Introduction Methodology Partial Results Multi-dimensional PES determination for N2 reacting on a tungsten surface using the modified shepard interpolation method Preliminary results Alejandro Peña Torres Universidad Nacional de Colombia - Université Bordeaux 1 [email protected] August, 2014 Alejandro Peña Torres (UN) N2 on W(100) August, 2014 1 / 24 Introduction Methodology Partial Results Theoretical Chemistry & Modeling Group Research interests of the group include: Ultra-cold collisions and electron molecule scattering Reaction dynamics in the gas phase and on surfaces Quantum chemistry of reaction mechanisms Quantum chemistry of electron and exciton transport in organic materials Linear scaling density functional theory and density matrix Nuclear magnetic resonance parameters computations and simulations Modeling and Simulation of Condensed Phases Alejandro Peña Torres (UN) N2 on W(100) August, 2014 2 / 24 Introduction Methodology Partial Results Surface science Definition? Region that separates two 3D homogeneous phases with different chemical or physical properties. Geometry Surface electronic structure Processes that occur on it (Catalysis, Bond breaking/formation, Oxidation, Diffusion, Charge/Atom transportation...) ”God made solids, but surfaces were the work of the devil” W. Pauli Alejandro Peña Torres (UN) N2 on W(100) August, 2014 3 / 24 Introduction Methodology Partial Results Gas-surface reactions Heterogeneus catalysis Key role in modern technology To control it and design better catalysts we have to understand several number of processes at a microscopic level in the gas-surface interface. Superposition of processes = Complex study Alejandro Peña Torres (UN) N2 on W(100) August, 2014 4 / 24 Introduction Methodology Partial Results Gas-surface reactions Alejandro Peña Torres (UN) N2 on W(100) August, 2014 5 / 24 Introduction Methodology Partial Results Spaceships Increasing temperature due to adsorption and recombination of molecules on the thermal shield. (≈ 40%) It is required an understanding of the reaction involving molecules present in the atmosphere (N2 and O2 ) on metallic surfaces. Alejandro Peña Torres (UN) N2 on W(100) August, 2014 6 / 24 Introduction Methodology Partial Results Gas-surface reactions: Multi-dimensional problems! Determination of multi-dimensional PES: ? System: N2 + W (100) Alejandro Peña Torres (UN) N2 on W(100) August, 2014 7 / 24 Introduction Methodology Partial Results Multi-dimensional problems Basic approximation I I I BOA No energy exchange with phonons (rigid surface) No electron/hole pair excitation PES = DFT + Interpolation or Fitting method Method Modified Shepard interpolation scheme Alejandro Peña Torres (UN) N2 on W(100) August, 2014 8 / 24 Introduction Methodology Partial Results System 8 possible approaches: Top (θ = 0, 90◦ ), Hollow (θ = 0, 45, 90◦ ), Bridge (θ = 0, 90◦ (φ = 0, 90◦ )) Alejandro Peña Torres (UN) N2 on W(100) August, 2014 9 / 24 Introduction Methodology Partial Results Modified Shepard (MS) scheme The system is described by linear combinatios of interatomic distances Zk = Alejandro Peña Torres (UN) N2 on W(100) 1 Rk August, 2014 10 / 24 Introduction Methodology Partial Results Second order Taylor expansions The potential energy V , at a given configuration Z, in the vicinity of an ab initio data point Z(i), can be expanded as: N (N −1)/2 X δV Ti (Z) = V [Z(i)] + [Zk − Zk (i)] δZk Z=Z(i) k=1 1 + 2! N (N −1)/2 N (N −1)/2 X X k=1 j=1 δ 2 V [Zk − Zk (i)][Zj − Zj (i)] δZk δZj Z=Z(i) An accurate evaluation of V can be obtained by the MS method, where the potential energy is obtained as a weighted average of the different Taylor series calculated from each data point of our space sample and their symmetry equivalent points V (Z) = Nd XX ωg◦i (Z)Tg◦i (Z) g∈G i=1 Alejandro Peña Torres (UN) N2 on W(100) August, 2014 11 / 24 Introduction Methodology Partial Results Selection criteria Region most frequently visited PNtraj h(k) = m=1,m6=k vm [Z(k)] PNdata i=1 vi [Z(k)] Region where the PES is the most inaccurate (Variance where the weighted average is largest) σ 2 (k) = NX data [Z(k)]{Ti [Z(k)] − E[Z(k)]}2 i=1 Alejandro Peña Torres (UN) N2 on W(100) August, 2014 12 / 24 Introduction Methodology Partial Results Iterative procedure of the PES growth Alejandro Peña Torres (UN) N2 on W(100) August, 2014 13 / 24 Introduction Methodology Partial Results C. Crespos et al. Chemical Physics Letters 376 (2003) 566575 Alejandro Peña Torres (UN) N2 on W(100) August, 2014 14 / 24 Introduction Methodology Partial Results MS Advantages No a priori analytical form Non uniform sampling = less ab initio data Interpolation method = accuracy increases with the number of data points. Alejandro Peña Torres (UN) N2 on W(100) August, 2014 15 / 24 Introduction Methodology Partial Results VASP calculations Functional: PW91 Type: UltraSoft Alejandro Peña Torres (UN) N2 on W(100) August, 2014 16 / 24 Introduction Methodology Partial Results Pseudopotentials Chemical properties of a system are defined by its valence electrons, given that the internal barely take part in the interactions. An effective potential which represents the influence of the internal electrons on the valence electrons. Lower calculation time. So, what can be done to ’improve’ the results? Alejandro Peña Torres (UN) N2 on W(100) August, 2014 17 / 24 Introduction Methodology Partial Results Adding more electrons Alejandro Peña Torres (UN) N2 on W(100) August, 2014 18 / 24 Introduction Methodology Partial Results Using Quantum Espresso Alejandro Peña Torres (UN) N2 on W(100) August, 2014 19 / 24 Introduction Methodology Partial Results VASP vs. QE Alejandro Peña Torres (UN) N2 on W(100) August, 2014 20 / 24 Introduction Methodology Partial Results 2D cut of the PES: DFT vs. CRP Position: Bridge Parallel (φ = 90◦ ) Alejandro Peña Torres (UN) N2 on W(100) August, 2014 21 / 24 Introduction Methodology Partial Results 2D cut of the PES: DFT vs. CRP Position: Hollow Parallel Alejandro Peña Torres (UN) N2 on W(100) August, 2014 22 / 24 Introduction Methodology Partial Results To do... Optimize the ab initio set of data points Test the code Compare with other methods Alejandro Peña Torres (UN) N2 on W(100) August, 2014 23 / 24 Introduction Methodology Partial Results Thank you all for coming Questions? Suggestions? Comments? Alejandro Peña Torres (UN) N2 on W(100) August, 2014 24 / 24
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