The Role of Interspecies Interactions in the Preparation of a Low-entropy Gas of Polar Molecules in a Lattice

Size: px
Start display at page:

Download "The Role of Interspecies Interactions in the Preparation of a Low-entropy Gas of Polar Molecules in a Lattice"

Transcription

1 The Role of nterspeces nteractons n the Preparaton of a Low-entropy Gas of Polar Molecules n a Lattce A. Safav-Nan, M. L. Wall, and A. M. Rey JLA, NST and Department of Physcs, Unversty of Colorado, 44 UCB, Boulder, Colorado 839, USA The preparaton of a quantum degenerate gas of heteronuclear molecules has been an outstandng challenge. We use path ntegral Quantum Monte Carlo smulatons to understand the role of nteractons and fnte temperature effects n the protocol currently employed to adabatcally prepare a low-entropy gas of polar molecules n a lattce startng from an ultracold Bose-Ferm mxture. We fnd that nterspeces nteractons affect the fnal temperature of the mxture after the adabatc loadng procedure and detrmentally lmt the molecular peak fllng. Our conclusons are n agreement wth recent expermental measurements [] and therefore are of mmedate relevance for the myrad experments that am to form molecules from dual-speces atomc gases. arxv: v [quant-ph] 4 Jul 5 ntroducton. Polar molecules, nteractng va longrange and ansotropc dpolar nteractons, hold great promse as quantum smulators hostng exotc quantum phases [, 3], as well as a dverse range of phenomena, rangng from quantum magnetsm [4], to many-body localzaton [5], to synthetc spn-orbt couplng [6, 7]. A necessary ngredent for smulatng these these behavors s to the ablty to reach low entropy condtons. However, despte the rapd expermental progress, a relable method to form such a state has remaned out of reach [8 ]. The two man obstacles to realzng a low-entropy state are the napplcablty of standard atomc coolng technques to polar molecules and the requrement to suppress chemcal reactons. A proposed soluton to these problems s to form the molecules drectly n a deep optcal lattce through assocaton after optmally loadng a degenerate atomc gas mxture [ ]. Ths protocol s shown schematcally n Fg.. However, n order for ths scheme to be a relable pathway, t s necessary to have a hgh atom/molecule converson effcency by creatng a large regon where the denstes of the two atomc speces overlap and correspond to exactly one atom of each speces per lattce ste. Temperature, nteractons, and loadng condtons can sgnfcantly lmt the achevement of ths requrement. n ths Letter, we use path ntegral Monte Carlo smulatons (QMC) based on the worm algorthm [], as well as ts two-worm extenson, to nvestgate the effects of fnte temperature and nterspeces nteractons durng adabatc loadng from a dpole trap nto an optcal lattce. We show that the fnal temperature of the lattce system followng adabatc loadng depends strongly on the strength and sgn of nterspeces nteractons, and can be far from the deal, zero-temperature regme. n contrast to prevous studes, whch do not treat the adabatc loadng procedure and fnd that attractve nterspeces nteractons enhance the on-ste denstes [, 3], our analyss predcts that both attractve and repulsve nteractons can lead to substantal depleton of on-ste denstes of the bosonc speces and takes nto account the contrbutons of dmensonalty, effectve mass mbalance, Adabatc loadng STRAP FG.. (Color onlne) Producton of ground state molecules from a dual-speces mxture. (Top lne) A fnte-temperature dual-speces gas of bosonc speces A atoms (red) and fermonc speces B atoms (blue), s adabatcally loaded from a harmonc trap nto an optcal lattce n the presence of nterspeces nteractons. The ntal temperature and nteractons determne the temperature, densty overlap, and peak fllng of the mxture. (Bottom lne) Followng STRAP, only those stes wth exactly one atom of each speces are converted to a ground state molecule, wth some probablty to excte the molecule to a hgher lattce band (schematc wavefunctons n green box). and quantum statstcs [4 6]. Addtonally, we dscuss the mpact of mperfectons n stmulated Raman Adabatc Passage (STRAP), whch s used to convert Feshbach molecules to ground state molecules, on the ground state molecule producton [, 7]. We study the adabatcty of ths protocol, and provde approxmate analytcal formulas whch can be used to determne the probablty of promoton of molecules to hgher bands durng the STRAP procedure. Snce molecules n hgher bands have a much larger tunnelng rate, an apprecable hgher band populaton can greatly mpact dynamcs nvolvng molecular moton. We fnd that for expermentally relevant parameters there s no sgnfcant populaton transfer, provded the Lamb-Dcke crteron s satsfed. Our conclusons are corroborated by the recent expermental observatons reported n [] and thus of fundamental mportance for ongong expermental efforts to acheve a hgh-fllng lattce gas of ground state polar molecules. Sngle-component gases n the lattce We begn by

2 a,a Here, (a,a ) s the bosonc creaton (annhlaton) operator for speces A and n,a = a,a a,a. The frst and second terms n the Hamltonan Eq. () are the tunnelng JA and the on-ste nteracton, assumed repulsve wthpstrength U >, respectvely. Fnally, µ,a = µ ξ=x,y,z wξ ξ, where wξ and ξ are the strength of harmonc confnement and the coordnate of ste along axs ξ, respectvely, and µ s the chemcal potental. n order to facltate comparsons wth the expermental data n [], we wll use 87 Rb for speces A, but we stress that our conclusons apply for generc bosonc speces descrbed by the Bose-Hubbard model. The effectve external harmonc confnement ncludes the addtonal confnement due to the curvature of the lattce beams. The A atoms are assumed to experence a lattce potental V = EA, where EA s the recol energy of the A atoms. To characterze the densty as a functon of atom number, we frst match the entropy of the gas n the dpole trap to the one n the lattce and fnd the fnal temperature Tfn /JA. The bottom rght nset of Fg. shows an example of ths procedure for 3 atoms. The sold green lne shows the entropy of a weakly nteractng Bose gas, whch descrbes the A atoms n the harmonc trap. Blue trangles denote the entropy of the A atoms after loadng nto the lattce, gven by Z T E(T ) E() E(T ) E() Sf (T ) = + dt, () T T where E(T ) s the system energy at temperature T. Both E(T ) and E() are drectly measured n our QMC smulatons. An example of the entropy matchng procedure for an ntal temperature T =.4Tc, Tc the crtcal temperature for Bose-Ensten condensaton, s shown wth dashed arrows. Next we determne the peak fllng, fp. To compare wth the expermental procedure of extractng the peak fllng, we frst ntegrate along z and mmc the expermental magng resoluton by applyng a Gaussan flter wth a wdth of 4 stes to the ntegrated densty. We ft the resultng densty to a Thomas-Ferm (TF) dstr 3/. The buton n(x, y) = 43 fp σz (x/σx ) (y/σy ) extracted fp values are plotted n Fg. as a functon of 3 T /JA = NRb 4 8 T /JA = 5.5 T /Tc S(T ) 3.5 Peak Fllng (fp ) studyng trapped sngle-speces gases of bosons or fermons. We assume the bosons are trapped n a deep lattce where they can be descrbed by the Bose-Hubbard Hamltonan wth an addtonal external harmonc confnement: X UX n,a (n,a ) H= JA (a,a aj,a + h.c.) + h j X µ,a n,a. () Double Occupancy T /JA = T /J.5 T /JA = NA FG.. (Color onlne) Peak fllng of speces A vs. atom number. (Man panel) The peak fllng fp as a functon of number of 87 Rb atoms, used as an example of bosonc speces A, wth a lattce depth of V = EA gven for harmonc confnements of ωr (ωz ) = π 4(6) Hz (flled trangles) and π 35(7) Hz (flled crcles). Empty damonds are expermental data []. The dashed (sold) lne shows the onste densty at the center of the trap at T /JA = 5 for the weaker (stronger) harmonc confnement. (Lower nset) Entropy matchng procedure for 87 Rb followng adabatc lattce loadng wth strong harmonc confnement. Sold green lne s weakly nteractng gas and blue trangles are 3 lattceconfned Rb. (Upper nset) Double occupancy at T /JA = (flled upsde-down trangles) and T /JA = 5 (crosses) for the strong harmonc confnement. (Rght panels) ntegrated densty n(x, y) at ponts marked and at T /JA = (upper) and T /JA = 5 (lower) for strong harmonc confnement. atom number, NA, after the adabatc loadng procedure, wth flled crcles (trangles) for two dfferent trappng condtons. The fllng at the center of the trap s dsplayed wth dashed (sold) lnes for the weaker (stronger) harmonc confnement at T /JA = 5. The empty damonds are the expermental results []. The rghtmost panels of Fg. gve examples of the resultng dstrbutons ntegrated along the z-axs, n(x, y), for NA 4 (labeled ) and NA 8 (labeled ). For these two values of NA we show the dstrbuton at T /JA = (top), whch s the low-temperature result, followed by the ntegrated densty dstrbuton at T /JA = 5 (bottom), whch s closer to the expermental temperature. t s worth notng that whle the densty at the center of the trap s strongly dependent on temperature, fp does not dsplay a strong dependence on T /JA wthn the expermentally-relevant temperature range. However, ths does not mean that the effcency of the for-

