelength of a Nonlocal Four-Photon

Size: px
Start display at page:

Download "De Broglie Wavelength of a Nonlocal Four-Photon"

Transcription

1 1 De Broglie Wvelength of Nonlocl Four-Photon Philip Wlther*, Jin-Wei Pn, Mrkus Aspelmeyer *, Rupert Ursin *, Sr Gsproni* & Anton Zeilinger * * Institut für Experimentlphysik, Universität Wien, Boltzmnngsse 5, 1090 Wien, Austri Physiklisches Institut, Universität eidelerg, Philosophenweg 1, D-6910 eidelerg, Germny Institut für Quntenoptik und Qunteninformtion, Österreichische Akdemie der Wissenschften

2 Superposition is one of the most distinct fetures of quntum theory nd hs een demonstrted in numerous reliztions of Young s clssicl doule -slit interference experiment nd its nlogues 1-5. owever, quntum entnglement 6 - significnt coherent superposition in multiprticle systems - yields phenomen tht re much riche r nd more interesting thn nything tht cn e seen in oneprticle system 7,8. Among them, one importnt type of multi-prticle experiments uses pth-entngled numer-sttes, which exhiit pure higher-order interference nd llow novel pplictions in metrology nd imging 9 such s quntum 10-1 interferometry nd spectroscopy with phse sensitivity t the eisenerg limit or quntum lithogrphy eyond the clssicl diffrction limit 1. Up to now, in opticl implementtions of such schemes lower-order interference effects would lwys decrese the overll performnce t higher prticle numers. They hve thus een limited to two photons 1. We overcome this limittion nd demonstrte liner-optics-sed four-photon interferometer. Oservtion of four-prticle mode -entngled stte is confirmed y interference fringes with periodicity of one qurter of the single -photon wvelength. This scheme cn redily e extended to ritrry photon numers nd thus represents n importnt step towrds relizle pplictions with entnglement-enhnced performnce. To see the origin of multiprticle interference more clerly, consider first simple nlogue to Young s doule slit experiment, i.e. Mch-Zehnder (MZ) interferometer (Figure 1). There, single-photon interference occurs due to the sptil seprtion of two modes of propgtion 1 nd 1 for single prticle entering the interferometer t the first emsplitter. rition of the pth length x induces phse shift ϕ nd gives thus rise to detection proilities P 1+ cos ϕ nd P 1 cos ϕ in ech of the two output modes nd ehind the exit emsplitter. Two-photon interference occurs when 1 nd 1 re the modes of propgtion for stte of two indistinguishle 1 i ϕ photons, i.e. iphoton stte Ψ = ( 0 + e 0 ). This is

3 superposition where either two photons re in mode 1 nd none re in mode 1, or, vice vers, no photons re in mode 1 nd two photons propgte within mode 1. This represents pth-entngled two-photon stte, which exhiits pure two-prticle interference t the output emsplitter. Note tht the pth length vrition x cts on oth photons nd gives thus rise to douled phse shift compred to the single photon cse. Becuse of the unvilility of detectors which re le to distinguish etween N nd N + 1 photons, coincidence mesurements of sptilly seprted photons re required to oserve multi-photon sttes. This cn e chieved, though only proilisticlly, y dding emsplitter in ech of the sptil output modes of the interferometer. The proility to find two photons in either mode or then oscilltes with P 1 + cos( ϕ ) nd P 1 cos( ϕ),, single-photon detection proilities P nd P remin constnt., respectively, while the In the generlized cse of n N-prticle interferometer, the N photons will e in superposition of eing in either mode 1 or 1, resulting in in ϕ ( N 0 + e N ) 1 Ψ = 0. (1) In other words, the pths re entngled in photon numer. ere N (or N ) 1 1 indictes the N -prticle Fock stte in sptil mode 1 (or 1), respe ctively, nd N = 0 represents n empty mode. The phse modultion N ϕ increses linerly with the prticle numer N, which is the origin of ll entnglement-enhnced interferometric schemes. In prticulr, the N -photon detection proility in ech of the interferometer outputs would vry s + cos( N ϕ) P N 1. It hs therefore een suggested to ttriute n effective de Broglie wvelength?/n to the quntum stte. This resemles the cse of hevy mssive molecule consisting of N toms; though here the prticles re in no wy ound to ech other 15.

4 In order to est enefit from such entnglement -enhnced interferometric techniques it is desirle to experimentlly chieve high photon numer N for sttes of the form (1). The specil cse of N = ws relized oth in the originl Young s doule-slit geometry y using colliner production of iphoton sttes vi prmetric down conversion 16 nd in Mch-Zehnder configurtion y using two-photon interference to suppress unwnted single -photon contriutions 17,18. It is commonly elieved tht the reliztion for sttes with N > requires the use of non-liner gtes 19 or N dditionl ncill detectors with single -photon resolution 0. Unfortuntely, ech of these schemes is not fesile with current technologies. We demonstrte how to overcome this limittion giving specific exmple of pure four-photon interferometry. Our proposl is sed on seprting photon pirs into different pirs of modes nd utilizing two-prticle-interferometry rther thn distinguishing photon numers or employing nonliner emsplitters. To chieve this gol, we exploit type-ii spontneous prmetric down-conversion (SPDC) 1. An ultr-violet pulse psses through etrium -orte (BBO) crystl, proilisticlly emitting pirs of energy-degenerte polriztion-entngled photons into the sptil modes 1 nd (Figure ). The U pump em is reflected ck t mirror nd cn thus lso emit entngled photon pirs into the sptil modes 1 nd (Figure ). The setup is ligned to generte the following mximlly entngled iphoton stte ( ) + 1 F = () for ech of the pirs emitted into the pirs of modes 1- nd 1-, respectively. ere (or ) indictes horizontl (or verticl) polriztion of the photon. We first consider the cse where only one pir of entngled photons is emitted on doule pss of the U pulse through the crystl. There re two proility mplitudes

5 5 which will contriute to the emerging two-photon stte, i.e. the pir is emitted either into the pir of modes 1- or into the pir of modes 1-. We then coherently comine the two pirs of modes t the two polrizing emsplitters (PBS). Since the PBS trnsmits horizontlly polrized light nd reflects verticlly polrized light, conditionl on detecting one photon in ech of the output ports nd the iphoton stte will e F i ϕ ( + e ) 1 = () where gin ϕ is the phse modultion of single -photon 17,. The phse ϕ is proportionl to the position of the pump mirror PM, where Dx is the U pth-length chnge. Two-photon interference fringes my now e oserved y performing projection mesurement in the modes nd in the liner polriztion sis ± = ( )( ± ) coincidence 1. Specificlly, the proility of detecting two-fold + is proportionl to P 1 cos( ϕ ), lredy signture of non-loclity, of the two-photon stte (Figure ).. These correltions re Let us now explin how our scheme cn e generlized to four photons nd even higher photon numers. Consider the cse where two pirs of photons re emitted on doule pss of the pump em through the crystl. There re two possiilities which will contriute to n overll four-photon stte, i.e. either y doule-pir emission on one or the other side, where two photon pirs re emitted into the sme pir of modes 1- or 1-, respectively, or one pir of photons is emitted simultneously into ech of the modes 1- nd 1-. We first study the doule-pir emission cse where oth pirs propgte within the sme mode pir. A four-fold coincidence fter the two PBS, i.e. detection of single photon in ech of the output ports,, nd, will either result from

