Relaxation of Shallow Donor Electron Spin Due to Interaction with Nuclear Spin Bath

Size: px
Start display at page:

Download "Relaxation of Shallow Donor Electron Spin Due to Interaction with Nuclear Spin Bath"

Transcription

1 Relaxaton of Shallow Donor Electron Spn Due to Interacton wth Nuclear Spn Bath NANO LETTERS 2002 Vol. 2, No Semon Saykn,, Dma Mozyrsky, and Vladmr Prvman*, Center for Quantum DeVce Technology, Clarkson UnVersty, Potsdam, New York 13699, Department of Theoretcal Physcs, Kazan State UnVersty, Kazan , Russa, and T-13 and CNLS, Los Alamos Natonal Laboratory, Los Alamos, New Mexco Receved March 18, 2002; Revsed Manuscrpt Receved Aprl 29, 2002 ABSTRACT We study the low-temperature dynamcs of a shallow donor, e.g., 31 P, mpurty electron spn n slcon, nteractng wth the bath of nuclear spns of the 29 S sotope. For small appled magnetc felds, the electron spn relaxaton s controlled by the steady-state dstrbuton of the nuclear spns. We calculate the relaxaton tmes T 1 and T 2 as functons of the external magnetc feld and conclude that nuclear spns play an mportant role n the donor electron spn decoherence n S:P at low magnetc felds. Introducton. Recently, there has been much nterest n the study of decoherence of a sngle electron or nuclear spn for novel low-temperature semconductor applcatons consdered for realzaton of quantum nformaton processng. Several proposed desgns of quantum computers 1-7 utlze spn qubts. Interactons wth the envronment lead to devatons from controlled, coherent quantum-mechancal evoluton of the spn state. Tradtonally, the loss of the ntal spn polarzaton, has been characterzed by the longtudnal, T 1, and transverse, T 2, relaxaton tmes, relatve to the drecton of the external magnetc feld. 8 Interest n quantum computng has focused attenton on the tme scales of the processes nvolved and on the propertes of sngle spns. Much of the recent work has been devoted to the fndng 9-15 that ntal decoherence processes may be mportant for quantum computng. These processes occur on tme scales faster than energy exchange. In ths work, we focus on a system suggested by quantum computng desgns, but concentrate on the global tme dependence of decoherence and relaxaton. A spn qubt n a semconductor heterostructure at low temperatures can be nuclear spn 2,3 or spn of an electron bound to a donor mpurty 5 or trapped n a quantum dot. 1,4,6 Ths spn nteracts wth several types of envronments, such as phonons, conducton electrons, and other spns. It has been argued n the lterature that the spn envronment possesses fundamentally dfferent propertes from the bosonc one. 12,13,16,17 * Correspondng author. E-mal: prvman@clarkson.edu. Clarkson Unversty. Kazan State Unversty. Los Alamos Natonal Laboratory. In the present work, we study the effects of the nuclear spn bath on the mpurty-bound electron spn qubt. It s well establshed that the nuclear spn system can nfluence electron spn polarzaton. Ths has been demonstrated for GaAs, where polarzed nucle can create a strong (on the order of several Tesla) effectve nternal magnetc feld at an electron poston. 18 The nuclear spn system has long relaxaton tme as compared to the electron spn system, and for short tmes can be consdered as system of frozen magnetc moments, unless the nuclear spns are pumped externally by NMR radaton. Recently, electron spn dephasng by nuclear spns n GaAs quantum dots was studed n ref 19, where the case of fully polarzed nuclear spns was solved exactly and nonexponental decoherence processes were found. A dfferent mechansm for rreversble spnflp transtons wth energy dsspaton n quantum dots due to the hyperfne nteracton asssted by phonons was proposed n refs 20 and 21, but t cannot lead to sgnfcant decoherence and relaxaton. A more effectve phonon-medated decoherence mechansm 22 s due to spn-orbt nteractons, as referenced later. Nuclear spn drven dephasng of electron spns n GaAs quantum dots was consdered recently 23 wthn a model of electron spns movng n effectve magnetc felds created by contact hyperfne nteractons. In ths paper, we consder relaxaton of a shallow donor mpurty, 31 P(I P ) 1/2), electron spn n a defect-free S crystal at low external magnetc felds and low temperature. The nterest n ths system has been rekndled by the work of Kane, 3 n whch donor electron spns were proposed as medators of nteractons between nuclear spn qubts. We /nl CCC: $22.00 Publshed on Web 05/14/ Amercan Chemcal Socety