3 3 maton of molecules s unaffected by temperature. Ths s evdent f one probes the number of doubly occuped stes wth ncreasng temperature. Stes wth double (or hgher) occupances do not result n molecule formaton. The upper nset of Fg. shows the double occupancy at T/J A = (nverted trangles) and T/J A = 5 (crosses). n the low-temperature regme (T/J A = ) the frst Mott shell extends to N A 5 partcles, after whch a superflud regon forms at the center of the trap, before transtonng to the second Mott shell at N A 8 (see the dashed blue lne n Fg ). However close to or above T/J A = 5, 5 % of the A atoms are n doubly occuped stes and hence wll not partcpate n molecule formaton. Next, we consder the fermonc speces B of the mxture, takng 4 K for comparson wth recent expermental data []. However, as before, our conclusons are vald for generc fermonc speces that can be descrbed by a tghtbndng model. The dfference n the polarzablty wth respect to 87 Rb means that the 4 K atoms feel a lattce potental of depth V = 9E B, where E B s the B speces recol energy. At low temperatures, p-wave nteractons n the spn-polarzed gas can be neglected, and the determnaton of the densty reduces to a non-nteractng problem. As the harmonc trap s separable, ths problem can be straghtforwardly treated by drect dagonalzaton for the sngle-partcle egenenerges E nξ and correspondng wavefunctons ψ nξ. Wth these sngle-partcle quanttes we can evaluate the grand canoncal partton functon, from whch we fnd the entropy per partcle S/N, as well as the on-ste densty n( r) = n(x)n(y)n(z), n(ξ) = n ξ +exp(β(e nξ µ)) ψ n ξ (ξ), (3) where ξ = x, y, z and β = /T s the nverse temperature. n Fg. 3 we show the peak fllng of speces B as a functon of atom number. For fermons we use a Gaussan ft wth n(x, y) = πσ z f p exp [ x /(σx) y /(σy) ] after ntegraton along z. Here, we also account for the expermental magng resoluton and pxelaton by applyng a Gaussan flter. The band, delmted by the blue trangles and orange squares, shows the range of peak fllngs for < T fn /J B < 5, wth J B the tunnelng of the B atoms. As the temperature of the B atoms n the lattce ncreases, so does the wdth of the cloud, resultng n a decrease n the peak fllng. The empty damonds show the expermental data []. The plateau ndcates the atoms formng an ncompressble band nsulator. On the rght panel we show the ntegrated densty dstrbuton at ponts marked and. At, the B atoms form a band nsulator n a large regon of the lattce. Lattce-confned two-speces mxture We use a twocomponent mxture of soft-core ( A ) and hard-core ( B ) bosons to study the combned effect of nterspeces nteractons and fnte temperature on the densty of Peak Fllng (fp) N B FG. 3. (Color onlne) Peak fllng of the fermonc speces B vs. atom number. (Man panel) The peak fllng of 4 K, used as an example for the fermonc speces B, at T fn /J B = (flled squares) and T fn /J B = 5 (flled trangles) extracted from the ntegrated densty dstrbutons n(x, y), ncludng mmcked resoluton and pxelaton effects. Results are for harmonc trap frequences (4 4 6) Hz and a 9E B deep lattce. Empty damonds show expermental results []. nsets show the ntegrated densty dstrbutons at ponts and. the A speces. Hard-core bosons act as a stand-n for fermonc B speces, as path-ntegral QMC cannot smulate fermons due to the sgn problem. Whle there s no drect mappng from hard-core bosons to fermons for local observables n three dmensons, we compared the hard-core and fermonc profles for the sngle-speces case and found excellent agreement. Based on ths, we expect our results for the local densty n the mxture to also be vald. The two-component mxture s descrbed by the Hamltonan H = J γ (a,γ a j,γ + h.c.) + U n,a (n,a ) j,γ + U AB n,a n,b µ γ, n,γ. (4),γ Here γ =A, B and U AB s the nterspeces on-ste nteracton whch can be tuned to be repulsve or attractve. To study the effect of nterspeces nteractons we have performed smulatons wth 4 < U AB /J A < 4 wth 5 A atoms and 5 B atoms. Prevous studes have shown that at a gven T/J A, the presence of attractve nteractons enhances the converson effcency [3]. Ths corresponds to an enhancement of f p measured at the same T/J A for every U AB <. n Fg. 4 we show f p (T/J A =.) and f p (T/J A = ) as a functon of U AB /J A usng flled squares and flled crcles connected by a lne, respectvely. We normalze the values to f p,