6 6 contriution, if the two photon pirs re oth in 1-, or from contriution, if the two photon pirs re oth in 1-. Temporl overlpping of oth pirs of modes t the two PBS results in i e ϕ +, coherent superposition of forwrd nd c kwrd emission t the sme time, where ll the four ckwrd emitted photons re phse shifted y the pump mirror PM. Introducing pth difference of Dx nd further performing polriztion mesurement in the ± sis to chieve indistinguishility results in interference fringes with one qurter of the single-photon wvelength. owever, with the sme pro ility s the doule-pir emission, one photon pir is emitted into ech of the mode pirs 1- nd 1- y one pulse. Tht second cse of one pir eing emitted forwrds nd one ckwrds will lso result in four -fold coincidences, either from or contriution, where ll the photons hve the sme polriztion. This coherent superposition ( ) i e + ϕ hs n overll phse nd thus fixed reltive phse 5 which is independent of the position of the pump mirror. Note tht this overll phse is hlved compred to the doule-pir emission cse. This is due to the fct tht in this cse in ech contriution only two photons re ffected y the pump mirror. Therefore the complete (for simplicity un-normlized) four-photon stte ehind the PBS cn e written s: ( ) i i e e ϕ ϕ (5) For oserving undistured four photon interference the lst two contriutions hve to e ersed. This cn e chieved y performing proper projection mesurement of the four output modes,, nd into the ± ses; then the numer of +

7 7 projections is different from the numer of projections, sy The overll four -photon mplitude originting from one photon in ech mode then i ϕ ecomes e ( ) nd thus vnishes due to the fixed phse reltion. This is the four-photon equivlent to ong-ou-mndel interference 6 of two photons rriving t the emsplitter. Thus the four-photon detection proility in the sptilly seprted output modes,, nd oscilltes like P 1 + cos( ), i.e. this projection llows the oservtion of unpertured,,, ϕ interference of four-photon stte. Figure comp res this pure four -photon interference effect (Figure c) with the well-known two-photon interference (Figure ) nd the single-photon interference (Figure ) s were otined with the sme setup. Fits to the dt revel reduction of the oscilltion wvelength from 8±6 nm for the single-photon cse over 95±16 nm for the two-photon cse nd 19±9 nm for the four-photon cse. The devition is within experimentl error given y the therml long-term stility of our interferometric setup. This demonstrtes tht the phse modultion of the mirror PM is pplied to ll the sptilly seprted four photons simultneously. Consequently, one hs to tret the fourphoton stte (5) s one oject of the form ψ = ( 0 + e 0 ), 1, 1, 1, 1, 1 i ϕ which is similr to so-clled noon -stte 7. Our four-photon stte hs the dditionl interesting property tht it is nonlocl. It is superposition of four photons either in mode 1 nd or 1 nd. The de -Broglie wvelength feture is then relized y joint nonlocl mesurement on the two photons in nd on one side together with the photons nd on the other. In contrst, ny projection mesurement different from the ove will result in n equl contriution of ll four-photon terms to the interference pttern, including the unwnted contriutions of one photon per sptil mode, s hs een oserved efore 8. For exmple, no pure four -fold wvelength reduction cn e ttined y projecting the

8 8 four-photon stte of (5) onto There, the four-photon detection 1 proility oscilltes like P,,, 1+ cos ( ϕ ) = + cos( ϕ) + cos( ϕ), which is confirmed y compring the simultneously mesured two- nd four-photon coincidences of Figure. The employed method llows the genertion of four-photon sttes nd their susequent utiliztion in pure four-prticle interferometry. The result clerly confirms the theoreticl expecttion tht the de-broglie wvelength of four -photon stte is one fourth of single photon, thus leding to the generl rule λ ( N ) = λ(1) N. This overcomes stte -of -the-rt two-prticle interferometry nd opens new possiilities in quntum metrology nd in quntum imging pplictions, which might e potentilly useful tool for nno-technology 7. It is importnt to note tht, in principle, this scheme cn e extended to higher prticle numers if more sptil modes re involved. The ctul limittion due to low count rtes might eventully e overcome with the next genertion of entngled photon sources.

9 9 1. Young, T. Experiments nd clcultions reltive to physicl optics. Phil. Trns. Roy. Soc. of Lond. 9, 1-16 (180).. Mrton, L. Electron interferometer. Phys. Rev. 85, (195).. Ruch,., Treimer W. & Bonse, U. Test of Single Crystl Neutron Interferometer, Phys. Lett. A 7, (197).. Keith, D.W., Ekstrom, C.R., Pritchrd, D.E. An Interferometer for Atoms, Phys. Rev. Lett. 66, (1991). 5. Arndt, M., Nirz, O., os -Andree, J., Keller, C., vn der Zouw, G. & Zeilinger, A. Wve -Prticle Dulity of C60 Molecules. Nture 01, (1999). 6. Schrödinger, E. Die gegenwärtige Sitution in der Quntenmechnik. Nturwissenschften, , 8-88, 8-89 (195). 7. orne M.A. & Zeilinger A. A Bell-Type Experiment Using Liner Moment. Symposium on the Foundtions of Modern Physics, Joensuu, Lthi P. & Mittelsted P. (ed.), 5 (1985). 8. Greenerger, D., orne, M., Zeilinger, A., Multiprticle Interferometry nd the Superposition Principle. Physics Tody 8, -9 (199). 9. Lee,., Kok, P. & Dowling, J. P. Quntum Imging nd Metrology. Proc. Sixth Interntionl Conference on Quntum Communiction, Mesurement nd Computing, Shpiro, J.. & irot, O. (ed.), Rinton Press, (00). 10. Yurke, B. Input Sttes for Enhncement of Fermion Interferometer Sensitivity. Phys. Rev. Lett. 56, (1986). 11. ollnd, M. J. & Burnett, K. Interferometric Detection of Opticl Phse Shifts t the eisenerg Limit. Phys. Rev. Lett. 71, (199).