2 propose a novel mechansm for localzed electron spn relaxaton/decoherence n S:P, whch arses due to the precesson of the electronc spn n a randomly dstrbuted nuclear spn effectve magnetc feld. The nuclear spn bath couples to the electron spn va the hyperfne nteracton. A well-known dephasng mechansm was suggested n ref 24, wth electron spn dephasng by the nuclear spn polarzaton occurrng as a result of hoppng of the electron from one donor ste to another. In ths work, we establsh that nuclear spns contrbute to localzed electron spn dephasng even n crystals wth sparsely postoned donors, where such hoppng s not possble. Our results ndcate that nuclear spns are lkely to be an mportant source of the low-temperature donor electron spn relaxaton/dephasng n S:P at low magnetc felds. Donor Electron Spn Interactng wth a Nuclear Spn Bath. In the effectve mass approxmaton, donor electron n S s descrbed 25 by the lnear combnaton of modulated s-electron wave functons, 6 ψ(r) ) R F (r)u (r)e k r )1 where the envelope functon s F (r) ) (πb 3 ) -1/2 exp(-r/b). The effectve radus s b ) ɛr b m/m* Å, where ɛ ) 12 s the delectrc constant for slcon, R b s the Bohr radus, whle m and m* are the free and effectve electron masses, respectvely. In eq 1, coeffcents R are determned by the symmetry consderatons, and the summaton s carred over the sx mnma of the conducton band. 25 Natural slcon crystal contans about c 4.67% of 29 S atoms wth nuclear spn I ) 1/2. The lattce constant s a ) 5.43 Å, and thus the electron wave functon wth such effectve radus covers n I 80 nucle of 29 S. We wll assume that the electron spn nteracts wth the donor nucleus and nuclear spn bath of 29 S manly va the contact hyperfne nteracton. 8 At low temperatures, on the order of several 10 mk, the donor electrons are always bound and the role of phonons n relaxaton processes s dmnshed. We can then focus on the spn Hamltonan for a donor electron spn, S, nteractng wth a reservor of nuclear spns, I, n external magnetc feld, H. It can be approxmated by the Zeeman energy of the electron and nuclear spns, and by the hyperfne contact nteracton H ) gµ b SH + γ pi H + where summaton s carred over all the nuclear spns. The spn-orbt nteracton mxes ground and excted donor electron states descrbed by eq 1 and can gve rse to spnlattce relaxaton 26 and decoherence 22 by modfyng the electron g-factor. Ths s mportant for phonon-medated relaxaton mechansms. 22,26 In eq 2, the hyperfne couplng constant of the s nuclear spn to the electronc spn s A ) (8π/3p)g 0 µ b µ n ψ(r ) 2, where µ n s magnetc moment of the nucleus located at poston r, and g 0 s the free electron (1) A psi (2) Fgure 1. Energy level structure of a donor electron spn nteractng wth a system of 29 S nuclear spns va the contact hyperfne nteracton; see ref 27. g-factor. 18 Therefore, the devaton of the electronc g-factor from 2, and ts ansotropcty, can only somewhat rescale the value of the magnetc feld n eq 2 and wll be gnored n our calculatons. Our results, to be presented shortly, suggest that the man relaxaton effects due to the nuclear spn bath occur n the regme when the effectve magnetc feld owng to the hyperfne nteracton approxmately cancels the external appled magnetc feld. Therefore, we wll focus on the magnetc felds of less than order 100 G, so that the nuclear Zeeman part of the Hamltonan eq 2 s much smaller than the hyperfne part and can be neglected. Then the Hamltonan eq 2 can be transformed to the nteracton pcture, H nt (t) ) exp(h 0 t)h exp(- H 0 t), wth where we have ncluded the dagonal part of the hyperfne nteracton n the unperturbed Hamltonan H 0. The nteracton Hamltonan H nt (t) can be splt nto two parts: where H 0 ) gµ b S z H + A S z I z In the above equatons, H S and H P represent the off-dagonal part of the hyperfne nteracton wth the 29 S nucle and P nucleus, respectvely. It should be noted that the frequences are defned as operators n nuclear spn space, and ω Z ) (3) H nt (t) ) H S (t) + H P (t) (4) H S (t) ) 2 A {S + I - *0 e ωˆ S t + S - I + e ωˆ S t } (5) H P (t) ) 2A 0 {S + I - 0 e ωˆ Pt + S - I + 0 e ωˆ Pt } (6) ωˆ P ) ω Z + A I z ωˆ S ) ω Z + A 0 I 0 z + A I z (7) (8) 652 Nano Lett., Vol. 2, No. 6, 2002

