Ring polymer molecular dynamics

Podobne dokumenty
Few-fermion thermometry

y = The Chain Rule Show all work. No calculator unless otherwise stated. If asked to Explain your answer, write in complete sentences.

Machine Learning for Data Science (CS4786) Lecture11. Random Projections & Canonical Correlation Analysis

Weronika Mysliwiec, klasa 8W, rok szkolny 2018/2019

Helena Boguta, klasa 8W, rok szkolny 2018/2019

A sufficient condition of regularity for axially symmetric solutions to the Navier-Stokes equations

Tychy, plan miasta: Skala 1: (Polish Edition)

Convolution semigroups with linear Jacobi parameters

nyborg - MAWEnt centrifugal FAns ZWp Nyborg-Mawent S.A. ul. Ciepła 6, Malbork, Poland

Revenue Maximization. Sept. 25, 2018

OpenPoland.net API Documentation

ARNOLD. EDUKACJA KULTURYSTY (POLSKA WERSJA JEZYKOWA) BY DOUGLAS KENT HALL

Stargard Szczecinski i okolice (Polish Edition)

Extraclass. Football Men. Season 2009/10 - Autumn round

Raport bieżący: 44/2018 Data: g. 21:03 Skrócona nazwa emitenta: SERINUS ENERGY plc

deep learning for NLP (5 lectures)

DODATKOWE ĆWICZENIA EGZAMINACYJNE

Rachunek lambda, zima

JĘZYK ANGIELSKI ĆWICZENIA ORAZ REPETYTORIUM GRAMATYCZNE

Rozpoznawanie twarzy metodą PCA Michał Bereta 1. Testowanie statystycznej istotności różnic między jakością klasyfikatorów

SPIS TREŚCI / INDEX OGRÓD GARDEN WYPOSAŻENIE DOMU HOUSEHOLD PRZECHOWYWANIE WINA WINE STORAGE SKRZYNKI BOXES

Wojewodztwo Koszalinskie: Obiekty i walory krajoznawcze (Inwentaryzacja krajoznawcza Polski) (Polish Edition)

The Lorenz System and Chaos in Nonlinear DEs

Zakopane, plan miasta: Skala ok. 1: = City map (Polish Edition)

MaPlan Sp. z O.O. Click here if your download doesn"t start automatically

TTIC 31210: Advanced Natural Language Processing. Kevin Gimpel Spring Lecture 8: Structured PredicCon 2

SPECYFIKACJA ISTOTNYCH WARUNKÓW ZAMÓWIENIA

Has the heat wave frequency or intensity changed in Poland since 1950?


Steeple #3: Gödel s Silver Blaze Theorem. Selmer Bringsjord Are Humans Rational? Dec RPI Troy NY USA

Karpacz, plan miasta 1:10 000: Panorama Karkonoszy, mapa szlakow turystycznych (Polish Edition)

****/ZN/2012. if you are pregnant or breast-feeding.

Konsorcjum Śląskich Uczelni Publicznych

Wojewodztwo Koszalinskie: Obiekty i walory krajoznawcze (Inwentaryzacja krajoznawcza Polski) (Polish Edition)

Katowice, plan miasta: Skala 1: = City map = Stadtplan (Polish Edition)

Strangeness in nuclei and neutron stars: many-body forces and the hyperon puzzle

Installation of EuroCert software for qualified electronic signature

Wojewodztwo Koszalinskie: Obiekty i walory krajoznawcze (Inwentaryzacja krajoznawcza Polski) (Polish Edition)

Podstawa prawna: Art. 70 pkt 1 Ustawy o ofercie - nabycie lub zbycie znacznego pakietu akcji

Chapter 1: Review Exercises

EXAMPLES OF CABRI GEOMETRE II APPLICATION IN GEOMETRIC SCIENTIFIC RESEARCH

TTIC 31210: Advanced Natural Language Processing. Kevin Gimpel Spring Lecture 9: Inference in Structured Prediction

photo graphic Jan Witkowski Project for exhibition compositions typography colors : : janwi@janwi.com

OBWIESZCZENIE MINISTRA INFRASTRUKTURY. z dnia 18 kwietnia 2005 r.