10 10 1. Bollinger, J. J. Itno, W. M., Winelnd, D. J. & einzen, D. J. Optiml frequency mesurements with mximlly correlted sttes. Phys. Rev. A 5, R69-R65 (1996). 1. Boto, A., Kok, P., Arms, D., Brunstein S., Willims C. & Dowling J. Quntum Interferometric Opticl Lithogrphy: Exploiting Entnglement to Bet the Diffrction Limit. Phys. Rev. Lett. 85, 7-76 (000). 1. Steuerngel, O. de Broglie wvelength reduction for multiphoton wve pcket. Phys. Rev. A. 65, 080 (00). 15. Jcoson, J., Björk, G., Chung, I. & Ymmoto Y. Photonic de Broglie Wves. Phys. Rev. Lett. 7, (1995). 16. Fonsec, E. J. S., Monken, C.. & Pdu, S. Mesurement of the de Broglie Wvelength of Multiphoton Wve Pcket. Phys. Rev. Lett. 8, (1999). 17. Ou, Z. Y., Wng, L. J., Zou, X. Y. & Mndel, L. Evidence for phse memory in two-photon down conversion through entnglement with the vcuum. Phys. Rev. A 1, (1990). 18. Edmtsu, K., Shimizu, R. & Itoh, T. Mesurement of the Photonic de Broglie Wvelength of Entngled Photon Pirs Generted y Spontneous Prmetric Down-Conversion. Phys. Rev. Lett. 89, 1601 (1995). 19. Gerry, C. C. & Cmpos, R. A. Genertion of mximlly entngled photonic sttes with quntum-opticl Fredkin gte. Phys. Rev. A 6, 0681 (001) 0. Kok, P., Lee,. & Dowling, J. Cretion of lrge -photon numer pth entnglement conditioned on photodetection. Phys. Rev. A 65, 0510 (00). 1. Kwit, P. G., et l. New igh-intensity Source of Polriztion-Entngled Photon Pirs. Phys. Rev. Lett. 75, 7-1 (1995).

11 11. Pn, J.-W., Gsproni, S., Ursin, R., Weihs, G. & Zeilinger, A. Experimentl entnglement purifiction of ritrry unknown sttes. Nture, 17- (00).. Shih, Y.. & Alley, C. O. New Type of Einstein-Podolsky-Rosen-Bohm Experiment Using Pirs of Light Qunt Produced y Opticl Prmetric Down Conversion. Phys. Rev. Lett. 61, 91-9 (1988).. Ou, Z. Y. & Mndel, L. ioltion of Bell's Inequlity nd Clssicl Proility in Two-Photon Correltion Experiment. Phys. Rev. Lett. 61, 50-5 (1988). 5. Simon, C. & Pn, J. -W. Polriztion Entnglement Purifiction using Sptil Entnglement. Phys. Rev. Lett. 89, (00). 6. ong, C. K., Ou, Z. Y. & Mndel, L. Mesurement of supicosecond time intervls etween two photons y interference. Phys. Rev. Lett. 59, 0-06 (1987). 7. Kok, P. et l. Quntum interferometric opticl lithogrphy: towrds ritrry twodimensionl ptterns. Phys. Rev. A 6, 0607/1-8 (001). 8. Lms-Linres, A., owell, J. C. & Bouwmeester, D. Stimulted emission of polriztion-entngled photons. Nture 1, (001). Acknowledgements: We thnk C. Brukner nd K. Resch for discussions. This work ws supported y the Austrin Science Foundtion (FWF), project numer SFB 015 P06, y the Europen Commission, contrct no. IST , RAMBOQ, nd y the Alexnder von umoldt-foundtion.

12 1 Figure1 A two-mode Mch-Zehnder interferometer. The phse is chnged y vrying the pth length vi the position of mirror. Single-photon interference occurs due to the sptil seprtion of two possile modes of propgtion 1 nd 1 for single prticle entering the interferometer t the first emsplitter (BS). Two-photon interference cn e chieved when 1 nd 1 re the two possile modes of propgtion for iphoton stte.

13 1 Figure In our experiment the required four -photon stte is produced y type-ii spontneous prmetric down-conversion (SPDC). A 00 fs pulse t centrl Uwvelength of 95 nm nd t repetition rte of 76 Mz psses through et -riumorte (BBO) crystl proilisticlly emitting pirs of energy-dege nerte polriztionentngled photons t 790 nm into the sptil modes 1 nd. The U pump em is reflected ck t mirror nd might thus emit second pir into the sptil modes 1 nd. The proility of single -pir cretion is on the order of p (in our setup ), while the proility to crete two pirs is proportionl to p. nm ndwidth filters (F) nd coupling into single-mode fires in front of ech detector enles good temporl nd sptil overlp of the photon-wvepckets t the polrizing emsplitters (PBS). The U-pump is reflected y the pump mirror PM, which is mounted on computer -controlled trnsltion stge. By scnning the position of PM with step size of 1 µm nd performing fine djustment of the position of M, we chieved the temporl overlp of modes 1 nd 1, nd of modes nd. An dditionl piezo trnsltion stge is used to move the pump mirror PM nd to perform chnge of the phse etween four photons emitted into modes 1 nd reltive to the four photons emitted into 1 nd. The detection of the sptilly seprted -photon coincidences ehind 5 polrizer (Pol) while vrying the position of PM leds to the oserved interference fringes.

14 1 Figure Experimentl demonstrtion of pure one-, two- nd four- photon interference. The two- nd four- photon interference is recorded simultneously, while for the onephoton interferometry the pulsed lser hs een switched from mode-locking to continuous-wve (cw) mode. Single photon rte in mode fter performing projection mesurement in the liner polriztion sis ± = ( )( ± ) 1. For this interference pttern, the pump lser is used in the CW mode t 790nm (insted of the mode-locked frequency-douled mode t 95nm). A Mch-Zehnder configurtion for modes 1-1 rises for light scttered from the BBO-crystl when pssing through the crystl. By moving the pump mirror PM interference fringes pper for single photons with centrl wvelength of 790nm which corresponds to the down-converted photons. Note tht, due to the ck reflection of the pump em, the chnge in the opticl pth is twice s lrge s in the position of the pump mirror. The two-photon coincidence rte corresponding to the detection in mode nd fter projecting onto +. c Performing projection onto results in pure four-photon interference due to projection onto the (non-locl) pth-entngled four-photon stte 1 i ϕ ψ = ( 0 + e 0 ). 1, 1, 1, 1,

15 15 Figure Two- nd four-photon interference without proper post-selection. Twophoton interference fter pssing two 5 polrizer, projecting onto + + in the mode nd. Simultneously mesured four-photon coincidences fter projecting onto the stte This leds to dditionl, unwnted two-photon interference terms resulting in the mximlly entngled stte Ψ i ϕ i ϕ 0 + e 0 + e 1, 1, 1, 1, 1, 1, chnge in the opticl pth is twice the movement of the pump mirr or PM.. Agin, the effective

16 16

17 17

18 18

19 19

Entanglement Purification

Entanglement Purification Lecture Note Entnglement Purifiction Jin-Wei Pn 6.5. Introduction( Both long distnce quntum teleporttion or glol quntum key distriution need to distriute certin supply of pirs of prticles in mximlly entngled