3 gµ b H/p. The prme n the sum n eq 8 ndcates that the summaton s over *. The ) term can be ncluded wth neglgble error, assumng a large number of spns n the reservor. The energy level structure of the unperturbed Hamltonan H 0 s schematcally presented n Fgure 1. The hyperfne splttng produced by the donor nucleus s much larger than the splttng due to the nteracton wth the 29 S nucle, as determned n the ENDOR experments 27 for S: P, specfcally, H P 42 G and δ S 2.9 G, see Fgure 1. To evaluate dynamcs of the system governed by the Hamltonan eq 4, we use a Markovan approxmaton for the master equaton for the reduced densty matrx F(t) of the donor electron spn, 28 t F (t) )- 0 dτ{ [S+,S - F(t)]ξ 1 (τ) + [F(t)S -,S + ]ξ 2 (τ) + [F(t)S +,S - ]ξ 1 (-τ) + [S -,S + F(t)]ξ 2 (-τ)} (9) where ξ 1 (τ) ) (2A ) 2 I - *0 ξ 2 (τ) ) (2A ) 2 I + *0 I + e ωˆ Sτ + (2A 0 ) 2 I - 0 I + 0 e ωˆ Pτ (10) I - e ωˆ Sτ + (2A 0 ) 2 I + 0 I - 0 e ωˆ Pτ (11) In the above equaton, the angular brackets denote averages over the spn states, obtaned by tracng the approprate operators multpled by the densty matrx of the spn bath, θ(τ). We pont out that the approxmatons nvolved 28 n dervng eq 9 nclude the assumpton that the total densty matrx s factorzed at all tmes. Furthermore, the densty matrx of the bath s assumed to be tme ndependent. These assumptons of the Markovan approxmaton, are generally vald when the nuclear spn reservor s kept n ts reference state ether by external pumpng by NMR radaton, or by thermalzaton. These processes, as well as nteractons present n the system, wll defne the tme scales of the decay of ξ 1,2 (τ), whch should be smaller than the characterstc dynamcal tmes of the electron spn, T 1 and T 2. Thermalzaton processes alone mght not be suffcent to satsfy ths condton for expermentally relevant tmes. Ths lmtaton should be kept n mnd when usng the results of most recently publshed relaxaton calculatons medated by nuclear spns. 19,23 In our calculatons, we took the completely random θ ) 2 -n I, assumng that any expermentally relevant temperature s effectvely nfnte for nuclear spns, or that they are contnuously pumped. Averagng of exponental operators, exp(ωˆ S τ) ) exp(ω Z τ) exp(a 0 I 0 z τ) exp( A I z τ) (12) n eqs 10 and 11 can be done assumng that the number of nuclear spns s suffcently large, e ( A I z τ 1 2πσ 2 - dye -y 2 /(2σ 2 )(yτ ) e - τ2 σ 2 /2 (13) where the energy scale measures the root-mean-square hyperfne nteracton of the electron wth the nuclear bath. Thus, and eq 9 can be rewrtten n terms of dagonal, F VV, F vv, and offdagonal, F Vv, F vv, components of the spn densty matrx, and pσ ) p (A /2)2 (14) e ωˆ Sτ ) e -τ2 σ 2 /2+ω Z τ cos(a 0 τ/2) (15) e ωˆ Pτ ) e -τ2 σ 2 /2+ω Z τ (16) F vv (t) -F VV (t) )- dτ(fvv 0 (t) -F VV (t)) {σ 2 cos(ω Z + A 0 /2)τ + σ 2 cos(ω Z - A 0 /2)τ + (A 2 0 /2)cosω Z τ}e -τ2 σ 2 /2 (17) F vv (t) ) [F Vv (t)] * )- 0 dτ FvV (t){σ 2 cos(a 0 /2)τ + (A 0 /2) 2 }e ω Zτ-τ 2 σ 2 /2 (18) Solvng the above equatons, we fnd that the off-dagonal components of the densty matrx decay as exp(- t/t 2 ), where 1 ) π T 2 ( σ2 2σ 2 2 e-(ω Z+A 0 /2) 2 /2σ 2 + σ2 2 e-(ω Z+A 0 /2) 2 /2σ 2 + ( A 0 2 ) 2 e -(ω Z 2 /2σ )) 2 (19) The electron spn polarzaton, F vv -F VV, decays accordng to exp(- t/t 1 ), where from eq 17 one obtans that T 1 ) T 2 /2. The three terms n eq 19 correspond to the channels of dsspaton of the electron spn phase. The frst two terms descrbe donor electron spn-flps owng to ts nteracton wth the 29 S nuclear spns. The thrd term arses due to donor electron spn-flps at the P-donor nucleus. Dscusson and Summary. The transverse relaxaton rate, 1/T 2, eq 19, s shown n Fgure 2 as a functon of the external magnetc feld. It has a peak of Gaussan shape at H ) 0, and another Gaussan peak at H ) A 0 p/2gµ b. The ntensty and wdth of the peaks are determned by the electron-spn hyperfne nteracton constant, A 0, wth the donor nucleus, and by the energy-scale σ, see eqs 14 and 19. The latter parameter depends of the partcular lattce arrangement of 29 S nucle around the 31 P mpurty. Indeed, thus far we have consdered a sngle donor electron spn, and eq 19 descrbed a decoherence process. To obtan a specfc estmate used for Fgure 2, we have assumed that one can average eq 9 over a statstcal ensemble of spatally Nano Lett., Vol. 2, No. 6,