Dominika Janik-Hornik (Uniwersytet Ekonomiczny w Katowicach) Kornelia Kamińska (ESN Akademia Górniczo-Hutnicza) Dorota Rytwińska (FRSE)


RURY I KSZTAŁTKI TWS/GRP PIPES AND FITTINGS

Machine Learning for Data Science (CS4786) Lecture 24. Differential Privacy and Re-useable Holdout

w ww cic oz F o r p U0 a A Zr24 H r wa w wa wa w o UazQ v7 ; V7 v7 ; V7 ; v7 rj. co.. zz fa. A o, 7 F za za za 4 is,, A ) D. 4 FU.

tum.de/fall2018/ in2357

FASCINATING RHYTHM. for S.A.B. voices and piano with optional SoundPax and SoundTrax CD* Preview Only. Got mp. E m/g B 7sus/F E m A 9 E 5 E m7/b

Polish Premier League - semifinal(segment 3_6)

WYŁĄCZNIK CZASOWY OUTDOOR TIMER

Zestawienie czasów angielskich

General Certificate of Education Ordinary Level ADDITIONAL MATHEMATICS 4037/12

EGZAMIN MATURALNY Z JĘZYKA ANGIELSKIEGO

Machine Learning for Data Science (CS4786) Lecture 11. Spectral Embedding + Clustering

SubVersion. Piotr Mikulski. SubVersion. P. Mikulski. Co to jest subversion? Zalety SubVersion. Wady SubVersion. Inne różnice SubVersion i CVS

MS Visual Studio 2005 Team Suite - Performance Tool

Proposal of thesis topic for mgr in. (MSE) programme in Telecommunications and Computer Science

mirasol. PIĘKNE TKANINY

tradycyjna normalny multicache bardzo du y mobilna

Gradient Coding using the Stochastic Block Model

Miedzy legenda a historia: Szlakiem piastowskim z Poznania do Gniezna (Biblioteka Kroniki Wielkopolski) (Polish Edition)

Egzamin maturalny z języka angielskiego na poziomie dwujęzycznym Rozmowa wstępna (wyłącznie dla egzaminującego)

SNP SNP Business Partner Data Checker. Prezentacja produktu

Stół Regolo. 100% Made in Italy. Może być używany w wersji zamkniętej lub otwartej na dowolnej wysokości It can be used open or closed, at any height

Domy inaczej pomyślane A different type of housing CEZARY SANKOWSKI

Modern methods of statistical physics

Zarządzanie sieciami telekomunikacyjnymi

Dolny Slask 1: , mapa turystycznosamochodowa: Plan Wroclawia (Polish Edition)

UWAGA!!!! Nie odsyłać do Spółki ATTENTION!!!!! Do not send it to the Company

Fizyka klasyczna. - Mechanika klasyczna prawa Newtona - Elektrodynamika prawa Maxwella - Fizyka statystyczna -Hydrtodynamika -Astronomia

SSW1.1, HFW Fry #20, Zeno #25 Benchmark: Qtr.1. Fry #65, Zeno #67. like

Prices and Volumes on the Stock Market

USER EXPERIENCE Z UMIAREM

HAPPY ANIMALS L01 HAPPY ANIMALS L03 HAPPY ANIMALS L05 HAPPY ANIMALS L07

HAPPY ANIMALS L02 HAPPY ANIMALS L04 HAPPY ANIMALS L06 HAPPY ANIMALS L08

The Overview of Civilian Applications of Airborne SAR Systems

Primal Formulation. Find u h V h such that. A h (u h, v h )= fv h dx v h V h, where. u h v h dx. A h (u h, v h ) = DGFEM Primal Formulation.