4 4 a) b) fp(t )/f p U AB /J A S/kB c) Tf /J T/TF T/J A T/TF FG. 4. (Color onlne) Dependence of speces A peak fllng on U AB. (a) Peak fllng normalzed to zero-temperature value, f p(t )/fp, vs. U AB/J A at T/J A=. (empty squares) and T/J A= (empty crcles), gnorng the nteracton dependence of the fnal temperature due to adabatc loadng. Accountng for nteracton effects durng loadng at ntal temperatures T /T F =. (.3) are gven wth flled squares (trangles). (b) The entropy of speces A as a functon of T/J A s shown for U AB/J A = 4 and -4 usng crcles and squares, respectvely. The dashed lne s the entropy of nonnteractng fermons n a harmonc trap, whch we use as an estmate for S. (c) Fnal temperature vs. ntal temperature for U AB/J A = 4, -,, and 4 (sold, dash, dot-dash, and dot-dot-dash, respectvely). We use a harmonc confnement of ω r(ω z) = π3(5) Hz the peak fllng of A at T/J A =. n the absence of speces B. t s clear that attractve nteractons lead to an enhancement of f p f T/J A s kept constant. However, ths smple analyss does not descrbe current experments, snce startng at the same ntal temperature, T /T F, T F the Ferm temperature, leads to a fnal temperature T fn /J A after adabatc loadng that depends on the sgn and magntude of U AB. n Fg. 4 (c) we show T fn /J A for U AB /J A = 4, -,, and 4 usng sold, dash, dot-dash, and dot-dot-dash lnes, respectvely. From Fg. 4(c) t s clear that attractve nteractons tend to cause more severe heatng durng the adabatc loadng. For the range of ntal entropes consdered n ths work, ths addtonal heatng nhbts and counteracts the beneft ganed by makng the two speces attract. n Fg. 4 (a) we show f p as a functon of U AB /J A for T /T F =. and.3 usng flled squares and flled trangles, respectvely. Followng adabatc loadng, both attractve and repulsve nteractons destablze the A speces Mott nsulator and reduce the peak fllng. STRAP adabatcty and hgher-band transfer. Pars of A and B atoms n an optcal lattce ste are transferred to weakly bound Feshbach molecules followng a magneto []- or photo [8]-assocaton step. These Feshbach molecules are converted nto ground state molecules va a two-photon STRAP sequence nvolvng an ntermedate electroncally excted molecular state. As the STRAP process must remove THz of molecular energy, the dfference of the wavevectors of the two photons nvolved n the STRAP sequence, denoted by k u and k d, can have sgnfcant varaton on the lattce scale of a few mcrons. The resultng momentum transfer can excte the resultng ground state molecules to hgher lattce bands. Here, we nvestgate the adabatcty of the STRAP procedure, as well as the rate of transfer of molecules to hgher bands. We consder a STRAP process whch couples the Feshbach molecule (FBM) ( f ) and ground molecular (GSM) g states through an excted level ( e ) [7]. We assume that these are the only states nvolved and neglect the populaton of other molecular levels or atomc scatterng states durng the STRAP. To match current experments, we study the case of vanshng sngle- and two-photon detunngs. Usng adabatc perturbaton theory [8 3] we fnd that the momentum transfer followng the process f g has the same form as the case of large sngle-photon detunng, e ( k u k d ) r. Typcal ST- RAP lnewdths are khz, sgnfcantly greater than the khz spacng between bands, and so the band structure s fully unresolved. Thus, the relatve populaton of molecules n the dfferent bands followng STRAP are determned by ratos of Rab frequences n the bass of Wanner states wth band ndex n. We use w n ( r) and w n ( r) to denote the Wanner states for FBM and GSM, respectvely. For FBM n the lowest band, the relatve populaton of GSM n the frst excted band along the drecton ξ can thus be estmated by w e kξξ w w e kξξ w (k ξ a) α π ( + α) V/E R, (5) where we have used a harmonc approxmaton for the Wanner functons, wth k ξ ( k u k d ) ξ the momentum transfer along drecton ξ, a the lattce spacng, α the polarzablty rato of the GSM to the FBM, V the lattce depth for the FBM, and E R the molecular recol energy. For the parameters of the JLA experment [], a = 53 nm, k u = π/(968 nm) and k d = π/(689 nm) co-propagatng at a 45 angle wth respect to the x and y lattce axes, and α.9, we fnd the total populaton n the frst excted bands to be %. n general, our results ndcate that for experments n the Lamb-Dcke regme k ξ a/(v/e R ) /4, STRAP does not nduce apprecable populaton transfer to excted bands. n concluson, we studed the combned effects of nterspeces nteractons, temperature, and adabatc loadng on the successful preparaton of a low entropy gas of polar molecules. We have shown that nterspeces nteractons have a sgnfcant effect on the fnal temperature of the lattce gas followng adabatc loadng, whch n turn can lead to the depleton of the peak fllng of the bosonc speces and a lower effcency of molecule formaton. Based on our results, molecule formaton eff-

5 5 cency s greatest when the lattce loadng s performed wth a non-nteractng mxture. For lower ntal temperatures where the fnal temperature after loadng s T fn /J A 5, attractve nteractons may lead to a hgher rate of molecule formaton; ths temperature s around T/T F.5 for the parameters consdered n ths work. Moreover, we consdered the role of the STRAP procedure used to convert the resultng Feshbach molecules to ground state molecules n the converson effcency. We fnd that the probablty of promotng molecules to hgher bands durng STRAP s not a sgnfcant concern provded the Lamb-Dcke crteron s satsfed. Acknowledgments We would lke thank B. Capogrosso- Sansone for useful dscussons. Ths work was supported by the NSF (PF-94 and PFC- 5844), AFOSR, AFOSR-MUR, NST and ARO ndvdual nvestgator awards. MLW thanks the NRC for support. Part of the computng for ths project was performed at the OU Supercomputng Center for Educaton & Research (OSCER) at the Unversty of Oklahoma (OU). Ths work also utlzed the Janus supercomputer, whch s supported by the Natonal Scence Foundaton (award number CNS-8794) and the Unversty of Colorado Boulder. The Janus supercomputer s a jont effort of the Unversty of Colorado Boulder, the Unversty of Colorado Denver and the Natonal Center for Atmospherc Research. [] Steven A. Moses, Jacob P. Covey, Matthew T. Mecnkowsk, Bo Yan, Bryce Gadway, Jun Ye, and Deborah S. Jn, arxv: [] L. D. Carr, D. Demlle, R. V. Krems, and J. Ye, New J. Phys., 5549 (9). [3] M. A. Baranov, M. Dalmonte, G. Pupllo, and P. Zoller, Chemcal Revews, 5 (). [4] M. L. Wall, K. R. A. Hazzard, and A. M. Rey, arxv: (4). [5] Norman Y. Yao, Chrs R. Laumann, Sarang Gopalakrshnan, Mchael Knap, Markus Muller, Eugene A. Demler, and Mkhal D. Lukn, Phys. Rev. Lett. 3, 43 (4). [6] Sergey V. Syzranov, Mchael L. Wall, Vctor Gurare, and Ana Mara Rey, Nature Communcatons 5, 539 (4). [7] D. Peter, N. Y. Yao, N. Lang, S. D. Huber, M. D. Lukn, and H. P. Büchler, arxv: (4). [8] B. Yan, S. A. Moses, B. Gadway, J. P. Covey, K. R. A. Hazzard, A. M. Rey, D. S. Jn, and J. Ye, Nature 5, 5 (3). [9] B. Zhu, B. Gadway, M. Foss-Feg, J. Schachenmayer, M. L. Wall, K. R. A. Hazzard, B. Yan, S. A. Moses, J. P. Covey, D. S. Jn, J. Ye, M. Holland, and A. M. Rey, Phys. Rev. Lett., 744 (4). [] K. R. A. Hazzard, B. Gadway, M. Foss-Feg, B. Yan, S. A. Moses, J. P. Covey, N. Y. Yao, M. D. Lukn, J. Ye, D. S. Jn, and A. M. Rey, Phys. Rev. Lett. 3, 953 (4). [] K.-K. N, S. Ospelkaus, M. H. G. de Mranda, A. Pe er, B. Neyenhus, J. J. Zrbel, S. Kotochgova, P. S. Julenne, D. S. Jn, and J. Ye, Scence 3, 3 (8). [] H. Cho, D. McCarron, D. L. Jenkn, M. P. Köppnger, and S. L. Cornsh, European Physcal Journal D (),.4/epjd/e-76-. [3] M. Debatn, T. Takekosh, R. Rameshan, L. Rechsöllner, F. Ferlano, R. Grmm, R. Vexau, N. Bouloufa, O. Duleu, and H.-C. Nagerl, Phys. Chem. Chem. Phys. 3, 896 (). [4] T. Takekosh, M. Debatn, R. Rameshan, F. Ferlano, R. Grmm, H.-C. Nägerl, C. R. Le Sueur, J. M. Hutson, P. S. Julenne, S. Kotochgova, and E. Temann, Phys. Rev. A 85, 356 (). [5] T. Takekosh, L. Rechsöllner, A. Schndewolf, J. M. Hutson, C. R. Le Sueur, O. Duleu, F. Ferlano, R. Grmm, and H.-C. Nägerl, Phys. Rev. Lett. 3, 53 (4). [6] C.-H. Wu, J. W. Park, P. Ahmad, S. Wll, and M. W. Zwerlen, Phys. Rev. Lett. 9, 853 (). [7] M.-S. Heo, T. T. Wang, C. A. Chrstensen, T. M. Rvachov, D. A. Cotta, J.-H. Cho, Y.-R. Lee, and W. Ketterle, Phys. Rev. A 86, 6 (). [8] S. Dutta, J. Lorenz, A. Altaf, D. S. Ellott, and Y. P. Chen, Phys. Rev. A 89, 7 (4). [9] J. W. Park, S. A. Wll, and M. W. Zeerlen, arxv: (5). [] G. Quéméner and P. S. Julenne, Chemcal Revews, 4949 (). [] N. V. Prokof ev, B. V. Svstunov, and. S. Tuptsyn, Phys. Lett. A 38, 53 (998); Sov. Phys. JETP 87, 3 (998). [] B. Damsk, L. Santos, E. Temann, M. Lewensten, S. Kotochgova, P. Julenne, and P. Zoller, Phys. Rev. Lett. 9, 4 (3). [3] J. K. Freercks, M. M. Maśka, Anz Hu, Thomas M. Hanna, C. J. Wllams, P. S. Julenne, and R. Lemańsk, Phys. Rev. A 8, 65(R), (). [4] D. Jaksch, V. Ventur, J.. Crac, C.J. Wllams, and P. Zoller, Phys. Rev. Lett. 89, 44 (). [5] Lode Pollet, Cornna Kollath, Ulrch Schollwoeck, and Matthas Troyer, Phys. Rev. A 77, 368 (8). [6] Lode Pollet, Cornna Kollath, Krs Van Houcke, and Matthas Troyer, New J. Phys. 65 (8). [7] S. Ospelkaus, A. Pe er, K. K. N, J. J. Zrbel, B. Neyenhus, S. Kotochgova, P. S. Julenne, J. Ye, and D. S. Jn, Nature Physcs, 4, 6-66 (8). [8] See the supplementary materal at [xxx] for detals of the adabatc perturbaton theory calculaton. [9] A. Polkovnkov, Phys. Rev. B 7, 6(R) (5). [3] G. Rgoln, G. Ortz, and V. H. Ponce, Phys. Rev. A 78, 558 (8).