4 dstrbuted 29 S nucle surroundng the 31 P donors. The average value, σ*, then provdes a representatve measure of the ndvdual spn decoherence. The quantty defned va (σ*) 2 ) c l (A l /2)2 (20) where c s the concentraton of the 29 S nucle and the summaton s carred over all the lattce postons, can be obtaned from expermental data on the nhomogeneously broadened ESR lne of 31 P donors. 27 For a Gaussan lne, 29 σ* ) gµ b δ S 2p 2ln2 (21) where the wdth at the half ntensty of the ESR lne, δ S 2.9 G, s obtaned from experment. 27 The estmated value of σ* s thus s -1. The value of the hyperfne constant for the 31 P donor nucle s 25 A s -1. Thus, the averaged value of T 1,2 for the donor electron spn n the S:P system at low external magnetc feld and low temperatures can be as short as T 1,T s. Ths ndcates that the decoherence mechansm consdered n ths work s lkely to be the domnant one at low magnetc felds. We can also consder the case when the nuclear spn bath s polarzed, ether by thermalzaton or other means. For typcal temperatures approprate for quantum computng applcatons, as low as few mk, the polarzaton 0 e p e1 wll be descrbed by p ) (e -γph/kt - 1)/(e -γph/kt + 1), where for S, γ < 0. For magnetc feld values of nterest, H up to 100 G, we can assume that p, 1. Equaton 19 s then replaced by 1 ) π T 2 ( σ2 2σ 2 2 (1 + p)e-(ω Z + p A /2 + A 0 /2) 2 /[2σ 2 (1 - p 2 )] + σ 2 2 (1 - p) e-(ω Z + p A /2 + A 0 /2) 2 /[2σ 2 (1 - p 2 )] + ( A 0 2 ) 2 e -(ω Z + p A /2) 2 /[2σ 2 (1 - p )]) 2 (22) showng that the nuclear spn polarzaton partly cancels the effect of the external magnetc feld. In the quantum computer applcatons, the value of the qualty factor, Q ) T 2 /T clock s of nterest. Here T clock s the larger of the qubt-control and qubt-nteracton tme scales. For fault-tolerant error correcton, Q mn 10 4 to 10 6 s needed. 30 For electron-spn qubts, 4 T clock ps, and our results, whch provde the lower bound on the decoherence rate, suggest that large external magnetc felds should be used. Indeed, decoherence owng to nuclear spns alone wll volate the qualty factor condton for felds, H, below about 50 G. Isotopc purfcaton of the S crystal can mprove the qualty factor. In summary, we have consdered a model of a shallow donor electron spn nteractng wth a nuclear spn bath. We have shown that at low temperatures such system relaxes to Fgure 2. The transverse relaxaton rate 1/T 2, shown on a logarthmc scale, of a donor electron spn as a functon of the external magnetc feld. the state determned by the densty matrx of the nuclear spn bath, on tme scales of the order 10-7 to 10-9 s for low external magnetc felds. Wthn the approxmaton scheme used, the transton probabltes determnng T 1-1 and T 2-1 have Gaussan dependence of the appled magnetc feld. Acknowledgment. Ths research was supported by the Natonal Scence Foundaton, grants DMR and ECS , and by the Natonal Securty Agency and Advanced Research and Development Actvty under Army Research Offce contract DAAD References (1) Loss, D.; DVncenzo, D. P. Phys. ReV. A 1998, 57, 120. (2) Prvman, V.; Vagner, I. D.; Kventsel, G. Phys. Lett. A 1998, 239, 141. (3) Kane, B. E. Nature 1998, 393, 133. (4) Imamoglu, A.; Awschalom, D. D.; Burkard, G.; DVncenzo, D. P.; Loss, D.; Sherwn, M.; Small, A. Phys. ReV. Lett. 1999, 83, (5) Vren, R.; Yablonovtch, E.; Wang, K.; Jang, H. W.; Balandn, A.; Roychowdhury, V.; Mor, T.; DVncenzo, D. P. Phys. ReV. A 2000, 62, (6) Bandyopadhyay, S. Phys. ReV. B 2000, 61, (7) Mozyrsky, D.; Prvman, V.; Glasser, M. L. Phys. ReV. Lett. 2001, 86, (8) Slchter, C. P. Prncples of Magnetc Resonance; 3rd Cor. Ed., Sprnger-Verlag: New York, Berln, Hedelberg, (9) van Kampen, N. G. J. Stat. Phys. 1995, 78, 299. (10) Mozyrsky, D.; Prvman, V. J. Stat. Phys. 1998, 91, 787. (11) Palma, G. M.; Suomnen K. A.; and Ekert, A. K. Proc. Royal Soc. A 1996, 452, 567. (12) Shao, J.; Ge, M.-L.; and Cheng, H. Phys. ReV. E 1996, 53, (13) Tuptsyn, I. S.; Prokof ev, N. V.; Stamp, P. C. E. Int. J. Mod. Phys. B 1997, 11, (14) Manv, T.; Bychkov, Y. A.; Vagner I. D.; and Wyder, P. Phys. ReV. B 2001, 64, (15) Prvman, V. preprnt cond-mat 2002, (16) Prokof ev, N. V.; Stamp, P. C. E. Rep. Prog. Phys. 2000, 63, 669. (17) Caldera, A. O.; Castro Neto, A. H.; Olvera de Carvalho, T. Phys. ReV. B 1993, 48, (18) Paget, D.; Lampel, G.; Sapoval, B.; Safarov, V. I. Phys. ReV. B 1977, 15, Nano Lett., Vol. 2, No. 6, 2002

5 (19) Khaetsk, A. V.; Loss, D.; Glazman, L. preprnt cond-mat 2002, (20) Erlngsson, S. I.; Nazarov, Y. V.; Fal ko, V. I. preprnt cond-mat 2001, (21) Erlngsson, S. I.; Nazarov, Y. V. preprnt cond-mat 2002, (22) Mozyrsky, D.; Kogan, Sh.; Berman, G. P. preprnt cond-mat 2002, (23) Merkulov, I. A.; Efros, Al. L.; Rosen, M. preprnt cond-mat 2002, (24) D yakonov, M. I.; Perel, V. I.; Berkovts, V. L.; Safarov, V. I. JETP 1975, 40, 950. (25) Kohn, W. In Sold-State Physcs; Setz, F., Turnbull, D., Eds.; Academc Press: New York, 1957; Vol. 5, p 257. (26) Roth, L. M. Phys. ReV. 1960, 118, (27) Feher, G. Phys. ReV. 1959, 114, (28) Blum, K. Densty Matrx Theory and Applcatons; Plenum Press: New York, (29) Abragam, A. Prncples of Nuclear Magnetsm; Oxford Unversty Press: New York, (30) Aharonov, D.; Ben-Or, M. preprnt quant-ph 1999, NL Nano Lett., Vol. 2, No. 6,

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

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

ECEN 5005 Crystals, Nanocrystals and Device Applications Class 19 Group Theory For Crystals

ECEN 5005 Crystals, Nanocrystals and Device Applications Class 19 Group Theory For Crystals ECEN 5005 Crystals, Nanocrystals and Devce Applcatons Class 9 Group Theory For Crystals Dee Dagram Radatve Transton Probablty Wgner-Ecart Theorem Selecton Rule Dee Dagram Expermentally determned energy

More information

Detection of single electron spin resonance in a double quantum dot*

Detection of single electron spin resonance in a double quantum dot* JOURNAL OF APPLIED PHYSICS 101, 081706 2007 Detecton of sngle electron spn resonance n a double quantum dot* F. H. L. Koppens, a C. Buzert, I. T. Vnk, K. C. Nowack, T. Meuner, L. P. Kouwenhoven, and L.