4. P : P SO P Spin, π : P M: 6. F = P Spin Spin(n) S, F ± = P Spin Spin(n) S ± 7. ω: Levi-Civita, R:, K:

Wykaz linii kolejowych, które są wyposażone w urządzenia systemu ETCS

Wojewodztwo Koszalinskie: Obiekty i walory krajoznawcze (Inwentaryzacja krajoznawcza Polski) (Polish Edition)

Miedzy legenda a historia: Szlakiem piastowskim z Poznania do Gniezna (Biblioteka Kroniki Wielkopolski) (Polish Edition)

Mechanika kwantowa ćwiczenia, 2007/2008, Zestaw II

"###1#9 % $#"# #$ ""1&"9%1; " $ K! "###$%!" # $ %& "###$%! $#"#'#&'"$ $#"#'#''"#!"#$%&' ' $ ' $ ' $ (& # ) * +,-.+ /* 01 ' ' () *) +, * *- * ( )*-)./

Wykaz linii kolejowych, które są wyposażone w urzadzenia systemu ETCS

Cezary Michalski, Larysa Głazyrina, Dorota Zarzeczna Wykorzystanie walorów turystycznych i rekreacyjnych gminy Olsztyn

ABOUT NEW EASTERN EUROPE BESTmQUARTERLYmJOURNAL

Wymagania bezpieczeństwa dotyczące elektrycznych przyrządów pomiarowych, automatyki i urządzeń laboratoryjnych Część 1: Wymagania ogólne

1. INFORMACJE OGÓLNE

N a l e W y u n i k a ć d ł u g o t r w a ł e g o k o n t a k t u p o l a k i e r o w a n y c h p o w i e r z c h n i z w y s o k i m i t e m p e r a

Zastrzegamy sobie prawo do zmiany cen oraz asortymentu bez wcze niejszego zawiadomienia.

Instrukcja obsługi User s manual

& portable system. Keep the frame, change the graphics, change position. Create a new stand!

17-18 września 2016 Spółka Limited w UK. Jako Wehikuł Inwestycyjny. Marek Niedźwiedź. InvestCamp 2016 PL

Analysis of Movie Profitability STAT 469 IN CLASS ANALYSIS #2

Chorągiew Dolnośląska ZHP 1. Zarządzenia i informacje 1.1. Zarządzenia

Technika Próżniowa. Przyszłość zależy od dobrego wyboru produktu. Wydanie Specjalne.

Transkrypt:

Ring polymr molcular dynamics David Manolopoulos Dpartmnt of Chmistry, Univrsity of Oxford Mariapfarr Workshop 29, Lctur II

<latxit sha_bas64="jkdzeiy9kilcxa5qssn6glub8=">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</latxit>. Quantum mchanical corrlation functions Many dynamical proprtis of condnsd phas systms can b rlatd to raltim corrlation functions of th form c AB (t) = h Q tr Ĥ Â() ˆB(t) i, whr Q =tr h Ĥ i, and ˆB(t) = +iĥt/~ ˆB iĥt/~.

<latxit sha_bas64="2kawxscs932nh+rcbfvlpsfb2ci=">aaaeexicbvnlb9naehythiw8wjhygdegeqmnnbyjlkivihdhvupl6qbwjovl7z66efn+cz4kw4gbbxbtz4n4zttcqt/hsvl7vmmhmlw+f6fpvb7xsbt5fvdo7u//g4crqoorcypwqgilzxhilsq4ogttufxpanockj8gynih+do7fsp/tumueo4nuxljwr65gtfwcpvqmeaau8ybwi88yrsug5sgrdko86ouhmayiislgy6bq6ivilwhdguxeojd/nmgjpyszpmyvw2ul2o296+34dcwqaaibwywtqqv84k+suwiigkfswxgasiui7yvc322hrnqo2yyekcfa2utehwx3o7igoigsjysirteiyqotqvpskcrymhxlqkqlthqovprdpiscrwgqtcg2q+emv+y9phocmz7jktswi9ufsdlhobqwtkbsqcmgwslravyyn9za2kdhh4hw8qyv5oulakr4ccjqxjwtqhyosdlmsuat5urueotglkewv+jrqbnhmfv2hosxiuoeek2v+wk8pxdgm2pnm53dyou3i7tie9qnunzak6gfuvhbjncydlhucwmizm+xhmyu56ghrxiy7hgxlof/qgyprvbovxq8sxaahjscdxv2ov83+xk9zfraftlpcysoaodhx4druvwt29b2qmlowkriam3ncjo5+ogslwqutrxuhmylg8pc27fzmax7d3xnno9b+i99la9d96ud+cjqfwl9a3vf25/bx9o/2zyattsrwtnpavv8z4tky=</latxit> For xampl, th di usion co cint of a molcul i in a liquid is givn by D(T )= 3 c vi v i (t) dt, chmical raction rat co cints can b calculatd from k(t )= Q r (T ) c ff (t) dt, and dipol absorption spctra from n(!) (!) =! 3~cV ( ~! )C µ µ (!), whr C µ µ (!) = 2 i!t c µ µ (t) dt.

