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1
Lin Lin
Joint work with Roberto Car (Princeton), Joseph Morrone (Columbia) and Michele Parrinello (ETHZ)
Computational Research Division, Lawrence Berkeley National Lab
Displaced Path Integral Method for Computing the Momentum Distribution of Quantum Nuclei
Most molecular dynamics simulation treats nuclei as classical particles: Is this always a good approximation?
2
Classical statistical mechanics β’ NVT ensemble, partition function (single particle), π½ = 1
ππ΅π
π = β« ππ ππ πβπ½ π2
2π+π π₯
β’ Free energy
πΉ = β1π½
logπ = β1π½
log2πππ½
12β
1π½
log β« ππ πβπ½π(π₯)
β’ Classical statistical mechanics predicts NO isotope effect
3
Classical statistical mechanics β’ Momentum distribution (Maxwell-Boltzmann form)
π πβ² = πΏ π β πβ² = 1πβ« ππ πππΏ π β πβ² π
βπ½ ππ
2π+π π
=π½
2ππ
32πβ
π½π22π
β’ Radial momentum distribution
π π =π2
4πβ« πΞ© π π =
π½2ππ
32π2πβ
π½π22π
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Experimental evidence of nuclear quantum effects
Momentum distribution of protons in water at room temperature. Data from [Reiter et al, Braz. J. Phys. 2004]
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Classical statistical mechanics β’ Kinetic energy (equi-partition theorem)
πΎ = β« ππ ππ
2π π π = 3ππ΅π
2
β’ Prediction from classical statistical mechanics at
273K: K=35.3 meV 270K: K=34.9 meV
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Experimental evidence of nuclear quantum effects
Temperature dependence of kinetic energy of protons in water Prediction from classical statistical mechnics at 273K: 35meV Data from [Pietropolo et al, Phys. Rev. Lett., 2008]
Melting point (273K)
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Hydrogen atoms (and other light atoms) should be treated as quantum particles. How to compute the momentum distribution of quantum nuclei?
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Quantum statistical mechanics β’ Single body Hamiltonian for simplicity, extendable to the many
body case
π» = π π + π π = ββ2
2ππ»2 + π π
β’ π(π): Only for nuclei; obtained from force-field model, or density functional theory [Hohenberg-Kohn, 1964; Kohn-Sham 1965]
β’ Key quantity: single particle density matrix
π π, πβ² =π πβπ½π½ πβ²
π
β’ π(π) and π(π) do not commute.
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Trotter expansion (Strang splitting)
πβπ½π½ = limπββ
Ξ πππβπ½ππ½ = lim
πββΞ πππ
β π½2ππ π πβ
π½ππ π πβ
π½2ππ π
Insert P-1 unity operators πΌ = β« πππ|ππβ©β¨ππ| π π, πβ²
=1π
limπββ
β« ππ2 β―ππποΏ½πβπ½2ππ ππ
π
π=1
β¨ππ|πβπ½ππ π ππ+1 πβ
π½2ππ ππ+1
π1 = π, ππ+1 = πβ²
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Trotter expansion (Strang splitting)
ππ| πβπ½ππ(π) |ππ+1 β π
β ππ2π½β2 ππβππ+1
2
π π, πβ² β limπββ
β« ππ2 β―ππππβπ½ππππ
ππππ = οΏ½ππ2π½β2
ππ β ππ+1 2 +12π
π π1 + π ππ+1
π
π=1
Quantum-Classical isomorphism [Chandler and Wolynes, J Chem Phys,1981] Continuous form: Feynman path along imaginary time
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Molecular dynamics Introduce a set of (fictitious) masses {ππ}
limπββ
β« ππ1ππ2 β―ππππππ+1πβπ½ππππ
β limπββ
β« ππ1ππ2 β―ππππππ+1ππ1ππ2 β―ππππππ+1πβπ½(β
ππ2
2ππ+π ππππ)
Newtonβs equation (quantum-to-classical isomorphism)
ποΏ½ΜοΏ½ =ππππ
ποΏ½ΜοΏ½ = βππππππππ
+ π‘π‘ππππ‘π‘π‘π‘π‘
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Computing the position distribution and momentum distribution Position distribution
π π = β« πππΏ π β π π(π,π) End-to-end distribution
ποΏ½ π = β« ππππβ²πΏ π β πβ² β π π(π,πβ²) Momentum distribution
π π =1
2πβ 3 β« ππ ππβππ₯ποΏ½(π)
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Open and closed path
βOpenβ path Sample π π, πβ² Momentum distribution
βClosedβ path Sample π(π, π) Position distribution
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Many particle case
ππ π β’ Sample one particle at a time: inefficient
procedure and poor statistical accuracy β’ Closed loops are important: environment
information
Alternative methods? β’ Can we compute the end-to-end distribution only with
closed path integrals? β Perturbation theory.
β’ NaΓ―ve perturbation method does not work: infinite variance in the continuous limit
Displaced path formulation β’ End-to-end distribution
β’ Key idea: Add uniform displacement to the whole path π π = 1
2β π
π½β.
[LL-Morrone-Car-Parrinello, Phys. Rev. Lett. 2010]
Interpretation of the displaced path formulation β’ π π = πβ
ππ₯2
2π½β2 π π₯π(0)
; π π = βlog π π₯π(0)
is precisely the free energy difference corresponding to the order parameter x.
Displaced path + free energy perturbation method
β’ SPC/F2 water system [Lobaugh and Voth, JCP, 1996] β’ Red: 268 ps open path β’ Blue: 12 ps displaced path
Free energy perturbation [Zwanzig, 1954]
Displaced path + thermodynamic integration method
β’ 1D Double well potential π π§ = 0.023π§2 + 0.012πβ16.000π§2
β’ Red: exact result β’ Black: displaced path
Thermodynamic integration [Kirkwood, 1935]
Environmental part of the end-to-end distribution β’ π π = πβ
ππ₯2
2π½β2 π π₯π(0)
β‘ πβππ₯2
2π½β2ποΏ½π(π)
β’ ποΏ½π contains all the environmental information of the quantum system.
β’ Superposition of ποΏ½π for all protons in hexagonal ice (log scale), reflecting the symmetry of the underlying oxygen sublattice (experimental verification under process)
β’ Classical dynamics: ποΏ½π β‘ 1
β’ [LL-Morrone-Car-Parrinello, Phys. Rev. B. 2011]
Conclusion β’ Displaced path integral method: efficient and accurate
method for estimating the momentum distribution
β’ Directional character: useful for crystal system.
β’ Factorized free particle and environmental contribution
β’ Improve the applicability of the free energy perturbation method using enhanced sampling technique for displaced path method [LL-Quah-Car-Parrinello, in preparation]