8. Superfluid to Mott-insulator transition

8. Superfluid to Mott-insulator transition 8. Superflud to Mott-nsulator transton Overvew Optcal lattce potentals Soluton of the Schrödnger equaton for perodc potentals Band structure Bloch oscllaton of bosonc and fermonc atoms n optcal lattces

More information

Amplification and Relaxation of Electron Spin Polarization in Semiconductor Devices

Amplification and Relaxation of Electron Spin Polarization in Semiconductor Devices Amplfcaton and Relaxaton of Electron Spn Polarzaton n Semconductor Devces Yury V. Pershn and Vladmr Prvman Center for Quantum Devce Technology, Clarkson Unversty, Potsdam, New York 13699-570, USA Spn Relaxaton

More information

Dynamics of a Superconducting Qubit Coupled to an LC Resonator

Dynamics of a Superconducting Qubit Coupled to an LC Resonator Dynamcs of a Superconductng Qubt Coupled to an LC Resonator Y Yang Abstract: We nvestgate the dynamcs of a current-based Josephson juncton quantum bt or qubt coupled to an LC resonator. The Hamltonan of

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION do: 0.08/nature09 I. Resonant absorpton of XUV pulses n Kr + usng the reduced densty matrx approach The quantum beats nvestgated n ths paper are the result of nterference between two exctaton paths of

More information

Electron-Impact Double Ionization of the H 2

Electron-Impact Double Ionization of the H 2 I R A P 6(), Dec. 5, pp. 9- Electron-Impact Double Ionzaton of the H olecule Internatonal Scence Press ISSN: 9-59 Electron-Impact Double Ionzaton of the H olecule. S. PINDZOLA AND J. COLGAN Department

More information

This model contains two bonds per unit cell (one along the x-direction and the other along y). So we can rewrite the Hamiltonian as:

This model contains two bonds per unit cell (one along the x-direction and the other along y). So we can rewrite the Hamiltonian as: 1 Problem set #1 1.1. A one-band model on a square lattce Fg. 1 Consder a square lattce wth only nearest-neghbor hoppngs (as shown n the fgure above): H t, j a a j (1.1) where,j stands for nearest neghbors

More information

Ultracold atoms in an optical lattice -an ideal simulator of strongly-correlated quantum many-body system-

Ultracold atoms in an optical lattice -an ideal simulator of strongly-correlated quantum many-body system- GCOE Symposum Development of emergent new felds February 14 2013 Ultracold atoms n an optcal lattce -an deal smulator of strongly-correlated quantum many-body system- Kyoto Unversty Y. Takahash R. Yamamoto

More information

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations Quantum Physcs 量 理 Robert Esberg Second edton CH 09 Multelectron atoms ground states and x-ray exctatons 9-01 By gong through the procedure ndcated n the text, develop the tme-ndependent Schroednger equaton

More information

A how to guide to second quantization method.

A how to guide to second quantization method. Phys. 67 (Graduate Quantum Mechancs Sprng 2009 Prof. Pu K. Lam. Verson 3 (4/3/2009 A how to gude to second quantzaton method. -> Second quantzaton s a mathematcal notaton desgned to handle dentcal partcle

More information

Rate of Absorption and Stimulated Emission

Rate of Absorption and Stimulated Emission MIT Department of Chemstry 5.74, Sprng 005: Introductory Quantum Mechancs II Instructor: Professor Andre Tokmakoff p. 81 Rate of Absorpton and Stmulated Emsson The rate of absorpton nduced by the feld

More information

STABILITY OF METALLIC FERROMAGNETISM: CORRELATED HOPPING OF ELECTRONS IN Mn 4 N

STABILITY OF METALLIC FERROMAGNETISM: CORRELATED HOPPING OF ELECTRONS IN Mn 4 N STABILITY OF METALLIC FERROMAGNETISM: CORRELATED HOPPING OF ELECTRONS IN Mn 4 N EUGEN BIRSAN 1, COSMIN CANDIN 2 1 Physcs Department, Unversty Lucan Blaga, Dr. I. Ratu str., No. 5 7, 550024, Sbu, Romana,

More information

Electrical double layer: revisit based on boundary conditions

Electrical double layer: revisit based on boundary conditions Electrcal double layer: revst based on boundary condtons Jong U. Km Department of Electrcal and Computer Engneerng, Texas A&M Unversty College Staton, TX 77843-318, USA Abstract The electrcal double layer

More information

EPR Paradox and the Physical Meaning of an Experiment in Quantum Mechanics. Vesselin C. Noninski

EPR Paradox and the Physical Meaning of an Experiment in Quantum Mechanics. Vesselin C. Noninski EPR Paradox and the Physcal Meanng of an Experment n Quantum Mechancs Vesseln C Nonnsk vesselnnonnsk@verzonnet Abstract It s shown that there s one purely determnstc outcome when measurement s made on

More information

Applied Nuclear Physics (Fall 2004) Lecture 23 (12/3/04) Nuclear Reactions: Energetics and Compound Nucleus

Applied Nuclear Physics (Fall 2004) Lecture 23 (12/3/04) Nuclear Reactions: Energetics and Compound Nucleus .101 Appled Nuclear Physcs (Fall 004) Lecture 3 (1/3/04) Nuclear Reactons: Energetcs and Compound Nucleus References: W. E. Meyerhof, Elements of Nuclear Physcs (McGraw-Hll, New York, 1967), Chap 5. Among

More information

Inductance Calculation for Conductors of Arbitrary Shape

Inductance Calculation for Conductors of Arbitrary Shape CRYO/02/028 Aprl 5, 2002 Inductance Calculaton for Conductors of Arbtrary Shape L. Bottura Dstrbuton: Internal Summary In ths note we descrbe a method for the numercal calculaton of nductances among conductors

More information

Ultracold molecules - a new frontier for quantum & chemical physics

Ultracold molecules - a new frontier for quantum & chemical physics Ultracold molecules - a new frontier for quantum & chemical physics Debbie Jin Jun Ye JILA, NIST & CU, Boulder University of Virginia April 24, 2015 NIST, NSF, AFOSR, ARO Ultracold atomic matter Precise

More information

Workshop: Approximating energies and wave functions Quantum aspects of physical chemistry

Workshop: Approximating energies and wave functions Quantum aspects of physical chemistry Workshop: Approxmatng energes and wave functons Quantum aspects of physcal chemstry http://quantum.bu.edu/pltl/6/6.pdf Last updated Thursday, November 7, 25 7:9:5-5: Copyrght 25 Dan Dll (dan@bu.edu) Department

More information

This chapter illustrates the idea that all properties of the homogeneous electron gas (HEG) can be calculated from electron density.