More information

Lecture 4. Macrostates and Microstates (Ch. 2 )

Lecture 4. Macrostates and Microstates (Ch. 2 ) Lecture 4. Macrostates and Mcrostates (Ch. ) The past three lectures: we have learned about thermal energy, how t s stored at the mcroscopc level, and how t can be transferred from one system to another.

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

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

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

Lab 2e Thermal System Response and Effective Heat Transfer Coefficient

Lab 2e Thermal System Response and Effective Heat Transfer Coefficient 58:080 Expermental Engneerng 1 OBJECTIVE Lab 2e Thermal System Response and Effectve Heat Transfer Coeffcent Warnng: though the experment has educatonal objectves (to learn about bolng heat transfer, etc.),

More information

One-photon and two-photon spectroscopy and spin polarization

One-photon and two-photon spectroscopy and spin polarization J. Mater. Envron. Sc. 4 (3) (013) 46-431 Mah ISSN : 08-508 One-photon and two-photon spectroscopy and spn polarzaton M. Idrsh Mah 1 Department of Physcs, Unversty of Chttagong, Chttagong 4331, Bangladesh.

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

Level Crossing Spectroscopy

Level Crossing Spectroscopy Level Crossng Spectroscopy October 8, 2008 Contents 1 Theory 1 2 Test set-up 4 3 Laboratory Exercses 4 3.1 Hanle-effect for fne structure.................... 4 3.2 Hanle-effect for hyperfne structure.................

More 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

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

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

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

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

2010 Black Engineering Building, Department of Mechanical Engineering. Iowa State University, Ames, IA, 50011

2010 Black Engineering Building, Department of Mechanical Engineering. Iowa State University, Ames, IA, 50011 Interface Energy Couplng between -tungsten Nanoflm and Few-layered Graphene Meng Han a, Pengyu Yuan a, Jng Lu a, Shuyao S b, Xaolong Zhao b, Yanan Yue c, Xnwe Wang a,*, Xangheng Xao b,* a 2010 Black Engneerng

More information

DETAILED DERIVATION OF THE GENERAL MASTER EQUATION IN QUANTUM OPTICS

DETAILED DERIVATION OF THE GENERAL MASTER EQUATION IN QUANTUM OPTICS DETAILED DERIVATION OF THE GENERAL MASTER EQUATION IN QUANTUM OPTICS TIMOTHY JONES Abstract. An unorgnal but more detaled dervaton that typcal s presented of the master equaton. 1. Assumptons We begn by

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

Monte Carlo simulation study on magnetic hysteresis loop of Co nanowires

Monte Carlo simulation study on magnetic hysteresis loop of Co nanowires Monte Carlo smulaton study on magnetc hysteress loop of Co nanowres Ryang Se-Hun, O Pong-Sk, Sn Gum-Chol, Hwang Guk-Nam, Hong Yong-Son * Km Hyong Jk Normal Unversty, Pyongyang, D.P.R of Korea Abstract;

More information

The Two-scale Finite Element Errors Analysis for One Class of Thermoelastic Problem in Periodic Composites

The Two-scale Finite Element Errors Analysis for One Class of Thermoelastic Problem in Periodic Composites 7 Asa-Pacfc Engneerng Technology Conference (APETC 7) ISBN: 978--6595-443- The Two-scale Fnte Element Errors Analyss for One Class of Thermoelastc Problem n Perodc Compostes Xaoun Deng Mngxang Deng ABSTRACT

More information

SIO 224. m(r) =(ρ(r),k s (r),µ(r))

SIO 224. m(r) =(ρ(r),k s (r),µ(r)) SIO 224 1. A bref look at resoluton analyss Here s some background for the Masters and Gubbns resoluton paper. Global Earth models are usually found teratvely by assumng a startng model and fndng small

More 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

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:

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

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

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

University of Washington Department of Chemistry Chemistry 453 Winter Quarter 2015

University of Washington Department of Chemistry Chemistry 453 Winter Quarter 2015 Lecture 2. 1/07/15-1/09/15 Unversty of Washngton Department of Chemstry Chemstry 453 Wnter Quarter 2015 We are not talkng about truth. We are talkng about somethng that seems lke truth. The truth we want

More information

Supplementary Figures

Supplementary Figures Supplementary Fgures 3.5K B Permanent Magnet Supplementary Fgure 1: Expermental setup. The hgh-na mcroscope objectve s mounted on a nano-postonng pezo stage. The MW-carryng wre placed near the poston of

More information

Efficient Optimal Control for a Unitary Operation under Dissipative Evolution

Efficient Optimal Control for a Unitary Operation under Dissipative Evolution Effcent Optmal Control for a Untary Operaton under Dsspatve Evoluton Mchael Goerz, Danel Rech, Chrstane P. Koch Unverstät Kassel March 20, 2014 DPG Frühjahrstagung 2014, Berln Sesson Q 43 Mchael Goerz

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 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

Thermal-Fluids I. Chapter 18 Transient heat conduction. Dr. Primal Fernando Ph: (850)

Thermal-Fluids I. Chapter 18 Transient heat conduction. Dr. Primal Fernando Ph: (850) hermal-fluds I Chapter 18 ransent heat conducton Dr. Prmal Fernando prmal@eng.fsu.edu Ph: (850) 410-6323 1 ransent heat conducton In general, he temperature of a body vares wth tme as well as poston. In