More information

Quantum Nonlocality Pt. 2: No-Signaling and Local Hidden Variables May 1, / 16

Quantum Nonlocality Pt. 2: No-Signaling and Local Hidden Variables May 1, / 16 Quntum Nonloclity Pt. 2: No-Signling nd Locl Hidden Vriles My 1, 2018 Quntum Nonloclity Pt. 2: No-Signling nd Locl Hidden Vriles My 1, 2018 1 / 16 Non-Signling Boxes The primry lesson from lst lecture

More information

Lecture Notes PH 411/511 ECE 598 A. La Rosa Portland State University INTRODUCTION TO QUANTUM MECHANICS

Lecture Notes PH 411/511 ECE 598 A. La Rosa Portland State University INTRODUCTION TO QUANTUM MECHANICS Lecture Notes PH 4/5 ECE 598. L Ros Portlnd Stte University INTRODUCTION TO QUNTUM MECHNICS Underlying subject of the PROJECT ssignment: QUNTUM ENTNGLEMENT Fundmentls: EPR s view on the completeness of

More information

Today s summary. MIT 2.71/2.710 Optics 10/24/05 wk8-a-1

Today s summary. MIT 2.71/2.710 Optics 10/24/05 wk8-a-1 Tody s summry Multiple bem interferometers: Fbry-Perot resontors Stokes reltionships Trnsmission nd reflection coefficients for dielectric slb Opticl resonnce Principles of lsers Coherence: sptil / temporl

More information

C/CS/Phys C191 Bell Inequalities, No Cloning, Teleportation 9/13/07 Fall 2007 Lecture 6

C/CS/Phys C191 Bell Inequalities, No Cloning, Teleportation 9/13/07 Fall 2007 Lecture 6 C/CS/Phys C9 Bell Inequlities, o Cloning, Teleporttion 9/3/7 Fll 7 Lecture 6 Redings Benenti, Csti, nd Strini: o Cloning Ch.4. Teleporttion Ch. 4.5 Bell inequlities See lecture notes from H. Muchi, Cltech,

More information

Extended nonlocal games from quantum-classical games

Extended nonlocal games from quantum-classical games Extended nonlocl gmes from quntum-clssicl gmes Theory Seminr incent Russo niversity of Wterloo October 17, 2016 Outline Extended nonlocl gmes nd quntum-clssicl gmes Entngled vlues nd the dimension of entnglement

More information

Light and Optics Propagation of light Electromagnetic waves (light) in vacuum and matter Reflection and refraction of light Huygens principle

Light and Optics Propagation of light Electromagnetic waves (light) in vacuum and matter Reflection and refraction of light Huygens principle Light nd Optics Propgtion of light Electromgnetic wves (light) in vcuum nd mtter Reflection nd refrction of light Huygens principle Polristion of light Geometric optics Plne nd curved mirrors Thin lenses

More information

1B40 Practical Skills

1B40 Practical Skills B40 Prcticl Skills Comining uncertinties from severl quntities error propgtion We usully encounter situtions where the result of n experiment is given in terms of two (or more) quntities. We then need

More information

1 Nondeterministic Finite Automata

1 Nondeterministic Finite Automata 1 Nondeterministic Finite Automt Suppose in life, whenever you hd choice, you could try oth possiilities nd live your life. At the end, you would go ck nd choose the one tht worked out the est. Then you

More information

Arbitrary superpositions of quantum operators by single-photon interference

Arbitrary superpositions of quantum operators by single-photon interference Bri, 29 settembre 2009 Società Itlin di Fisic XCV Congresso Nzionle Seoul Ntionl University Arbitrry superpositions of quntum opertors by single-photon interference Alessndro Zvtt CNR-INOA (Firenze) Vlentin

More information

I1 = I2 I1 = I2 + I3 I1 + I2 = I3 + I4 I 3

I1 = I2 I1 = I2 + I3 I1 + I2 = I3 + I4 I 3 2 The Prllel Circuit Electric Circuits: Figure 2- elow show ttery nd multiple resistors rrnged in prllel. Ech resistor receives portion of the current from the ttery sed on its resistnce. The split is

More information

221A Lecture Notes WKB Method

221A Lecture Notes WKB Method A Lecture Notes WKB Method Hmilton Jcobi Eqution We strt from the Schrödinger eqution for single prticle in potentil i h t ψ x, t = [ ] h m + V x ψ x, t. We cn rewrite this eqution by using ψ x, t = e

More information

221B Lecture Notes WKB Method

221B Lecture Notes WKB Method Clssicl Limit B Lecture Notes WKB Method Hmilton Jcobi Eqution We strt from the Schrödinger eqution for single prticle in potentil i h t ψ x, t = [ ] h m + V x ψ x, t. We cn rewrite this eqution by using

More information

Designing Information Devices and Systems I Spring 2018 Homework 7

Designing Information Devices and Systems I Spring 2018 Homework 7 EECS 16A Designing Informtion Devices nd Systems I Spring 2018 omework 7 This homework is due Mrch 12, 2018, t 23:59. Self-grdes re due Mrch 15, 2018, t 23:59. Sumission Formt Your homework sumission should

More information

Fully Kinetic Simulations of Ion Beam Neutralization

Fully Kinetic Simulations of Ion Beam Neutralization Fully Kinetic Simultions of Ion Bem Neutrliztion Joseph Wng University of Southern Cliforni Hideyuki Usui Kyoto University E-mil: josephjw@usc.edu; usui@rish.kyoto-u.c.jp 1. Introduction Ion em emission/neutrliztion

More information

Physics 201 Lab 3: Measurement of Earth s local gravitational field I Data Acquisition and Preliminary Analysis Dr. Timothy C. Black Summer I, 2018

Physics 201 Lab 3: Measurement of Earth s local gravitational field I Data Acquisition and Preliminary Analysis Dr. Timothy C. Black Summer I, 2018 Physics 201 Lb 3: Mesurement of Erth s locl grvittionl field I Dt Acquisition nd Preliminry Anlysis Dr. Timothy C. Blck Summer I, 2018 Theoreticl Discussion Grvity is one of the four known fundmentl forces.