This chapter illustrates the idea that all properties of the homogeneous electron gas (HEG) can be calculated from electron density. 1 Unform Electron Gas Ths chapter llustrates the dea that all propertes of the homogeneous electron gas (HEG) can be calculated from electron densty. Intutve Representaton of Densty Electron densty n s

More information

) is the unite step-function, which signifies that the second term of the right-hand side of the

) is the unite step-function, which signifies that the second term of the right-hand side of the Casmr nteracton of excted meda n electromagnetc felds Yury Sherkunov Introducton The long-range electrc dpole nteracton between an excted atom and a ground-state atom s consdered n ref. [1,] wth the help

More information

Prof. Dr. I. Nasser Phys 630, T Aug-15 One_dimensional_Ising_Model

Prof. Dr. I. Nasser Phys 630, T Aug-15 One_dimensional_Ising_Model EXACT OE-DIMESIOAL ISIG MODEL The one-dmensonal Isng model conssts of a chan of spns, each spn nteractng only wth ts two nearest neghbors. The smple Isng problem n one dmenson can be solved drectly n several

More information

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle

More information

Appendix B: Resampling Algorithms

Appendix B: Resampling Algorithms 407 Appendx B: Resamplng Algorthms A common problem of all partcle flters s the degeneracy of weghts, whch conssts of the unbounded ncrease of the varance of the mportance weghts ω [ ] of the partcles

More information

12. The Hamilton-Jacobi Equation Michael Fowler

12. The Hamilton-Jacobi Equation Michael Fowler 1. The Hamlton-Jacob Equaton Mchael Fowler Back to Confguraton Space We ve establshed that the acton, regarded as a functon of ts coordnate endponts and tme, satsfes ( ) ( ) S q, t / t+ H qpt,, = 0, and

More information

π e ax2 dx = x 2 e ax2 dx or x 3 e ax2 dx = 1 x 4 e ax2 dx = 3 π 8a 5/2 (a) We are considering the Maxwell velocity distribution function: 2πτ/m

π e ax2 dx = x 2 e ax2 dx or x 3 e ax2 dx = 1 x 4 e ax2 dx = 3 π 8a 5/2 (a) We are considering the Maxwell velocity distribution function: 2πτ/m Homework Solutons Problem In solvng ths problem, we wll need to calculate some moments of the Gaussan dstrbuton. The brute-force method s to ntegrate by parts but there s a nce trck. The followng ntegrals

More information

5.04, Principles of Inorganic Chemistry II MIT Department of Chemistry Lecture 32: Vibrational Spectroscopy and the IR

5.04, Principles of Inorganic Chemistry II MIT Department of Chemistry Lecture 32: Vibrational Spectroscopy and the IR 5.0, Prncples of Inorganc Chemstry II MIT Department of Chemstry Lecture 3: Vbratonal Spectroscopy and the IR Vbratonal spectroscopy s confned to the 00-5000 cm - spectral regon. The absorpton of a photon

More information

Grand canonical Monte Carlo simulations of bulk electrolytes and calcium channels

Grand canonical Monte Carlo simulations of bulk electrolytes and calcium channels Grand canoncal Monte Carlo smulatons of bulk electrolytes and calcum channels Thess of Ph.D. dssertaton Prepared by: Attla Malascs M.Sc. n Chemstry Supervsor: Dr. Dezső Boda Unversty of Pannona Insttute

More information

Snce h( q^; q) = hq ~ and h( p^ ; p) = hp, one can wrte ~ h hq hp = hq ~hp ~ (7) the uncertanty relaton for an arbtrary state. The states that mnmze t

Snce h( q^; q) = hq ~ and h( p^ ; p) = hp, one can wrte ~ h hq hp = hq ~hp ~ (7) the uncertanty relaton for an arbtrary state. The states that mnmze t 8.5: Many-body phenomena n condensed matter and atomc physcs Last moded: September, 003 Lecture. Squeezed States In ths lecture we shall contnue the dscusson of coherent states, focusng on ther propertes

More information

PROPERTIES OF FRACTIONAL EXCLUSION STATISTICS IN INTERACTING PARTICLE SYSTEMS

PROPERTIES OF FRACTIONAL EXCLUSION STATISTICS IN INTERACTING PARTICLE SYSTEMS PROPERTIES OF FRACTIONAL EXCLUSION STATISTICS IN INTERACTING PARTICLE SYSTEMS DRAGOŞ-VICTOR ANGHEL Department of Theoretcal Physcs, Hora Hulube Natonal Insttute for Physcs and Nuclear Engneerng (IFIN-HH),

More information

Aerosols, Dust and High Spectral Resolution Remote Sensing

Aerosols, Dust and High Spectral Resolution Remote Sensing Aerosols, Dust and Hgh Spectral Resoluton Remote Sensng Irna N. Sokolk Program n Atmospherc and Oceanc Scences (PAOS) Unversty of Colorado at Boulder rna.sokolk@colorado.edu Goals and challenges MAIN GOALS:

More information

Fermi Statistics and Fermi Surface. Sommerfeld Theory. 2.1 Fermi Statistics and Fermi Surface

Fermi Statistics and Fermi Surface. Sommerfeld Theory. 2.1 Fermi Statistics and Fermi Surface erm Statstcs and erm Surface.1 erm Statstcs and erm Surface Snce Drude model, t too a quarter of a century for a breathrough to occur. That arose from the development of quantum mechancs and recognton

More information

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS Avalable onlne at http://sck.org J. Math. Comput. Sc. 3 (3), No., 6-3 ISSN: 97-537 COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

More information

Quantum states of deuterons in palladium

Quantum states of deuterons in palladium Tsuchda K. Quantum states of deuterons n palladum. n Tenth Internatonal Conference on Cold Fuson. 003. Cambrdge MA: LENR-CANR.org. Ths paper was presented at the 10th Internatonal Conference on Cold Fuson.