More information

1 Derivation of Rate Equations from Single-Cell Conductance (Hodgkin-Huxley-like) Equations

1 Derivation of Rate Equations from Single-Cell Conductance (Hodgkin-Huxley-like) Equations Physcs 171/271 -Davd Klenfeld - Fall 2005 (revsed Wnter 2011) 1 Dervaton of Rate Equatons from Sngle-Cell Conductance (Hodgkn-Huxley-lke) Equatons We consder a network of many neurons, each of whch obeys

More information

4 Analysis of Variance (ANOVA) 5 ANOVA. 5.1 Introduction. 5.2 Fixed Effects ANOVA

4 Analysis of Variance (ANOVA) 5 ANOVA. 5.1 Introduction. 5.2 Fixed Effects ANOVA 4 Analyss of Varance (ANOVA) 5 ANOVA 51 Introducton ANOVA ANOVA s a way to estmate and test the means of multple populatons We wll start wth one-way ANOVA If the populatons ncluded n the study are selected

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

Chapter 1. Probability

Chapter 1. Probability Chapter. Probablty Mcroscopc propertes of matter: quantum mechancs, atomc and molecular propertes Macroscopc propertes of matter: thermodynamcs, E, H, C V, C p, S, A, G How do we relate these two propertes?

More information

Convergence of random processes

Convergence of random processes DS-GA 12 Lecture notes 6 Fall 216 Convergence of random processes 1 Introducton In these notes we study convergence of dscrete random processes. Ths allows to characterze phenomena such as the law of large

More information

Chapter 13: Multiple Regression

Chapter 13: Multiple Regression Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to

More 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

DUE: WEDS FEB 21ST 2018

DUE: WEDS FEB 21ST 2018 HOMEWORK # 1: FINITE DIFFERENCES IN ONE DIMENSION DUE: WEDS FEB 21ST 2018 1. Theory Beam bendng s a classcal engneerng analyss. The tradtonal soluton technque makes smplfyng assumptons such as a constant

More 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

Квантовые цепи и кубиты

Квантовые цепи и кубиты Квантовые цепи и кубиты Твердотельные наноструктуры и устройства для квантовых вычислений Лекция А.В. Устинов Karlsruhe Insttute of Technology, Germany Russan Quantum Center, Russa Alexey Ustnov Sold-state

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

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

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

Implicit Integration Henyey Method

Implicit Integration Henyey Method Implct Integraton Henyey Method In realstc stellar evoluton codes nstead of a drect ntegraton usng for example the Runge-Kutta method one employs an teratve mplct technque. Ths s because the structure

More information

Quantum spin system with on-site exchange in a magnetic field

Quantum spin system with on-site exchange in a magnetic field Materals Scence-Poland, Vol. 25, No. 2, 2007 Quantum spn system wth on-ste exchange n a magnetc feld G. PAWŁOWSKI * Insttute of Physcs, Adam Mckewcz Unversty, 61-614 Poznań, ul. Umultowska 85, Poland We

More information

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons

More information

Note on the Electron EDM

Note on the Electron EDM Note on the Electron EDM W R Johnson October 25, 2002 Abstract Ths s a note on the setup of an electron EDM calculaton and Schff s Theorem 1 Basc Relatons The well-known relatvstc nteracton of the electron

More information

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look

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

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

Supporting Information

Supporting Information Supportng Informaton Water structure at the ar-aqueous nterface of dvalent caton and ntrate solutons Man Xu, Rck Spnney, Heather C. Allen* allen@chemstry.oho-state.edu Fresnel factors and spectra normalzaton

More information

Relaxation in water /spin ice models

Relaxation in water /spin ice models Relaxaton n water /spn ce models Ivan A. Ryzhkn Insttute of Sold State Physcs of Russan Academy of Scences, Chernogolovka, Moscow Dstrct, 1443 Russa Outlne specfcty of approach quaspartcles Jaccard s theory

More information

A Hybrid Variational Iteration Method for Blasius Equation

A Hybrid Variational Iteration Method for Blasius Equation Avalable at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 1932-9466 Vol. 10, Issue 1 (June 2015), pp. 223-229 Applcatons and Appled Mathematcs: An Internatonal Journal (AAM) A Hybrd Varatonal Iteraton Method

More information

Hidden Markov Models & The Multivariate Gaussian (10/26/04)

Hidden Markov Models & The Multivariate Gaussian (10/26/04) CS281A/Stat241A: Statstcal Learnng Theory Hdden Markov Models & The Multvarate Gaussan (10/26/04) Lecturer: Mchael I. Jordan Scrbes: Jonathan W. Hu 1 Hdden Markov Models As a bref revew, hdden Markov models

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

4.2 Chemical Driving Force

4.2 Chemical Driving Force 4.2. CHEMICL DRIVING FORCE 103 4.2 Chemcal Drvng Force second effect of a chemcal concentraton gradent on dffuson s to change the nature of the drvng force. Ths s because dffuson changes the bondng n a

More information

Density matrix. c α (t)φ α (q)

Density matrix. c α (t)φ α (q) Densty matrx Note: ths s supplementary materal. I strongly recommend that you read t for your own nterest. I beleve t wll help wth understandng the quantum ensembles, but t s not necessary to know t n

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

ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION

ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION Advanced Mathematcal Models & Applcatons Vol.3, No.3, 2018, pp.215-222 ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EUATION

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

Deep sub-doppler cooling of Mg in MOT formed by light waves with elliptical polarization