<latxit sha_bas64="5sg+tsew2flutsc8kafttsin84=">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</latxit> Th standard ral-tim corrlation function is c AB (t) = h Q tr Ĥ Â() ˆB(t) i, whras th Kubo-transformd corrlation function is c AB (t) = Q d tr h ( )ĤÂ() i Ĥ ˆB(t). Thr ar a numbr of rasons why c AB (t) is th mor classical of th two objcts and it is c AB (t) that is approximatd in RPMD.

If and C AB (!) = 2 C AB (!) = 2 thn it is straightforward to show that whr i!t c AB (t) dt i!t c AB (t) dt, C AB (!) =D(!) C AB (!), D(!) = ~! ~!. So standard corrlation functions can asily b rconstructd from Kubo-transformd corrlation functions, and viv vrsa. <latxit sha_bas64="+9udtkmsmjdmf59vq/yi+rgmce=">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</latxit>

<latxit sha_bas64="fhvpnzfw633xippajsp75r33kh8=">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</latxit> Proof (I): c AB (t) = h Q tr = h Q tr = X Q jk = X Q jk Ĥ Â() ˆB(t) i Ĥ  +iĥt/~ ˆB iĥt/~i E j hj  ki +ie kt/~ hk ˆB ji ie jt/~ E j A jk B kj +i(e k E j )t/~. ) C AB (!) = 2 = X Q = Q jk X jk i!t c AB (t) dt E j A jk B kj 2 E j A jk B kj (! [E k E j ]/~). i(! [E k E j ]/~)t dt

<latxit sha_bas64="lfjt9ge6wiguf3k9lybmrma/we=">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</latxit> Proof (II): c AB (t) = Q = Q d d tr X jk h ( )ĤÂ Ĥ +iĥt/~ ˆB iĥt/~i E j (E A jk B kj k E j ) +i(e k E j )t/~. ) CAB (!) = 2 = Q = i!t c AB (t) dt d ( ~! ) ~! X jk ~! d Q E j A jk B kj X jk C AB (!). (E k E j ) (! [E k E j ]/~) E j A jk B kj (! [E k E j ]/~)

Altrnativly (I): Not that c AB (t) = Q = Q d d tr tr h ( h )ĤÂ Ĥ Â +iĥ(t+i ~)/~ ˆB Ĥ +iĥt/~ ˆB iĥt/~i iĥ(t+i ~)/~i d c AB (t + i ~), whr c AB ( ) = Q tr h Ĥ Â +iĥ /~ ˆB iĥ /~i is an analytic function of in th strip appl Im( ) appl ~: β Im(τ) = λħ R(τ) = t

So C AB (!) = 2 = = = Altrnativly (II): d i!t c AB (t) dt 2!~ d!~ d = ( ~! ) ~! 2 2 C AB (!). i!t c AB (t + i ~) dt ++i ~ +i ~ + i! c AB ( ) d i! c AB ( ) d Im(τ) = λħ β R(τ) = t