More information

Probabilistic method to determine electron correlation energy

Probabilistic method to determine electron correlation energy Probablstc method to determne electron elaton energy T.R.S. Prasanna Department of Metallurgcal Engneerng and Materals Scence Indan Insttute of Technology, Bombay Mumba 400076 Inda A new method to determne

More information

Numerical Transient Heat Conduction Experiment

Numerical Transient Heat Conduction Experiment Numercal ransent Heat Conducton Experment OBJECIVE 1. o demonstrate the basc prncples of conducton heat transfer.. o show how the thermal conductvty of a sold can be measured. 3. o demonstrate the use

More information

Supplementary Information for Observation of Parity-Time Symmetry in. Optically Induced Atomic Lattices

Supplementary Information for Observation of Parity-Time Symmetry in. Optically Induced Atomic Lattices Supplementary Informaton for Observaton of Party-Tme Symmetry n Optcally Induced Atomc attces Zhaoyang Zhang 1,, Yq Zhang, Jteng Sheng 3, u Yang 1, 4, Mohammad-Al Mr 5, Demetros N. Chrstodouldes 5, Bng

More information

Deterministic and Monte Carlo Codes for Multiple Scattering Photon Transport

Deterministic and Monte Carlo Codes for Multiple Scattering Photon Transport Determnstc and Monte Carlo Codes for Multple Scatterng Photon Transport Jorge E. Fernández 1 1 Laboratory of Montecuccolno DIENCA Alma Mater Studorum Unversty of Bologna Italy Isttuto Nazonale d Fsca Nucleare

More information

Temperature. Chapter Heat Engine

Temperature. Chapter Heat Engine Chapter 3 Temperature In prevous chapters of these notes we ntroduced the Prncple of Maxmum ntropy as a technque for estmatng probablty dstrbutons consstent wth constrants. In Chapter 9 we dscussed the

More information

Supplementary Information:

Supplementary Information: Supplementary Informaton: Vsualzaton-based analyss of structural and dynamcal propertes of smulated hydrous slcate melt Bjaya B. Kark 1,2, Dpesh Bhattara 1, Manak Mookherjee 3 and Lars Stxrude 4 1 Department

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

THERMAL DISTRIBUTION IN THE HCL SPECTRUM OBJECTIVE

THERMAL DISTRIBUTION IN THE HCL SPECTRUM OBJECTIVE ame: THERMAL DISTRIBUTIO I THE HCL SPECTRUM OBJECTIVE To nvestgate a system s thermal dstrbuton n dscrete states; specfcally, determne HCl gas temperature from the relatve occupatons of ts rotatonal states.

More information

The Feynman path integral

The Feynman path integral The Feynman path ntegral Aprl 3, 205 Hesenberg and Schrödnger pctures The Schrödnger wave functon places the tme dependence of a physcal system n the state, ψ, t, where the state s a vector n Hlbert space

More information

Title: Radiative transitions and spectral broadening

Title: Radiative transitions and spectral broadening Lecture 6 Ttle: Radatve transtons and spectral broadenng Objectves The spectral lnes emtted by atomc vapors at moderate temperature and pressure show the wavelength spread around the central frequency.

More information

Army Ants Tunneling for Classical Simulations

Army Ants Tunneling for Classical Simulations Electronc Supplementary Materal (ESI) for Chemcal Scence. Ths journal s The Royal Socety of Chemstry 2014 electronc supplementary nformaton (ESI) for Chemcal Scence Army Ants Tunnelng for Classcal Smulatons

More information

Problem Set 9 Solutions

Problem Set 9 Solutions Desgn and Analyss of Algorthms May 4, 2015 Massachusetts Insttute of Technology 6.046J/18.410J Profs. Erk Demane, Srn Devadas, and Nancy Lynch Problem Set 9 Solutons Problem Set 9 Solutons Ths problem

More information

Non-interacting Spin-1/2 Particles in Non-commuting External Magnetic Fields

Non-interacting Spin-1/2 Particles in Non-commuting External Magnetic Fields EJTP 6, No. 0 009) 43 56 Electronc Journal of Theoretcal Physcs Non-nteractng Spn-1/ Partcles n Non-commutng External Magnetc Felds Kunle Adegoke Physcs Department, Obafem Awolowo Unversty, Ile-Ife, Ngera

More information

1 (1 + ( )) = 1 8 ( ) = (c) Carrying out the Taylor expansion, in this case, the series truncates at second order:

1 (1 + ( )) = 1 8 ( ) = (c) Carrying out the Taylor expansion, in this case, the series truncates at second order: 68A Solutons to Exercses March 05 (a) Usng a Taylor expanson, and notng that n 0 for all n >, ( + ) ( + ( ) + ) We can t nvert / because there s no Taylor expanson around 0 Lets try to calculate the nverse

More information

/ n ) are compared. The logic is: if the two

/ n ) are compared. The logic is: if the two STAT C141, Sprng 2005 Lecture 13 Two sample tests One sample tests: examples of goodness of ft tests, where we are testng whether our data supports predctons. Two sample tests: called as tests of ndependence

More information

Supplemental document

Supplemental document Electronc Supplementary Materal (ESI) for Physcal Chemstry Chemcal Physcs. Ths journal s the Owner Socetes 01 Supplemental document Behnam Nkoobakht School of Chemstry, The Unversty of Sydney, Sydney,

More information

Direct observation of spin-polarized bulk bands in an inversion-symmetric semiconductor

Direct observation of spin-polarized bulk bands in an inversion-symmetric semiconductor J. M. Rley, 1 F. Mazzola, 2 M. Dendzk, 3 M. Mchard, 3 T. Takayama, 4, 5 L. Bawden, 1 C. Granerød, 2 M. Leandersson, 6 T. Balasubramanan, 6 M. Hoesch, 7 T. K. Km, 7 H. Takag, 4, 5 W. Meevasana, 8, 9 Ph.

More information

Lecture 7: Boltzmann distribution & Thermodynamics of mixing

Lecture 7: Boltzmann distribution & Thermodynamics of mixing Prof. Tbbtt Lecture 7 etworks & Gels Lecture 7: Boltzmann dstrbuton & Thermodynamcs of mxng 1 Suggested readng Prof. Mark W. Tbbtt ETH Zürch 13 März 018 Molecular Drvng Forces Dll and Bromberg: Chapters

More information

Lecture 10. Reading: Notes and Brennan Chapter 5

Lecture 10. Reading: Notes and Brennan Chapter 5 Lecture tatstcal Mechancs and Densty of tates Concepts Readng: otes and Brennan Chapter 5 Georga Tech C 645 - Dr. Alan Doolttle C 645 - Dr. Alan Doolttle Georga Tech How do electrons and holes populate

More information

Physics 607 Exam 1. ( ) = 1, Γ( z +1) = zγ( z) x n e x2 dx = 1. e x2

Physics 607 Exam 1. ( ) = 1, Γ( z +1) = zγ( z) x n e x2 dx = 1. e x2 Physcs 607 Exam 1 Please be well-organzed, and show all sgnfcant steps clearly n all problems. You are graded on your wor, so please do not just wrte down answers wth no explanaton! Do all your wor on

More information

Neutral-Current Neutrino-Nucleus Inelastic Reactions for Core Collapse Supernovae

Neutral-Current Neutrino-Nucleus Inelastic Reactions for Core Collapse Supernovae Neutral-Current Neutrno-Nucleus Inelastc Reactons for Core Collapse Supernovae A. Juodagalvs Teornės Fzkos r Astronomjos Insttutas, Lthuana E-mal: andrusj@tpa.lt J. M. Sampao Centro de Físca Nuclear da

More information

Frequency dependence of the permittivity

Frequency dependence of the permittivity Frequency dependence of the permttvty February 7, 016 In materals, the delectrc constant and permeablty are actually frequency dependent. Ths does not affect our results for sngle frequency modes, but

More information

Physics 181. Particle Systems

Physics 181. Particle Systems Physcs 181 Partcle Systems Overvew In these notes we dscuss the varables approprate to the descrpton of systems of partcles, ther defntons, ther relatons, and ther conservatons laws. We consder a system

More information

Week 9 Chapter 10 Section 1-5

Week 9 Chapter 10 Section 1-5 Week 9 Chapter 10 Secton 1-5 Rotaton Rgd Object A rgd object s one that s nondeformable The relatve locatons of all partcles makng up the object reman constant All real objects are deformable to some extent,

More information

Supplementary Materials for

Supplementary Materials for advances.scencemag.org/cg/content/full/2/7/e1600304/dc1 Supplementary Materals for Interface-drven topologcal Hall effect n SrRuO3-SrIrO3 blayer Jobu Matsuno, Naok Ogawa, Kenj Yasuda, Fumtaka Kagawa, Wataru

More information

( ) 1/ 2. ( P SO2 )( P O2 ) 1/ 2.