Deep sub-doppler cooling of Mg in MOT formed by light waves with elliptical polarization Journal of Physcs: Conference Seres PAPER OPEN ACCESS Deep sub-doppler coolng of Mg n MOT formed by lght waves wth ellptcal polarzaton To cte ths artcle: O N Prudnkov et al 2017 J. Phys.: Conf. Ser. 793

More information

CHAPTER 7 ENERGY BALANCES SYSTEM SYSTEM. * What is energy? * Forms of Energy. - Kinetic energy (KE) - Potential energy (PE) PE = mgz

CHAPTER 7 ENERGY BALANCES SYSTEM SYSTEM. * What is energy? * Forms of Energy. - Kinetic energy (KE) - Potential energy (PE) PE = mgz SYSTM CHAPTR 7 NRGY BALANCS 1 7.1-7. SYSTM nergy & 1st Law of Thermodynamcs * What s energy? * Forms of nergy - Knetc energy (K) K 1 mv - Potental energy (P) P mgz - Internal energy (U) * Total nergy,

More information

Thermodynamics and statistical mechanics in materials modelling II

Thermodynamics and statistical mechanics in materials modelling II Course MP3 Lecture 8/11/006 (JAE) Course MP3 Lecture 8/11/006 Thermodynamcs and statstcal mechancs n materals modellng II A bref résumé of the physcal concepts used n materals modellng Dr James Ellott.1

More information

A Solution of the Harry-Dym Equation Using Lattice-Boltzmannn and a Solitary Wave Methods

A Solution of the Harry-Dym Equation Using Lattice-Boltzmannn and a Solitary Wave Methods Appled Mathematcal Scences, Vol. 11, 2017, no. 52, 2579-2586 HIKARI Ltd, www.m-hkar.com https://do.org/10.12988/ams.2017.79280 A Soluton of the Harry-Dym Equaton Usng Lattce-Boltzmannn and a Soltary Wave

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

5.03, Inorganic Chemistry Prof. Daniel G. Nocera Lecture 2 May 11: Ligand Field Theory

5.03, Inorganic Chemistry Prof. Daniel G. Nocera Lecture 2 May 11: Ligand Field Theory 5.03, Inorganc Chemstry Prof. Danel G. Nocera Lecture May : Lgand Feld Theory The lgand feld problem s defned by the followng Hamltonan, h p Η = wth E n = KE = where = m m x y z h m Ze r hydrogen atom

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

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system Transfer Functons Convenent representaton of a lnear, dynamc model. A transfer functon (TF) relates one nput and one output: x t X s y t system Y s The followng termnology s used: x y nput output forcng

More information

Linear Regression Analysis: Terminology and Notation

Linear Regression Analysis: Terminology and Notation ECON 35* -- Secton : Basc Concepts of Regresson Analyss (Page ) Lnear Regresson Analyss: Termnology and Notaton Consder the generc verson of the smple (two-varable) lnear regresson model. It s represented

More information

Composite Hypotheses testing

Composite Hypotheses testing Composte ypotheses testng In many hypothess testng problems there are many possble dstrbutons that can occur under each of the hypotheses. The output of the source s a set of parameters (ponts n a parameter

More information

Study on Active Micro-vibration Isolation System with Linear Motor Actuator. Gong-yu PAN, Wen-yan GU and Dong LI

Study on Active Micro-vibration Isolation System with Linear Motor Actuator. Gong-yu PAN, Wen-yan GU and Dong LI 2017 2nd Internatonal Conference on Electrcal and Electroncs: echnques and Applcatons (EEA 2017) ISBN: 978-1-60595-416-5 Study on Actve Mcro-vbraton Isolaton System wth Lnear Motor Actuator Gong-yu PAN,

More information

Coulomb Interactions in a Focused Ion Beam System with a Dynamic Corrected Deflection Field

Coulomb Interactions in a Focused Ion Beam System with a Dynamic Corrected Deflection Field 3rd Internatonal Conference on Mechatroncs and Industral Informatcs (ICMII 205) Coulomb Interactons n a Focused Ion Beam System wth a Dynamc Corrected Deflecton Feld Wenpng L, a *, Qan L,b and Junbao Lu2,c

More information

Convexity preserving interpolation by splines of arbitrary degree

Convexity preserving interpolation by splines of arbitrary degree Computer Scence Journal of Moldova, vol.18, no.1(52), 2010 Convexty preservng nterpolaton by splnes of arbtrary degree Igor Verlan Abstract In the present paper an algorthm of C 2 nterpolaton of dscrete

More information

9 Derivation of Rate Equations from Single-Cell Conductance (Hodgkin-Huxley-like) Equations

9 Derivation of Rate Equations from Single-Cell Conductance (Hodgkin-Huxley-like) Equations Physcs 171/271 - Chapter 9R -Davd Klenfeld - Fall 2005 9 Dervaton of Rate Equatons from Sngle-Cell Conductance (Hodgkn-Huxley-lke) Equatons We consder a network of many neurons, each of whch obeys a set

More information

Generalized Linear Methods

Generalized Linear Methods Generalzed Lnear Methods 1 Introducton In the Ensemble Methods the general dea s that usng a combnaton of several weak learner one could make a better learner. More formally, assume that we have a set

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

An identification algorithm of model kinetic parameters of the interfacial layer growth in fiber composites

An identification algorithm of model kinetic parameters of the interfacial layer growth in fiber composites IOP Conference Seres: Materals Scence and Engneerng PAPER OPE ACCESS An dentfcaton algorthm of model knetc parameters of the nterfacal layer growth n fber compostes o cte ths artcle: V Zubov et al 216