More information

Fig. 1. Open-Loop and Closed-Loop Systems with Plant Variations

Fig. 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 information

2.4 Linear Inequalities and Interval Notation

2.4 Linear Inequalities and Interval Notation .4 Liner Inequlities nd Intervl Nottion We wnt to solve equtions tht hve n inequlity symol insted of n equl sign. There re four inequlity symols tht we will look t: Less thn , Less thn or

More information

p-adic Egyptian Fractions

p-adic Egyptian Fractions p-adic Egyptin Frctions Contents 1 Introduction 1 2 Trditionl Egyptin Frctions nd Greedy Algorithm 2 3 Set-up 3 4 p-greedy Algorithm 5 5 p-egyptin Trditionl 10 6 Conclusion 1 Introduction An Egyptin frction

More information

PH12b 2010 Solutions HW#3

PH12b 2010 Solutions HW#3 PH 00 Solutions HW#3. The Hmiltonin of this two level system is where E g < E e The experimentlist sis is H E g jgi hgj + E e jei hej j+i p (jgi + jei) j i p (jgi jei) ) At t 0 the stte is j (0)i j+i,

More information

Vector potential quantization and the photon wave-particle representation

Vector potential quantization and the photon wave-particle representation Vector potentil quntiztion nd the photon wve-prticle representtion Constntin Meis, Pierre-Richrd Dhoo To cite this version: Constntin Meis, Pierre-Richrd Dhoo. Vector potentil quntiztion nd the photon

More information

Closing loopholes in Bell tests of local realism

Closing loopholes in Bell tests of local realism Mx lnck Institute of Quntum Optics MQ Grching / Munich Germny Closing loopholes in Bell tests of locl relism Johnnes Kofler Workshop Quntum hysics nd the Nture of Relity Interntionl Acdemy Trunkirchen

More information

Lecture 2: January 27

Lecture 2: January 27 CS 684: Algorithmic Gme Theory Spring 217 Lecturer: Év Trdos Lecture 2: Jnury 27 Scrie: Alert Julius Liu 2.1 Logistics Scrie notes must e sumitted within 24 hours of the corresponding lecture for full

More information

How do we solve these things, especially when they get complicated? How do we know when a system has a solution, and when is it unique?

How do we solve these things, especially when they get complicated? How do we know when a system has a solution, and when is it unique? XII. LINEAR ALGEBRA: SOLVING SYSTEMS OF EQUATIONS Tody we re going to tlk out solving systems of liner equtions. These re prolems tht give couple of equtions with couple of unknowns, like: 6= x + x 7=

More information

Vorticity. curvature: shear: fluid elements moving in a straight line but at different speeds. t 1 t 2. ATM60, Shu-Hua Chen

Vorticity. curvature: shear: fluid elements moving in a straight line but at different speeds. t 1 t 2. ATM60, Shu-Hua Chen Vorticity We hve previously discussed the ngulr velocity s mesure of rottion of body. This is suitble quntity for body tht retins its shpe but fluid cn distort nd we must consider two components to rottion:

More information

Intermediate Math Circles Wednesday, November 14, 2018 Finite Automata II. Nickolas Rollick a b b. a b 4

Intermediate Math Circles Wednesday, November 14, 2018 Finite Automata II. Nickolas Rollick a b b. a b 4 Intermedite Mth Circles Wednesdy, Novemer 14, 2018 Finite Automt II Nickols Rollick nrollick@uwterloo.c Regulr Lnguges Lst time, we were introduced to the ide of DFA (deterministic finite utomton), one

More information

Sufficient condition on noise correlations for scalable quantum computing

Sufficient condition on noise correlations for scalable quantum computing Sufficient condition on noise correltions for sclble quntum computing John Presill, 2 Februry 202 Is quntum computing sclble? The ccurcy threshold theorem for quntum computtion estblishes tht sclbility

More information

Discrete Mathematics and Probability Theory Spring 2013 Anant Sahai Lecture 17

Discrete Mathematics and Probability Theory Spring 2013 Anant Sahai Lecture 17 EECS 70 Discrete Mthemtics nd Proility Theory Spring 2013 Annt Shi Lecture 17 I.I.D. Rndom Vriles Estimting the is of coin Question: We wnt to estimte the proportion p of Democrts in the US popultion,

More information

Linear Systems with Constant Coefficients

Linear Systems with Constant Coefficients Liner Systems with Constnt Coefficients 4-3-05 Here is system of n differentil equtions in n unknowns: x x + + n x n, x x + + n x n, x n n x + + nn x n This is constnt coefficient liner homogeneous system

More information

The practical version

The practical version Roerto s Notes on Integrl Clculus Chpter 4: Definite integrls nd the FTC Section 7 The Fundmentl Theorem of Clculus: The prcticl version Wht you need to know lredy: The theoreticl version of the FTC. Wht

More information

R. I. Badran Solid State Physics

R. I. Badran Solid State Physics I Bdrn Solid Stte Physics Crystl vibrtions nd the clssicl theory: The ssmption will be mde to consider tht the men eqilibrim position of ech ion is t Brvis lttice site The ions oscillte bot this men position

More information

State space systems analysis (continued) Stability. A. Definitions A system is said to be Asymptotically Stable (AS) when it satisfies

State 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 information

Chapter 4: Techniques of Circuit Analysis. Chapter 4: Techniques of Circuit Analysis

Chapter 4: Techniques of Circuit Analysis. Chapter 4: Techniques of Circuit Analysis Chpter 4: Techniques of Circuit Anlysis Terminology Node-Voltge Method Introduction Dependent Sources Specil Cses Mesh-Current Method Introduction Dependent Sources Specil Cses Comprison of Methods Source

More information

1 Which of the following summarises the change in wave characteristics on going from infra-red to ultraviolet in the electromagnetic spectrum?

1 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 information

25 Which of the following summarises the change in wave characteristics on going from infra-red to ultraviolet in the electromagnetic spectrum?

25 Which of the following summarises the change in wave characteristics on going from infra-red to ultraviolet in the electromagnetic spectrum? PhysicsndMthsTutor.com 25 Which of the following summrises the chnge in wve chrcteristics on going from infr-red to ultrviolet in the electromgnetic spectrum? 972//M/J/2 frequency speed (in vcuum) decreses

More information

7.1 Integral as Net Change and 7.2 Areas in the Plane Calculus

7.1 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 information

Entanglement of an Atom and Its Spontaneous Emission Fields via Spontaneously Generated Coherence

Entanglement of an Atom and Its Spontaneous Emission Fields via Spontaneously Generated Coherence Journl of Sciences Islmic Republic of Irn (): 7-76 () University of Tehrn ISSN 6-4 http://jsciences.ut.c.ir Entnglement of n Atom nd Its Spontneous Emission Fields vi Spontneously Generted Coherence M.

More information

Discrete Mathematics and Probability Theory Summer 2014 James Cook Note 17

Discrete Mathematics and Probability Theory Summer 2014 James Cook Note 17 CS 70 Discrete Mthemtics nd Proility Theory Summer 2014 Jmes Cook Note 17 I.I.D. Rndom Vriles Estimting the is of coin Question: We wnt to estimte the proportion p of Democrts in the US popultion, y tking

More information

dx dt dy = G(t, x, y), dt where the functions are defined on I Ω, and are locally Lipschitz w.r.t. variable (x, y) Ω.

dx dt dy = G(t, x, y), dt where the functions are defined on I Ω, and are locally Lipschitz w.r.t. variable (x, y) Ω. Chpter 8 Stility theory We discuss properties of solutions of first order two dimensionl system, nd stility theory for specil clss of liner systems. We denote the independent vrile y t in plce of x, nd

More information

Section 6: Area, Volume, and Average Value

Section 6: Area, Volume, and Average Value Chpter The Integrl Applied Clculus Section 6: Are, Volume, nd Averge Vlue Are We hve lredy used integrls to find the re etween the grph of function nd the horizontl xis. Integrls cn lso e used to find

More information

APPROXIMATE INTEGRATION

APPROXIMATE INTEGRATION APPROXIMATE INTEGRATION. Introduction We hve seen tht there re functions whose nti-derivtives cnnot be expressed in closed form. For these resons ny definite integrl involving these integrnds cnnot be

More information

Describe in words how you interpret this quantity. Precisely what information do you get from x?