( ) 1/ 2. ( P SO2 )( P O2 ) 1/ 2. Chemstry 360 Dr. Jean M. Standard Problem Set 9 Solutons. The followng chemcal reacton converts sulfur doxde to sulfur troxde. SO ( g) + O ( g) SO 3 ( l). (a.) Wrte the expresson for K eq for ths reacton.

More information

Wilbur and Ague 4 WILBUR AND AGUE; APPENDIX DR1. Two-dimensional chemical maps as well as chemical profiles were done at 15 kv using

Wilbur and Ague 4 WILBUR AND AGUE; APPENDIX DR1. Two-dimensional chemical maps as well as chemical profiles were done at 15 kv using DR2006139 Wlbur and Ague 4 WILBUR AND AGUE; APPENDIX DR1 MINERAL ANALYSES Two-dmensonal chemcal maps as well as chemcal profles were done at 15 kv usng the JEOL JXA-8600 electron mcroprobe at Yale Unversty

More information

Global Sensitivity. Tuesday 20 th February, 2018

Global Sensitivity. Tuesday 20 th February, 2018 Global Senstvty Tuesday 2 th February, 28 ) Local Senstvty Most senstvty analyses [] are based on local estmates of senstvty, typcally by expandng the response n a Taylor seres about some specfc values

More information

Statistics Chapter 4

Statistics Chapter 4 Statstcs Chapter 4 "There are three knds of les: les, damned les, and statstcs." Benjamn Dsrael, 1895 (Brtsh statesman) Gaussan Dstrbuton, 4-1 If a measurement s repeated many tmes a statstcal treatment

More information

Polymer Chains. Ju Li. GEM4 Summer School 2006 Cell and Molecular Mechanics in BioMedicine August 7 18, 2006, MIT, Cambridge, MA, USA

Polymer Chains. Ju Li. GEM4 Summer School 2006 Cell and Molecular Mechanics in BioMedicine August 7 18, 2006, MIT, Cambridge, MA, USA Polymer Chans Ju L GEM4 Summer School 006 Cell and Molecular Mechancs n BoMedcne August 7 18, 006, MIT, Cambrdge, MA, USA Outlne Freely Jonted Chan Worm-Lke Chan Persstence Length Freely Jonted Chan (FJC)

More information

Conjugacy and the Exponential Family

Conjugacy and the Exponential Family CS281B/Stat241B: Advanced Topcs n Learnng & Decson Makng Conjugacy and the Exponental Famly Lecturer: Mchael I. Jordan Scrbes: Bran Mlch 1 Conjugacy In the prevous lecture, we saw conjugate prors for the

More information

Electronic Quantum Monte Carlo Calculations of Energies and Atomic Forces for Diatomic and Polyatomic Molecules

Electronic Quantum Monte Carlo Calculations of Energies and Atomic Forces for Diatomic and Polyatomic Molecules RESERVE HIS SPACE Electronc Quantum Monte Carlo Calculatons of Energes and Atomc Forces for Datomc and Polyatomc Molecules Myung Won Lee 1, Massmo Mella 2, and Andrew M. Rappe 1,* 1 he Maknen heoretcal

More information

Deep Inelastic Neutron Scattering Studies of Atomic Momentum Distributions in Condensed Argon and Neon*

Deep Inelastic Neutron Scattering Studies of Atomic Momentum Distributions in Condensed Argon and Neon* Deep nelastc Neutron Scatterng Studes of Atomc Momentum Dstrbutons n Condensed Argon and Neon* M. A. Fradkn, S.-X. Zeng, and R. O. Smmons Physcs Department and Materals Research Laboratory, Unversty of

More information

Lecture 12: Discrete Laplacian

Lecture 12: Discrete Laplacian Lecture 12: Dscrete Laplacan Scrbe: Tanye Lu Our goal s to come up wth a dscrete verson of Laplacan operator for trangulated surfaces, so that we can use t n practce to solve related problems We are mostly

More information

Color Rendering Uncertainty

Color Rendering Uncertainty Australan Journal of Basc and Appled Scences 4(10): 4601-4608 010 ISSN 1991-8178 Color Renderng Uncertanty 1 A.el Bally M.M. El-Ganany 3 A. Al-amel 1 Physcs Department Photometry department- NIS Abstract:

More information

Lecture 14: Forces and Stresses

Lecture 14: Forces and Stresses The Nuts and Bolts of Frst-Prncples Smulaton Lecture 14: Forces and Stresses Durham, 6th-13th December 2001 CASTEP Developers Group wth support from the ESF ψ k Network Overvew of Lecture Why bother? Theoretcal

More information

arxiv:quant-ph/ Jul 2002

arxiv:quant-ph/ Jul 2002 Lnear optcs mplementaton of general two-photon proectve measurement Andrze Grudka* and Anton Wóck** Faculty of Physcs, Adam Mckewcz Unversty, arxv:quant-ph/ 9 Jul PXOWRZVNDR]QDRODQG Abstract We wll present

More information

Supporting Information

Supporting Information Supportng Informaton The neural network f n Eq. 1 s gven by: f x l = ReLU W atom x l + b atom, 2 where ReLU s the element-wse rectfed lnear unt, 21.e., ReLUx = max0, x, W atom R d d s the weght matrx to

More information

Operating conditions of a mine fan under conditions of variable resistance

Operating conditions of a mine fan under conditions of variable resistance Paper No. 11 ISMS 216 Operatng condtons of a mne fan under condtons of varable resstance Zhang Ynghua a, Chen L a, b, Huang Zhan a, *, Gao Yukun a a State Key Laboratory of Hgh-Effcent Mnng and Safety

More information

Department of Chemistry Purdue University Garth J. Simpson

Department of Chemistry Purdue University Garth J. Simpson Objectves: 1. Develop a smple conceptual 1D model for NLO effects. Extend to 3D and relate to computatonal chemcal calculatons of adabatc NLO polarzabltes. 2. Introduce Sum-Over-States (SOS) approaches

More information

Binding energy of a Cooper pairs with non-zero center of mass momentum in d-wave superconductors

Binding energy of a Cooper pairs with non-zero center of mass momentum in d-wave superconductors Bndng energ of a Cooper pars wth non-zero center of mass momentum n d-wave superconductors M.V. remn and I.. Lubn Kazan State Unverst Kremlevsaa 8 Kazan 420008 Russan Federaton -mal: gor606@rambler.ru

More information

Lecture Notes on Linear Regression

Lecture Notes on Linear Regression Lecture Notes on Lnear Regresson Feng L fl@sdueducn Shandong Unversty, Chna Lnear Regresson Problem In regresson problem, we am at predct a contnuous target value gven an nput feature vector We assume

More information

Chapter 11: Simple Linear Regression and Correlation

Chapter 11: Simple Linear Regression and Correlation Chapter 11: Smple Lnear Regresson and Correlaton 11-1 Emprcal Models 11-2 Smple Lnear Regresson 11-3 Propertes of the Least Squares Estmators 11-4 Hypothess Test n Smple Lnear Regresson 11-4.1 Use of t-tests

More information

Department of Quantitative Methods & Information Systems. Time Series and Their Components QMIS 320. Chapter 6

Department of Quantitative Methods & Information Systems. Time Series and Their Components QMIS 320. Chapter 6 Department of Quanttatve Methods & Informaton Systems Tme Seres and Ther Components QMIS 30 Chapter 6 Fall 00 Dr. Mohammad Zanal These sldes were modfed from ther orgnal source for educatonal purpose only.