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

Moderator & Moderator System

Moderator & Moderator System NPTL Chemcal ngneerng Nuclear Reactor Technology Moderator & Moderator System K.S. Rajan Professor, School of Chemcal & Botechnology SASTRA Unversty Jont Intatve of IITs and IISc Funded by MHRD Page of

More information

On the correction of the h-index for career length

On the correction of the h-index for career length 1 On the correcton of the h-ndex for career length by L. Egghe Unverstet Hasselt (UHasselt), Campus Depenbeek, Agoralaan, B-3590 Depenbeek, Belgum 1 and Unverstet Antwerpen (UA), IBW, Stadscampus, Venusstraat

More information

Application of B-Spline to Numerical Solution of a System of Singularly Perturbed Problems

Application of B-Spline to Numerical Solution of a System of Singularly Perturbed Problems Mathematca Aeterna, Vol. 1, 011, no. 06, 405 415 Applcaton of B-Splne to Numercal Soluton of a System of Sngularly Perturbed Problems Yogesh Gupta Department of Mathematcs Unted College of Engneerng &

More information

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4)

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4) I. Classcal Assumptons Econ7 Appled Econometrcs Topc 3: Classcal Model (Studenmund, Chapter 4) We have defned OLS and studed some algebrac propertes of OLS. In ths topc we wll study statstcal propertes

More information

Statistics II Final Exam 26/6/18

Statistics II Final Exam 26/6/18 Statstcs II Fnal Exam 26/6/18 Academc Year 2017/18 Solutons Exam duraton: 2 h 30 mn 1. (3 ponts) A town hall s conductng a study to determne the amount of leftover food produced by the restaurants n the

More information

Calculation Of The Interdiffusion Coefficient In The Cu Zn Diffusion Couple

Calculation Of The Interdiffusion Coefficient In The Cu Zn Diffusion Couple Calculaton Of The Interdffuson Coeffcent In The Cu Zn Dffuson Couple Adhurm Hoxha a and Henrch Oettel b and Detrch Heger b a Polytechnc Unversty of Trana b TU Bergakademe Freberg, Insttut für Werkstoffwssenschaft

More information

1. Mean-Field Theory. 2. Bjerrum length

1. Mean-Field Theory. 2. Bjerrum length 1. Mean-Feld Theory Contnuum models lke the Posson-Nernst-Planck equatons are mean-feld approxmatons whch descrbe how dscrete ons are affected by the mean concentratons c and potental φ. Each on mgrates

More information

CIS526: Machine Learning Lecture 3 (Sept 16, 2003) Linear Regression. Preparation help: Xiaoying Huang. x 1 θ 1 output... θ M x M

CIS526: Machine Learning Lecture 3 (Sept 16, 2003) Linear Regression. Preparation help: Xiaoying Huang. x 1 θ 1 output... θ M x M CIS56: achne Learnng Lecture 3 (Sept 6, 003) Preparaton help: Xaoyng Huang Lnear Regresson Lnear regresson can be represented by a functonal form: f(; θ) = θ 0 0 +θ + + θ = θ = 0 ote: 0 s a dummy attrbute

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

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

8 Derivation of Network Rate Equations from Single- Cell Conductance Equations

8 Derivation of Network Rate Equations from Single- Cell Conductance Equations Physcs 178/278 - Davd Klenfeld - Wnter 2015 8 Dervaton of Network Rate Equatons from Sngle- Cell Conductance Equatons We consder a network of many neurons, each of whch obeys a set of conductancebased,

More information

NUMERICAL DIFFERENTIATION

NUMERICAL DIFFERENTIATION NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the

More information

Susceptibility and Inverted Hysteresis Loop of Prussian Blue Analogs with Orthorhombic Structure

Susceptibility and Inverted Hysteresis Loop of Prussian Blue Analogs with Orthorhombic Structure Commun. Theor. Phys. 58 (202) 772 776 Vol. 58, No. 5, November 5, 202 Susceptblty and Inverted Hysteress Loop of Prussan Blue Analogs wth Orthorhombc Structure GUO An-Bang (ÁËǑ) and JIANG We ( å) School

More information

Comparison of the Population Variance Estimators. of 2-Parameter Exponential Distribution Based on. Multiple Criteria Decision Making Method

Comparison of the Population Variance Estimators. of 2-Parameter Exponential Distribution Based on. Multiple Criteria Decision Making Method Appled Mathematcal Scences, Vol. 7, 0, no. 47, 07-0 HIARI Ltd, www.m-hkar.com Comparson of the Populaton Varance Estmators of -Parameter Exponental Dstrbuton Based on Multple Crtera Decson Makng Method

More information

Supplementary information. Coulomb oscillations in a gate-controlled few-layer graphene quantum dot

Supplementary information. Coulomb oscillations in a gate-controlled few-layer graphene quantum dot Supplementary nformaton Coulomb oscllatons n a gate-controlled few-layer graphene quantum dot Ypu Song * Haonan Xong Wentao Jang Hongy Zhang Xao Xue Cheng Ma Yuln Ma Luyan Sun Hayan Wang and Lumng Duan

More information

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 30 Multcollnearty Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur 2 Remedes for multcollnearty Varous technques have

More information

Thermodynamics General

Thermodynamics General Thermodynamcs General Lecture 1 Lecture 1 s devoted to establshng buldng blocks for dscussng thermodynamcs. In addton, the equaton of state wll be establshed. I. Buldng blocks for thermodynamcs A. Dmensons,

More information