It follows from this that dynamical obsrvabls can qually wll b writtn in trms of c AB (t). For xampl: and whr D(T )= 3 k(t )= Q r (T ) c vi v i (t) dt, n(!) (!) =!2 3cV Cµ µ (!), C µ µ (!) = 2 c ff (t) dt, i!t c µ µ (t) dt. Notic that non of ths quations involvs ~! <latxit sha_bas64="8q8mghv3pgyqyhy4sie8cah3q=">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</latxit>

<latxit sha_bas64="(null)">(null)</latxit> <latxit sha_bas64="(null)">(null)</latxit> <latxit sha_bas64="(null)">(null)</latxit> <latxit sha_bas64="(null)">(null)</latxit> <latxit sha_bas64="(null)">(null)</latxit> <latxit sha_bas64="(null)">(null)</latxit> <latxit sha_bas64="(null)">(null)</latxit> <latxit sha_bas64="(null)">(null)</latxit> 2. Ring polymr molcular dynamics 2 Rcall that: <latxit sha_bas64="vcoook6qskrbagoq9stipdvm3vg=">aaacd3icbvc7tsmwfhxko7wcjcwrfyipsgosikkscymgwpcaqrpxxwrh2jf9g6ii/gelv8lcaeksrgz8du6bgdrlb2dc6/tc+jucinb8olupqnufmf9zfpwvvw9tvwvupilruiwuvorbmmelayjhwa5szscjbbumb44l//kwacovvmbhyjojxev5xtqslvj5kkyx6t6j4zckl4oaa8iilxjdibsfrjfjdyu4qavj+h9jwjiqkxha9t6inqjyi+maoxphgknrwciryyiywkgn3dn2pksjjp5om8i3/bkj2/r7q9ev2x+njh8syyrlbyqrwyh57hfif86wf9jjuuwzjjohupnnrpyi3l8htmohhaalrz+fdkadrvthuul4o/jfqrxwracfavnvbloubjjtkiuyqkb6rbtsgparjk7skjsyvzopz5lw6b5prilpubjafcn6/anram9u=</latxit> Q =tr h Ĥ i q = (T )/ p 8 (T )=h/ p 2 mkt p = p mkt ) p q = ~ 2. Q = (2 ~) n dp dq nh n (p,q) H n (p, q) = nx j= " p 2 j 2m + 2 m!2 n(q j q j+ ) 2 + V (q j ) # ; n = /n;! n =/( n ~).

Path intgral molcular dynamics: PIMD uss th ring polymr trajctoris q =+ @H n(p, q) @p ṗ = @H n(p, q) @q as a sampling tool to calculat xact valus of static quilibrium proprtis such as hai = Q tr H ˆ A ˆ. Ring polymr molcular dynamics: RPMD uss th sam trajctoris to approximat Kubotransformd tim corrlation functions of th form c ˆ ˆ ˆ AB (t) = h i d tr ( )H A() H B(t) ˆ, Q whr B(t) ˆ = +iht/~ ˆ B ˆ iht/~ ˆ.

Ring polymr molcular dynamics: Th RPMD approximation to c AB (t) = Q d tr h ( )H ˆ A() ˆ i H ˆ B(t) ˆ is simply c AB (t) ' (2 ~) n Q dp dq nh n (p,q ) A n (q )B n (q t ), whr A n (q) = n nx A(q j ) and B n (q) = n nx B(q j ). j= j= Classical molcular dynamics in an xtndd phas spac!

In short, th RPMD approximation includs both: tunnling and zro point nrgy But it nglcts QM intrfrnc ffcts in th ral-tim dynamics.