Describe in words how you interpret this quantity. Precisely what information do you get from x? WAVE FUNCTIONS AND PROBABILITY 1 I: Thinking out the wve function In quntum mechnics, the term wve function usully refers to solution to the Schrödinger eqution, Ψ(x, t) i = 2 2 Ψ(x, t) + V (x)ψ(x, t),

More information

5.4 The Quarter-Wave Transformer

5.4 The Quarter-Wave Transformer 3/4/7 _4 The Qurter Wve Trnsformer /.4 The Qurter-Wve Trnsformer Redg Assignment: pp. 73-76, 4-43 By now you ve noticed tht qurter-wve length of trnsmission le ( = λ 4, β = π ) ppers often microwve engeerg

More information

FORM FIVE ADDITIONAL MATHEMATIC NOTE. ar 3 = (1) ar 5 = = (2) (2) (1) a = T 8 = 81

FORM FIVE ADDITIONAL MATHEMATIC NOTE. ar 3 = (1) ar 5 = = (2) (2) (1) a = T 8 = 81 FORM FIVE ADDITIONAL MATHEMATIC NOTE CHAPTER : PROGRESSION Arithmetic Progression T n = + (n ) d S n = n [ + (n )d] = n [ + Tn ] S = T = T = S S Emple : The th term of n A.P. is 86 nd the sum of the first

More information

OVER-DETERMINATION IN ACOUSTIC TWO-PORT DATA MEASUREMENT

OVER-DETERMINATION IN ACOUSTIC TWO-PORT DATA MEASUREMENT OVER-DEERMINAION IN ACOUSIC WO-POR DAA MEASUREMEN Sry Allm, Hns Bodén nd Mts Åom he Mrcus Wllenerg Lortory for Sound nd Virtion Reserch Dept. of Aeronuticl nd Vehicle Engineering, KH, SE-0044 Stockholm,

More information

Section 14.3 Arc Length and Curvature

Section 14.3 Arc Length and Curvature Section 4.3 Arc Length nd Curvture Clculus on Curves in Spce In this section, we ly the foundtions for describing the movement of n object in spce.. Vector Function Bsics In Clc, formul for rc length in

More information

Quadratic Forms. Quadratic Forms

Quadratic Forms. Quadratic Forms Qudrtic Forms Recll the Simon & Blume excerpt from n erlier lecture which sid tht the min tsk of clculus is to pproximte nonliner functions with liner functions. It s ctully more ccurte to sy tht we pproximte

More information

Designing finite automata II

Designing finite automata II Designing finite utomt II Prolem: Design DFA A such tht L(A) consists of ll strings of nd which re of length 3n, for n = 0, 1, 2, (1) Determine wht to rememer out the input string Assign stte to ech of

More information

5.7 Improper Integrals

5.7 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 information

W. We shall do so one by one, starting with I 1, and we shall do it greedily, trying

W. We shall do so one by one, starting with I 1, and we shall do it greedily, trying Vitli covers 1 Definition. A Vitli cover of set E R is set V of closed intervls with positive length so tht, for every δ > 0 nd every x E, there is some I V with λ(i ) < δ nd x I. 2 Lemm (Vitli covering)

More information

Abstract. Introduction

Abstract. Introduction Apprent chnge of position of light source reltive to detector/observer due to rottion nd ccelertion - new interprettion nd nlysis of Michelson-Morley nd gnc experiments Abstrct Henok Tdesse, Electricl

More information

Lab 11 Approximate Integration

Lab 11 Approximate Integration Nme Student ID # Instructor L Period Dte Due L 11 Approximte Integrtion Ojectives 1. To ecome fmilir with the right endpoint rule, the trpezoidl rule, nd Simpson's rule. 2. To compre nd contrst the properties

More information

expression simply by forming an OR of the ANDs of all input variables for which the output is

expression simply by forming an OR of the ANDs of all input variables for which the output is 2.4 Logic Minimiztion nd Krnugh Mps As we found ove, given truth tle, it is lwys possile to write down correct logic expression simply y forming n OR of the ANDs of ll input vriles for which the output

More information

SOME INTEGRAL INEQUALITIES OF GRÜSS TYPE

SOME INTEGRAL INEQUALITIES OF GRÜSS TYPE RGMIA Reserch Report Collection, Vol., No., 998 http://sci.vut.edu.u/ rgmi SOME INTEGRAL INEQUALITIES OF GRÜSS TYPE S.S. DRAGOMIR Astrct. Some clssicl nd new integrl inequlities of Grüss type re presented.

More information

Lecture 3: Equivalence Relations

Lecture 3: Equivalence Relations Mthcmp Crsh Course Instructor: Pdric Brtlett Lecture 3: Equivlence Reltions Week 1 Mthcmp 2014 In our lst three tlks of this clss, we shift the focus of our tlks from proof techniques to proof concepts

More information

Constructing a mathematical framework for the ensemble interpretation based on double-slit experiments

Constructing a mathematical framework for the ensemble interpretation based on double-slit experiments Constructing mthemticl frmework for the ensemble interprettion bsed on double-slit experiments Chong Wng College of Informtion Engineering, Zhejing A&F University, Lin n, Chin (Dted: April 14, 2017) The

More information

The realization of a full-scale quantum computer presents one

The realization of a full-scale quantum computer presents one ARICLES PUBLISED ONLINE: 7 DECEMBER 28 DOI:.38/NPYS5 Simplifying quntum logic using higher-dimensionl ilert spces Benjmin P. Lnyon *, Mrco Brieri, Mrcelo P. Almeid, homs Jennewein,2, imothy C. Rlph, Kevin

More information

8Similarity UNCORRECTED PAGE PROOFS. 8.1 Kick off with CAS 8.2 Similar objects 8.3 Linear scale factors. 8.4 Area and volume scale factors 8.

