Generalized Indirect Fourier Transformation (GIFT)

25
Generalized Indirect Fourier Transformation (GIFT) (see J. Brunner-Popela & O.Glatter, J. Appl. Cryst. (1997) 30, 431-442. Small-angle scattering of interacting particles. I. Basic principles of a global evaluation method ) Non-dilute systems no longer just solution of linear weighted least- squares problem intraparticle & interparticle scattering must be considered scattering intensity written as product of particle form factor P(q) & structure factor S(q) leads to a highly nonlinear problem

description

Generalized Indirect Fourier Transformation (GIFT). (see J. Brunner-Popela & O . Glatter, J. Appl. Cryst. (1997) 30 , 431-442. Small-angle scattering of interacting particles. I. Basic principles of a global evaluation method ) Non-dilute systems - PowerPoint PPT Presentation

Transcript of Generalized Indirect Fourier Transformation (GIFT)

Page 1: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)(see J. Brunner-Popela & O.Glatter, J. Appl. Cryst. (1997) 30, 431-442. Small-angle scattering of interacting particles. I. Basic principles of a global evaluation method)

Non-dilute systems

no longer just solution of linear weighted least-squares problem

intraparticle & interparticle scattering must be considered

scattering intensity written as product of particle form factor P(q) & structure factor S(q)

leads to a highly nonlinear problem

Page 2: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)(see J. Brunner-Popela & O.Glatter, J. Appl. Cryst. (1997) 30, 431-442. Small-angle scattering of interacting particles. I. Basic principles of a global evaluation method)

Non-dilute systems

generalized version of the indirect Fourier transformationmethod - possible to determine form factor &structure factor simultaneously

no models for form factor

structure factor parameterized w/ up to four parameters forgiven interaction model

Page 3: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

For homogeneous & isotropic dispersion of spherical particles

also possible for non-spherical systems - structure factor replaced by so-called effective structure factor

Page 4: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

For homogeneous & isotropic dispersion of spherical particles

also possible for non-spherical systems - structure factor replaced by so-called effective structure factor

A major effect of S(q) is deviation from ideal particle scattering curve at low q

Page 5: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Page 6: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Vector d contains the coefficients dk (k = 1-4) determining the structure factor for the particles

volume fractionsize (radius)polydispersity parameterparticle charge

Page 7: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Then

Page 8: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Then

Accounting for smearing

Page 9: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Determine c and dk by usual weighted least squares procedure

Page 10: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Determine c s and dk s by usual weighted least squares procedure

Complex problem, so separate into 2 parts. Use a fixed d to 1stget c s

Page 11: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Determine c s and dk s by usual weighted least squares procedure

Complex problem, so separate into 2 parts. Use a fixed d to 1stget c s then use fixed c s to get dk s

then iterate

Page 12: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulation tests:

simulate P(q), S(q,d)smearadd noiseget I(q)

Page 13: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulation tests:

simulate P(q), S(q,d)smearadd noiseget I(q)

determine initial values for dk sthen get c s from

Page 14: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulation tests:

simulate P(q), S(q,d)smearadd noiseget I(q)

determine initial values for dk sthen get c s from

determine dk s from above

iterate until final c s and dk s obtained

Page 15: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

determine initial values for dk sthen get c s from

determine dk s from above

iterate until final c s and dk s obtained

finally use c s to get pddf pA(r)

dk s directly give info on vol. fract., polydispersity distrib., hard sphere radius, charge

Page 16: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Consider case of monodispersed hard spheres w/ no charge (3 dk s)

Effect of volume fraction

= 0.35

= 0.15

Page 17: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Consider case of monodispersed hard spheres w/ no charge (3 dk s)

Effect of radius RHS

RHS = 6 nm

RHS = 14 nm

Page 18: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Consider case of hard spheres w/ no charge (3 dk s)

Effect of polydispersity

= 0

= 0.6

Page 19: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulated data for homogeneous spheres ( = 0.15, RHS = 10 nm, = 0.4)

Page 20: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulated data for homogeneous 11 nm x 21 nm cylinders( = 0.15, RHS = 12 nm, = 0.4)

Page 21: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulated data for non-homogeneous spheres ( = 0.285, RHS = 10 nm, = 0.3)

Page 22: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulated data for non-homogeneous spheres ( = 0.285, RHS = 10 nm, = 0.3)

Page 23: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulated data for non-homogeneous spheres ( = 0.285, RHS = 10 nm, = 0.3)

Page 24: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Non-dilute systems

Simulated data for non-homogeneous 11 nm x 29 nm cylinders ( = 0.15, RHS = 12 nm, = 0.4)

Page 25: Generalized Indirect Fourier Transformation (GIFT)

Generalized Indirect Fourier Transformation (GIFT)Comments

Min. amt of info ~ system requiredNo models - only require hard spheres type interaction & polydispersity

expressed by an averaged structure factorNo assumptions as to particle shape, size, distrib., or internal structureNot completely valid (as of 1997) for highly dense systems, true polydispersed

systems, or highly non-spherical particles