3<latxit sha_bas64="p9cpfj+ayo5aslqngfqejxu7lpm=">aaab7hicbvbns8naej3urq/qh69llacp5kgh4lxjxwmg2hjwwz3brln5uwuxfk6g/w4kerr/4gb/4bn2ko2vpg4phddpz/jgzpw372yptbg5t75r3k3v7b4dhotroossahlih7jvo8v5uxqvzpnat+wfic+pz/dpv5vscqfyveg57havxrlcaeayn5nyfw/xkqfqzg3yote6cgtsgqgdu/rqoi5kevgjcsvidx46l2kpgfurkmisayzpcedgwvoktks/njf+jckgmurnkuchxf+kofrqhvqmm8r6qla9tpzpgyq6upfsjujeugwi4keix2h7hmpiszgyckurwrkayajnpfokz+vi66tybtqth3zdr7asijjkcwtlcggpxiy76ialbbg8wyu8wcj6sd6tj2vryspmtueprm8fgingq==</latxit> On can show that RPMD is:. Exact in th high tmpratur limit 2. Exact in th short tim limit 3. Exact in th harmonic limit (for linar Aˆ or B) ˆ 4. Exact for A ˆ = ˆ (th unit oprator) 5. Faithful to all QM symmtris 6. Consistnt with th QM quilibrium distribution 2 2

E.g.: whn  = ˆ whav c B (t) = Q = Q = Q tr h d d tr tr h ( h Ĥ ˆB(t) i )Ĥˆ Ĥ ˆB(t) i Ĥ ˆB(t) i = Q tr h = Q tr h Ĥ +iĥt/~ ˆB iĥt/~i i Ĥ ˆB hbi,

And in RPMD w also hav c B (t) = (2 ~) n Q = (2 ~) n Q = (2 ~) n Q = (2 ~) n Q hbi, dp dp t dp t dp dq nh n (p,q ) B n (q t ) dq t nh n (p,q ) B n (q t ) dq t nh n (p t,q t ) B n (q t ) dq nh n (p,q ) B n (q ) whr w hav usd Liouvill s thorm (dp dq = dp t dq t ) and th fact that RPMD trajctoris consrv H n (p t, q t ).

<latxit sha_bas64="wgdecbm9vbjb5gemzwyb9frm=">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</latxit> Non-local oprators So far, w hav only considrd local oprators  = A(ˆq) and ˆB = B(ˆq). But d 2 dt 2 Qc qq(t) = d2 dt 2 tr h = d dt tr appl Ĥ ˆq +iĥt/~ ˆq iĥt/~i Ĥ ˆq +iĥt/~ i iĥt/~ [Ĥ, ˆq] ~ = d dt tr h = d h dt tr appl = tr h = tr h = tr Ĥ ˆq +iĥt/~ ˆv iĥt/~i i Ĥ iĥt/~ ˆq +iĥt/~ ˆv Ĥ iĥt/~ i ~ [Ĥ, ˆq] +iĥt/~ ˆv Ĥ iĥt/~ˆv i +iĥt/~ ˆv Ĥ ˆv +iĥt/~ˆv iĥt/~i Qc vv (t). So c vv (t) = d2 dt 2 c qq(t) and (similarly) c vv (t) = d2 dt 2 c qq(t).

<latxit sha_bas64="5mq3jmsg9qy+y/hwrvdflfwlwcq=">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</latxit> Thus th vlocity autocorrlation function can b calculatd in RPMD as c vv (t) = d 2 dt 2 c qq(t), which givs (ntirly naturally!) (2 ~) n Qc vv (t) = d2 dt 2 dp dq nh n (p,q ) q q t = d dp dq nh n (p,q ) q v t dt = d dp t dq t nh n (p t,q t) q v t dt = d dp dq nh n (p,q ) q t v dt = dp dq nh n (p,q ) v t v = dp t dq t nh n (p t,q t) v v t = dp dq nh n (p,q ) v v t. That is, c vv (t) =h v v t i,whr q = n nx q j and v = d dt q = n j= nx j= p j m.

Th sam argumnt applis to corrlation functions involving othr non-local oprators. For xampl, chmical raction rat co cints can b calculatd from Q r (T )k(t )= d c ff (t) dt = lim c fs (t) = lim t! t! dt c fs(t), whr c ff (t) = d dt c fs(t) = d2 dt 2 c ss(t), both in QM and in RPMD. But I shall not discuss this any furthr hr, as it is th subjct of Lctur III.