8Similarity UNCORRECTED PAGE PROOFS. 8.1 Kick off with CAS 8.2 Similar objects 8.3 Linear scale factors. 8.4 Area and volume scale factors 8. 8.1 Kick off with S 8. Similr ojects 8. Liner scle fctors 8Similrity 8. re nd volume scle fctors 8. Review U N O R R E TE D P G E PR O O FS 8.1 Kick off with S Plese refer to the Resources t in the Prelims

More information

Special Relativity solved examples using an Electrical Analog Circuit

Special Relativity solved examples using an Electrical Analog Circuit 1-1-15 Specil Reltivity solved exmples using n Electricl Anlog Circuit Mourici Shchter mourici@gmil.com mourici@wll.co.il ISRAE, HOON 54-54855 Introduction In this pper, I develop simple nlog electricl

More information

interatomic distance

interatomic distance Dissocition energy of Iodine molecule using constnt devition spectrometer Tbish Qureshi September 2003 Aim: To verify the Hrtmnn Dispersion Formul nd to determine the dissocition energy of I 2 molecule

More information

Lecture 3 ( ) (translated and slightly adapted from lecture notes by Martin Klazar)

Lecture 3 ( ) (translated and slightly adapted from lecture notes by Martin Klazar) Lecture 3 (5.3.2018) (trnslted nd slightly dpted from lecture notes by Mrtin Klzr) Riemnn integrl Now we define precisely the concept of the re, in prticulr, the re of figure U(, b, f) under the grph of

More information

(See Notes on Spontaneous Emission)

(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 information

8Similarity ONLINE PAGE PROOFS. 8.1 Kick off with CAS 8.2 Similar objects 8.3 Linear scale factors. 8.4 Area and volume scale factors 8.

8Similarity ONLINE PAGE PROOFS. 8.1 Kick off with CAS 8.2 Similar objects 8.3 Linear scale factors. 8.4 Area and volume scale factors 8. 8.1 Kick off with S 8. Similr ojects 8. Liner scle fctors 8Similrity 8.4 re nd volume scle fctors 8. Review Plese refer to the Resources t in the Prelims section of your eookplus for comprehensive step-y-step

More information

Homework Solution - Set 5 Due: Friday 10/03/08

Homework Solution - Set 5 Due: Friday 10/03/08 CE 96 Introduction to the Theory of Computtion ll 2008 Homework olution - et 5 Due: ridy 10/0/08 1. Textook, Pge 86, Exercise 1.21. () 1 2 Add new strt stte nd finl stte. Mke originl finl stte non-finl.

More information

Minimal DFA. minimal DFA for L starting from any other

Minimal DFA. minimal DFA for L starting from any other Miniml DFA Among the mny DFAs ccepting the sme regulr lnguge L, there is exctly one (up to renming of sttes) which hs the smllest possile numer of sttes. Moreover, it is possile to otin tht miniml DFA

More information

4 VECTORS. 4.0 Introduction. Objectives. Activity 1

4 VECTORS. 4.0 Introduction. Objectives. Activity 1 4 VECTRS Chpter 4 Vectors jectives fter studying this chpter you should understnd the difference etween vectors nd sclrs; e le to find the mgnitude nd direction of vector; e le to dd vectors, nd multiply

More information

Jack Simons, Henry Eyring Scientist and Professor Chemistry Department University of Utah

Jack 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 information

4.1. Probability Density Functions

4.1. Probability Density Functions STT 1 4.1-4. 4.1. Proility Density Functions Ojectives. Continuous rndom vrile - vers - discrete rndom vrile. Proility density function. Uniform distriution nd its properties. Expected vlue nd vrince of

More information

Lecture Solution of a System of Linear Equation

Lecture Solution of a System of Linear Equation ChE Lecture Notes, Dept. of Chemicl Engineering, Univ. of TN, Knoville - D. Keffer, 5/9/98 (updted /) Lecture 8- - Solution of System of Liner Eqution 8. Why is it importnt to e le to solve system of liner

More information

Kai Sun. University of Michigan, Ann Arbor

Kai 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 information

Review of Gaussian Quadrature method

Review of Gaussian Quadrature method Review of Gussin Qudrture method Nsser M. Asi Spring 006 compiled on Sundy Decemer 1, 017 t 09:1 PM 1 The prolem To find numericl vlue for the integrl of rel vlued function of rel vrile over specific rnge

More information

Chapter 9 Many Electron Atoms

Chapter 9 Many Electron Atoms Chem 356: Introductory Quntum Mechnics Chpter 9 Mny Electron Atoms... 11 MnyElectron Atoms... 11 A: HrtreeFock: Minimize the Energy of Single Slter Determinnt.... 16 HrtreeFock Itertion Scheme... 17 Chpter

More information

Theoretical foundations of Gaussian quadrature

Theoretical foundations of Gaussian quadrature Theoreticl foundtions of Gussin qudrture 1 Inner product vector spce Definition 1. A vector spce (or liner spce) is set V = {u, v, w,...} in which the following two opertions re defined: (A) Addition of

More information

Physics 1402: Lecture 7 Today s Agenda

Physics 1402: Lecture 7 Today s Agenda 1 Physics 1402: Lecture 7 Tody s gend nnouncements: Lectures posted on: www.phys.uconn.edu/~rcote/ HW ssignments, solutions etc. Homework #2: On Msterphysics tody: due Fridy Go to msteringphysics.com Ls:

More information

a * 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

a * 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 information

Duality # Second iteration for HW problem. Recall our LP example problem we have been working on, in equality form, is given below.

Duality # Second iteration for HW problem. Recall our LP example problem we have been working on, in equality form, is given below. Dulity #. Second itertion for HW problem Recll our LP emple problem we hve been working on, in equlity form, is given below.,,,, 8 m F which, when written in slightly different form, is 8 F Recll tht we

More information

Fully Complex Optical Modulation with an Analogue Ferroelectric Liquid Crystal Spatial Light Modulator

Fully Complex Optical Modulation with an Analogue Ferroelectric Liquid Crystal Spatial Light Modulator Full Comple Opticl Modultion with n Anlogue Ferroelectric Liquid Crstl Sptil Light Modultor Philip Birch Rupert Young Chris Chtwin Mri Frsri Dvid Budgett John Richrdson. School of Engineering Universit

More information

Farey Fractions. Rickard Fernström. U.U.D.M. Project Report 2017:24. Department of Mathematics Uppsala University

Farey Fractions. Rickard Fernström. U.U.D.M. Project Report 2017:24. Department of Mathematics Uppsala University U.U.D.M. Project Report 07:4 Frey Frctions Rickrd Fernström Exmensrete i mtemtik, 5 hp Hledre: Andres Strömergsson Exmintor: Jörgen Östensson Juni 07 Deprtment of Mthemtics Uppsl University Frey Frctions

More information

Parse trees, ambiguity, and Chomsky normal form

Parse trees, ambiguity, and Chomsky normal form Prse trees, miguity, nd Chomsky norml form In this lecture we will discuss few importnt notions connected with contextfree grmmrs, including prse trees, miguity, nd specil form for context-free grmmrs

More information

Genetic Programming. Outline. Evolutionary Strategies. Evolutionary strategies Genetic programming Summary

