1 LECTURE 1 M. I. Baskes Mississippi State University University of California, San Diego and Los Alamos National Laboratory.

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Presentation transcript:

1 LECTURE 1 M. I. Baskes Mississippi State University University of California, San Diego and Los Alamos National Laboratory

2 COURSE OUTLINE  Some Concepts Bond energy Many body effects Transferability Reference state Screening  Models Pair potentials Embedded Atom Method (EAM) –theory –examples Modified Embedded Atom Method (MEAM) –theory –examples  Dislocation Motion CREATOR DYNAMO XATOMS Common Neighbor Analysis (CNA)

3 CONCEPT: BOND ENERGY  Every pair of atoms is connected by a bond (spring)  The bond energy depends on the separation of the atoms  The potential energy of a material is the sum of the bond energies

4 CONCEPT: MANY BODY EFFECTS  All bonds are not equal  The bond energy also depends on the local environment (coordination) Coordination / bond length / bond energy are correlated (Pauling)

5 CONCEPT: TRANSFERABILITY  The model will be accurate for all atomic environments Volume (Nearest neighbor (1NN) distance) Coordination (crystal structure - number of 1NN) Defects or strain (loss of symmetry)

6 CONCEPT: REFERENCE STATE (I)  Reference structure A specific crystal structure Properties of the reference structure can be obtained from experiment or first principles calculations –Energy vs. volume (1NN distance) –Elastic constants –Defect energies Reference structures have high symmetry

7 CONCEPT: REFERENCE STATE (II)  Reference path A specific path connecting 2 reference structures Properties along the reference path can be obtained from first principles calculations –Energy vs. distance along path Reference paths encompass low symmetry states Coordination changes along a reference path  Incorporation of many reference states will facilitate transferability

8 CONCEPT: SCREENING  Atomic interactions have a finite range Radial screening -at a cutoff distance the interactions go to zero (smoothly) -dependant on distance -independent of local geometry -at high compression - change in number of bonds Angular screening -intervening atoms reduce interactions -dependent on local geometry -at high compression - number of bonds constant  Necessary for computation to scale with the number of atoms

9 A PAIR POTENTIAL REPRESENTS ONLY DISTANCE DEPENDENT BONDING Different Strength Same Strength

10 MODEL: PAIR POTENTIAL Accuracy  Transferable Volume Coordination Defects/strain Computation  Analytic or tabular  Scales with number of atoms  Parallel architecture radial screeningindependent of environment i: all atoms j: neighbors of atom i potential energy

11 SCREENING IS NECESSARY TO LIMIT COMPUTATIONAL TIME Computational time ~ N 2 Computational time ~ nN where N is the number of atoms in the computational cell and n is the number of interacting atoms N N n

12 TYPICAL SCREENING FUNCTIONS

13 A PAIR POTENTIAL HAS ONLY TWO INDEPENDENT ELASTIC CONSTANTS FOR A CUBIC MATERIAL  A cubic material has 3 elastic constants (c 11, c 12, c 44 )  A pair potential cannot reproduce real material elastic properties  In equilibrium two elastic constants are related c 12 =c 44  The Cauchy discrepancy may be defined as c 12 / c  For a way around this problem Baskes and Melius PRB 20, 1979 created “volume dependent” pair potentials, but these potentials don’t work very well for non-uniform systems

14 REAL MATERIALS HAVE A CAUCHY DISCREPENCY Solid C 12 /C Ar0.1 Kr0.0 Ni0.2 Cu0.6 Pd1.5 Ag1.0 Pt2.3 Au2.7 Volume Volume dependent term needed to satisfy the Cauchy discrepancy How does one define volume for non-homogeneous systems?

15 MODEL: LENNARD-JONES (LJ) POTENTIAL  Initially used to model rare gases  Reference structure diatomic bond energy (E 0 ) equilibrium bond distance (r 0 )

16 MODEL: MORSE POTENTIAL  Convenient functional form for diatomic molecules  Reference structure diatomic bond energy (E 0 ) equilibrium bond distance (r 0 ) force constant related to (α)

17 SIMPLE ANALYTIC EXPRESSIONS FOR THE BULK MODULUS WITH LJ OR MORSE INTERACTIONS For only nearest neighbor (1NN) interactions in an fcc crystal: where Ω e is the volume per atom. Thus for a Morse potential the experimental bulk modulus may be reproduced by an appropriate choice of the parameter α. remember double counting