3. Exampl applications A. Quantum diffusion in liquid para-hydrogn 4 2. 25K RPMD T.75 F.5 G L S D (A /ps) 2 o.25. Classical ρ..75.5..5..5.2.25 N -/3 D = 3 D(L) =D() c v v (t) dt k BT 6 L

Consistncy chck: Rcall that C vv (!) = ht i = Q tr h ~! ~! C vv (!). So (in d notation) = m 2 c vv() = m 2 = m 2 = m 4 = m 2 i Ĥ ˆT = m 2 d! d! appl c vv () + h Q tr d! C vv (!) ~! C ~! vv (!) dt dt i Ĥ ˆvˆv ~! ~! i!t c vv (t) 2 d c vv (t) 2 t/ ~ dt, in which th last lin is obtaind by valuating th intgral ovr!. 5 By comparing this with th xact ht i = ht CV (q)i, on has a way to chck th accuracy of th RPMD approximation to c vv (t). <latxit sha_bas64="w35kdvnklsovw2v27dhs/ndplvi=">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</latxit>

For th 25 K liquid para-hydrogn xampl givn abov, this consistncy chck givs th following kintic nrgis pr atom (in 3d): 4 Kintic nrgy (K) Exact RPMD Classical 62. 64.5 37.5 Not bad th RPMD approximation to c vv (t) ovrstimats th quantum contribution to th kintic nrgy by lss than %. But not prfct RPMD is just an approximation to ral-tim quantum dynamics, aftr all! This is actually quit a stringnt tst, bcaus th thrmal tim ~ at 25 K is.3 ps, which is comparabl to th dcay tim of th p-h 2 vlocity autocorrlation function. So it provids som rason to hav faith in RPMD for othr (lss quantum mchanical) problms: <latxit sha_bas64="h+zhiq9+9xx6o9jwb+dglar+vo=">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</latxit>

B. Compting quantum ffcts in liquid watr 6 q-tip4p/f DQM/Dcl =.

C. Th vibrational spctrum of liquid watr 7 25 2 RPMD (3 K) RPMD (35 K) n(ω)α(ω) / cm - 5 Spurious rsonancs! 5 2 3 4 ω / cm -! =(2n/ ~)sin( /n) ' (2 / ~) = 3 cm at 3 K.

D. Thrmostattd RPMD 8 Non of th stablishd proprtis of RPMD is a ctd whn a PILE thrmostat is attachd to th intrnal mods of th ring polymr during th dynamics (TRPMD), which sms to b a good ida for calculating vibrational spctra: Curvatur problm (a) 3K 2K K CMD (c) 436K 35K 9K RPMD Spurious rsonancs σ(ω) (b) TRPMD (d) TRPMD Lorntzian broadning 2 3 4 2 3 4 wavnumbr (cm - ) Vibrational spctra of an anharmonic OH molcul (2! x = 7 cm ).

4. Rfrncs. R. Kubo, J. Phys. Soc. Japan 2, 57 (957). 2. I. R. Craig and D. E. Manolopoulos, J. Chm. Phys. 2, 3368 (24). 3. B. J. Braams and D. E. Manolopoulos, J. Chm. Phys. 25, 245 (26). 4. T. F. Millr III and D. E. Manolopoulos, J. Chm. Phys. 22, 8453 (25). 5. B. J. Braams, T. F. Millr III and D. E. Manolopoulos, Chm. Phys. Ltt. 48, 79 (26). 6. S. Habrshon, T. E. Markland and D. E. Manolopoulos, J. Chm. Phys. 3, 245 (29). 7. S. Habrshon, G. S. Fanourgakis and D. E. Manolopoulos, J. Chm. Phys. 29, 745 (28). 8. M. Rossi, M. Criotti and D. E. Manolopoulos, J. Chm. Phys. 4, 2346 (24). 9. And finally, for a rviw of RPMD that was currnt in 23, s: S. Habrshon, D. E. Manolopoulos, T. E. Markland and T. F. Millr III, Ann. Rv. Phys. Chm. 64, 387 (23). <latxit sha_bas64="mdgbxzsjphy8qthq8dt/rlqhldq=">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</latxit>