Genetic Programming. Outline. Evolutionary Strategies. Evolutionary strategies Genetic programming Summary Outline Genetic Progrmming Evolutionry strtegies Genetic progrmming Summry Bsed on the mteril provided y Professor Michel Negnevitsky Evolutionry Strtegies An pproch simulting nturl evolution ws proposed

More information

UNIFORM CONVERGENCE. Contents 1. Uniform Convergence 1 2. Properties of uniform convergence 3

UNIFORM CONVERGENCE. Contents 1. Uniform Convergence 1 2. Properties of uniform convergence 3 UNIFORM CONVERGENCE Contents 1. Uniform Convergence 1 2. Properties of uniform convergence 3 Suppose f n : Ω R or f n : Ω C is sequence of rel or complex functions, nd f n f s n in some sense. Furthermore,

More information

M344 - ADVANCED ENGINEERING MATHEMATICS

M344 - ADVANCED ENGINEERING MATHEMATICS M3 - ADVANCED ENGINEERING MATHEMATICS Lecture 18: Lplce s Eqution, Anltic nd Numericl Solution Our emple of n elliptic prtil differentil eqution is Lplce s eqution, lso clled the Diffusion Eqution. If

More information

CS 275 Automata and Formal Language Theory

CS 275 Automata and Formal Language Theory CS 275 utomt nd Forml Lnguge Theory Course Notes Prt II: The Recognition Prolem (II) Chpter II.5.: Properties of Context Free Grmmrs (14) nton Setzer (Bsed on ook drft y J. V. Tucker nd K. Stephenson)

More information

Intro to Nuclear and Particle Physics (5110)

Intro 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 information

What Is Calculus? 42 CHAPTER 1 Limits and Their Properties

What Is Calculus? 42 CHAPTER 1 Limits and Their Properties 60_00.qd //0 : PM Pge CHAPTER Limits nd Their Properties The Mistress Fellows, Girton College, Cmridge Section. STUDY TIP As ou progress through this course, rememer tht lerning clculus is just one of

More information

The development of nanoscale morphology in polymer:fullerene. photovoltaic blends during solvent casting

The development of nanoscale morphology in polymer:fullerene. photovoltaic blends during solvent casting Supplementry informtion Supplementry Mteril (ES) for Soft Mtter The development of nnoscle morphology in polymer:fullerene photovoltic lends during solvent csting To Wng, * Aln D. F. Dunr, Pul A. Stniec,

More information

The Dirichlet Problem in a Two Dimensional Rectangle. Section 13.5

The Dirichlet Problem in a Two Dimensional Rectangle. Section 13.5 The Dirichlet Prolem in Two Dimensionl Rectngle Section 13.5 1 Dirichlet Prolem in Rectngle In these notes we will pply the method of seprtion of vriles to otin solutions to elliptic prolems in rectngle

More information

Math 1B, lecture 4: Error bounds for numerical methods

Math 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 information

Quantum Analogs Chapter 4 Student Manual

Quantum 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 information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION DOI: 0.08/NPHOTON.0.0 Experimentl Boson Smpling: Supplementry Informtion Mx Tillmnn,, Borivoje Dkić, René Heilmnn, Stefn Nolte, Alexnder Szmeit, nd Philip Wlther, Fculty of Physics, University of Vienn,

More information

EMF Notes 9; Electromagnetic Induction ELECTROMAGNETIC INDUCTION

EMF Notes 9; Electromagnetic Induction ELECTROMAGNETIC INDUCTION EMF Notes 9; Electromgnetic nduction EECTOMAGNETC NDUCTON (Y&F Chpters 3, 3; Ohnin Chpter 3) These notes cover: Motionl emf nd the electric genertor Electromgnetic nduction nd Frdy s w enz s w nduced electric

More information

QUB XRD Course. The crystalline state. The Crystalline State

QUB XRD Course. The crystalline state. The Crystalline State QUB XRD Course Introduction to Crystllogrphy 1 The crystlline stte Mtter Gseous Stte Solid stte Liquid Stte Amorphous (disordered) Crystlline (ordered) 2 The Crystlline Stte A crystl is constructed by

More information

10. AREAS BETWEEN CURVES

10. AREAS BETWEEN CURVES . AREAS BETWEEN CURVES.. Ares etween curves So res ove the x-xis re positive nd res elow re negtive, right? Wrong! We lied! Well, when you first lern out integrtion it s convenient fiction tht s true in

More information

SOUND INTENSITY PROBE CALIBRATOR FOR FIELD USE: CALCULATING THE SOUND FIELD IN THE CALIBRATOR USING BOUNDARY ELEMENT MODELLING

SOUND INTENSITY PROBE CALIBRATOR FOR FIELD USE: CALCULATING THE SOUND FIELD IN THE CALIBRATOR USING BOUNDARY ELEMENT MODELLING Pge 1 of 1 SOUND INTENSITY PROBE CALIBRATOR FOR FIELD USE: CALCULATING THE SOUND FIELD IN THE CALIBRATOR USING BOUNDARY ELEMENT MODELLING PACS REFERENCE: 43.58 Fm Ginn, Bernrd; Olsen,Erling; Cutnd,Vicente;

More information

Bases for Vector Spaces

Bases for Vector Spaces Bses for Vector Spces 2-26-25 A set is independent if, roughly speking, there is no redundncy in the set: You cn t uild ny vector in the set s liner comintion of the others A set spns if you cn uild everything

More information

Chapter 0. What is the Lebesgue integral about?

Chapter 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 information

Chapter 36. a λ 2 2. (minima-dark fringes) Diffraction and the Wave Theory of Light. Diffraction by a Single Slit: Locating the Minima, Cont'd

Chapter 36. a λ 2 2. (minima-dark fringes) Diffraction and the Wave Theory of Light. Diffraction by a Single Slit: Locating the Minima, Cont'd Chpter 36 Diffrction In Chpter 35, we sw how light bes pssing through ifferent slits cn interfere with ech other n how be fter pssing through single slit flres-iffrcts- in Young's experient. Diffrction

More information

Continuous Quantum Systems

Continuous Quantum Systems Chpter 8 Continuous Quntum Systems 8.1 The wvefunction So fr, we hve been tlking bout finite dimensionl Hilbert spces: if our system hs k qubits, then our Hilbert spce hs n dimensions, nd is equivlent

More information

Lecture 3: Curves in Calculus. Table of contents

Lecture 3: Curves in Calculus. Table of contents Mth 348 Fll 7 Lecture 3: Curves in Clculus Disclimer. As we hve textook, this lecture note is for guidnce nd supplement only. It should not e relied on when prepring for exms. In this lecture we set up

More information

4.6 Numerical Integration

4.6 Numerical Integration .6 Numericl Integrtion 5.6 Numericl Integrtion Approimte definite integrl using the Trpezoidl Rule. Approimte definite integrl using Simpson s Rule. Anlze the pproimte errors in the Trpezoidl Rule nd Simpson

More information