18 LET’S LOOK AT THE EXPERIMENTAL NUMBERS FOR Cu EcEc 3.54 eV a0a Å K0.875 eV/Å 3 E 0 =E c /60.59 eV 2.56 Å Å 3 48E 0 /Ω e eV/Å 3 So the bulk modulus from a LJ potential (1NN model) is almost 3 times greater than experiment

19 LET’S LOOK AT THE EXPERIMENTAL NUMBERS FOR Cu  vacancy formation energy and surface energy from a pair potential are about 3 times experiment  ratio agrees quite well ExperimentPair Potential EcEc 3.54 eV E f 1V 1.15 eV3.54 eV E (100) 1.77 J/m J/m

20 LJ PREDICTS A VERY HIGH MELTING POINT FOR Cu  We take the MP for a LJ potential from the literature  This MP ratio for all metals is ~ 1/30 in serious disagreement with the LJ potential ExperimentLJ

21 HOW CAN WE IMPROVE THE ACCURACY AND TRANSFERABILITY OF PAIR POTENTIALS?  Include many body effects the bond energy does not depend on just distance the bond energy depends on the local environment  Daw and Baskes (PRL 1983) did that almost 3 decades ago and called the method the embedded atom method (EAM)

22 THE EMBEDDED ATOM METHOD YIELDS POTENTIALS THAT DEPEND UPON THE ENVIRONMENT Pair Potential EAM Basic Interaction

23 DENSITY FUNCTIONAL THEORY PROVES THAT THE ENERGY IS A FUNCTIONAL OF THE ELECTRON DENSITY unknown functional electron density If we know the electron density everywhere, then the potential energy is determined

24 AN ATOM IS EMBEDDED INTO A HOMOGENEOUS ELECTRON GAS homogeneous electron gas embedding function

25  Replace the background electron density by the electron density at an atom  Supplement the embedding energy by a repulsive pair potential to represent core-core interactions THE ELECTRON DENSITY IN A CRYSTAL IS NOT HOMOGENEOUS homogeneous electron gas inhomogeneous electron gas

26 BACKGROUND ELECTRON DENSITY IS A SIMPLE LINEAR SUPERPOSITION spherically averaged atomic density from first principles calculations i j  atom j is a neighbor of atom i  do not include atom i in the sum

27 THE EMBEDDED ATOM METHOD IS SEMI-EMPIRICAL ρ is obtained from a linear superposition of atomic densities F and  are obtained by fitting to the following properties: Universal Binding Energy Relationship (UBER) (lattice constant, bulk modulus, cohesive energy) Shear moduli Vacancy formation energy Structural energy differences (hcp/fcc, bcc/fcc) _ UBER pair interaction background electron density embedding energy

28 UBER EXTENDS EQUILIBRIUM BEHAVIOR atomic volume and 1NN distance are related for any crystal structure

29 EMBEDDING FUNCTION COMES FROM HOMOGENEOUS DEFORMATION

30  For the initial EAM functions:  various forms for Z have been chosen -cubic splines -  other functional forms have been used A FUNCTIONAL FORM IS CHOSEN FOR THE PAIR POTENTIAL

31 FUNCTIONS HAVE A RADIAL CUTOFF goes from 1 to 0 smoothly

32 EMBEDDED ATOM METHOD SUMMARY  Based on Density Functional Theory –Gives one a warm feeling that maybe results are reliable –Experience shows it is reliable  Fit to "Real" Material Properties –Experiment –First principles  Equivalent in Computer Time to Pair Potential Methods  Includes "Many Body" Interactions  Predictive - Once the fitting is done, there are no more knobs.

33 MODEL: EAM Accuracy  Transferable Volume Coordination Defects/strain Computation  Analytic or tabular  Scales with number of atoms  Parallel architecture radial screening depends on environment i: all atoms j: neighbors of atom i

34 EAM FUNCTIONS ARE SIMPLE Z/Z 0 F/E c

35 EAM CAN REPRESENT ONLY A POSITIVE CAUCHY DISCREPANCY  We know from experiment that as coordination increases the bond energy goes down and the bond length increases A diatomic always has a shorter bond length and stronger bond energy than a crystalline solid  The EAM formalism shows that F”>0 reproduces this behavior  The Cauchy discrepancy is proportional to F”  Hence the Cauchy discrepancy in EAM is greater than zero

36 LET’S COMPARE EAM TO EXPERIMENT FOR Cu ExperimentEAM EcEc 3.54 eV rere 2.56 Å K0.875 eV/Å 3 c eV/Å 3 c 12 /c E f 1V 1.3 eV1.28 eV E (100) 1.77 J/m J/m 2 Cu 2 bond energy1.84 eV 1.22 eV Cu 2 bond length2.22 Å 2.15 Å