More information

G4023 Mid-Term Exam #1 Solutions

G4023 Mid-Term Exam #1 Solutions Exam1Solutons.nb 1 G03 Md-Term Exam #1 Solutons 1-Oct-0, 1:10 p.m to :5 p.m n 1 Pupn Ths exam s open-book, open-notes. You may also use prnt-outs of the homework solutons and a calculator. 1 (30 ponts,

More information

Kernel Methods and SVMs Extension

Kernel Methods and SVMs Extension Kernel Methods and SVMs Extenson The purpose of ths document s to revew materal covered n Machne Learnng 1 Supervsed Learnng regardng support vector machnes (SVMs). Ths document also provdes a general

More information

Canonical transformations

Canonical transformations Canoncal transformatons November 23, 2014 Recall that we have defned a symplectc transformaton to be any lnear transformaton M A B leavng the symplectc form nvarant, Ω AB M A CM B DΩ CD Coordnate transformatons,

More information

PHY688, Statistical Mechanics

PHY688, Statistical Mechanics Department of Physcs & Astronomy 449 ESS Bldg. Stony Brook Unversty January 31, 2017 Nuclear Astrophyscs James.Lattmer@Stonybrook.edu Thermodynamcs Internal Energy Densty and Frst Law: ε = E V = Ts P +

More information

Finite Element Modelling of truss/cable structures

Finite Element Modelling of truss/cable structures Pet Schreurs Endhoven Unversty of echnology Department of Mechancal Engneerng Materals echnology November 3, 214 Fnte Element Modellng of truss/cable structures 1 Fnte Element Analyss of prestressed structures

More information

This column is a continuation of our previous column

This column is a continuation of our previous column Comparson of Goodness of Ft Statstcs for Lnear Regresson, Part II The authors contnue ther dscusson of the correlaton coeffcent n developng a calbraton for quanttatve analyss. Jerome Workman Jr. and Howard

More information

Investigation of a New Monte Carlo Method for the Transitional Gas Flow

Investigation of a New Monte Carlo Method for the Transitional Gas Flow Investgaton of a New Monte Carlo Method for the Transtonal Gas Flow X. Luo and Chr. Day Karlsruhe Insttute of Technology(KIT) Insttute for Techncal Physcs 7602 Karlsruhe Germany Abstract. The Drect Smulaton

More information

Fermi-Dirac statistics

Fermi-Dirac statistics UCC/Physcs/MK/EM/October 8, 205 Fer-Drac statstcs Fer-Drac dstrbuton Matter partcles that are eleentary ostly have a type of angular oentu called spn. hese partcles are known to have a agnetc oent whch

More information

Structure and Drive Paul A. Jensen Copyright July 20, 2003

Structure and Drive Paul A. Jensen Copyright July 20, 2003 Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.

More information

EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES

EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES Manuel J. C. Mnhoto Polytechnc Insttute of Bragança, Bragança, Portugal E-mal: mnhoto@pb.pt Paulo A. A. Perera and Jorge

More information

PHYS 705: Classical Mechanics. Calculus of Variations II

PHYS 705: Classical Mechanics. Calculus of Variations II 1 PHYS 705: Classcal Mechancs Calculus of Varatons II 2 Calculus of Varatons: Generalzaton (no constrant yet) Suppose now that F depends on several dependent varables : We need to fnd such that has a statonary

More information

24. Atomic Spectra, Term Symbols and Hund s Rules

24. Atomic Spectra, Term Symbols and Hund s Rules Page of 4. Atomc Spectra, Term Symbols and Hund s Rules Date: 5 October 00 Suggested Readng: Chapters 8-8 to 8- of the text. Introducton Electron confguratons, at least n the forms used n general chemstry

More information

NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS

NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS IJRRAS 8 (3 September 011 www.arpapress.com/volumes/vol8issue3/ijrras_8_3_08.pdf NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS H.O. Bakodah Dept. of Mathematc

More information

Molecular structure: Diatomic molecules in the rigid rotor and harmonic oscillator approximations Notes on Quantum Mechanics

Molecular structure: Diatomic molecules in the rigid rotor and harmonic oscillator approximations Notes on Quantum Mechanics Molecular structure: Datomc molecules n the rgd rotor and harmonc oscllator approxmatons Notes on Quantum Mechancs http://quantum.bu.edu/notes/quantummechancs/molecularstructuredatomc.pdf Last updated

More information

Assignment 4. Adsorption Isotherms

Assignment 4. Adsorption Isotherms Insttute of Process Engneerng Assgnment 4. Adsorpton Isotherms Part A: Compettve adsorpton of methane and ethane In large scale adsorpton processes, more than one compound from a mxture of gases get adsorbed,

More information

Supplemental Material: Causal Entropic Forces

Supplemental Material: Causal Entropic Forces Supplemental Materal: Causal Entropc Forces A. D. Wssner-Gross 1, 2, and C. E. Freer 3 1 Insttute for Appled Computatonal Scence, Harvard Unversty, Cambrdge, Massachusetts 02138, USA 2 The Meda Laboratory,

More information

A particle in a state of uniform motion remain in that state of motion unless acted upon by external force.

A particle in a state of uniform motion remain in that state of motion unless acted upon by external force. The fundamental prncples of classcal mechancs were lad down by Galleo and Newton n the 16th and 17th centures. In 1686, Newton wrote the Prncpa where he gave us three laws of moton, one law of gravty,

More information

Energy, Entropy, and Availability Balances Phase Equilibria. Nonideal Thermodynamic Property Models. Selecting an Appropriate Model

Energy, Entropy, and Availability Balances Phase Equilibria. Nonideal Thermodynamic Property Models. Selecting an Appropriate Model Lecture 4. Thermodynamcs [Ch. 2] Energy, Entropy, and Avalablty Balances Phase Equlbra - Fugactes and actvty coeffcents -K-values Nondeal Thermodynamc Property Models - P-v-T equaton-of-state models -

More information

Relative phase for atomic de Broglie waves A tutorial

Relative phase for atomic de Broglie waves A tutorial Relatve phase for atomc de Brogle waves A tutoral Claude Cohen-Tannoudj HYPER Symposum Fundamental Physcs and Applcatons of cold atoms CNES, Pars, 04 November 00 Purpose of ths lecture Introduce the basc

More information

PHYS 215C: Quantum Mechanics (Spring 2017) Problem Set 3 Solutions

PHYS 215C: Quantum Mechanics (Spring 2017) Problem Set 3 Solutions PHYS 5C: Quantum Mechancs Sprng 07 Problem Set 3 Solutons Prof. Matthew Fsher Solutons prepared by: Chatanya Murthy and James Sully June 4, 07 Please let me know f you encounter any typos n the solutons.

More information

8.592J: Solutions for Assignment 7 Spring 2005

8.592J: Solutions for Assignment 7 Spring 2005 8.59J: Solutons for Assgnment 7 Sprng 5 Problem 1 (a) A flament of length l can be created by addton of a monomer to one of length l 1 (at rate a) or removal of a monomer from a flament of length l + 1

More information

Numerical Heat and Mass Transfer

Numerical Heat and Mass Transfer Master degree n Mechancal Engneerng Numercal Heat and Mass Transfer 06-Fnte-Dfference Method (One-dmensonal, steady state heat conducton) Fausto Arpno f.arpno@uncas.t Introducton Why we use models and

More information

Solution Thermodynamics

Solution Thermodynamics Soluton hermodynamcs usng Wagner Notaton by Stanley. Howard Department of aterals and etallurgcal Engneerng South Dakota School of nes and echnology Rapd Cty, SD 57701 January 7, 001 Soluton hermodynamcs

More information

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers Psychology 282 Lecture #24 Outlne Regresson Dagnostcs: Outlers In an earler lecture we studed the statstcal assumptons underlyng the regresson model, ncludng the followng ponts: Formal statement of assumptons.

More information