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Page 1: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion
Page 2: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion
Page 3: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Scattering and Structure Factor

ρ(r) =

N∑

j=1

fj δ(r − rj) scattering density

I (q) = FT [〈ρ(r ′)ρ(r + r ′)〉] scattering intensity

=

⟨N∑

j=1

N∑

k=1

fj(q)fk(q) exp(iq(rj − rk))

(∗)= N f 2

inc(q) + N f 2coh(q)S(q) | (∗) : decoupling approx.

fcoh(q) = 〈fj(q)〉 , f 2inc(q) = 〈f 2

j (q)〉 − 〈fj(q)〉2

S(q) =1

N

⟨N∑

j=1

N∑

k=1

exp(iq(rj − rk))

structure factor

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 3 / 15

Page 4: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Structure Factor S(q) and Pair Correlation Function g(r)

S(q) =1

N

⟨N∑

j=1

N∑

k=1

exp(iq(rj − rk))

= 1 +1

N

dr exp(−iqr)

⟨∑

j

k 6=j

δ(r + rj − rk))

︸ ︷︷ ︸

Vρ2g(r)

= 1 + ρ

dr exp(−iqr)(g(r) − 1) +ρ

Vδ(q)

−→q→0

1 + ρ

rcorr,max∫

0

dr(g(r) − 1)

[

valid, if q ≪2π

rcorr,max

]

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 4 / 15

Page 5: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Forward Scattering: S(q → 0)

finite and fixed scattering volume V ⇒ ρ = 〈N〉V

S(q → 0) = 1 + ρ

dr(g(r) − 1)

= 1 +1

〈N〉

dr

⟨∑

j

k 6=j

δ(r + rj − rk))

− ρ〈N〉

= 1 +〈N2〉 − 〈N〉

〈N〉− 〈N〉 =

〈N2〉 − 〈N〉2

〈N〉=

〈∆N2〉

〈N〉

⇒ for q → 0, i.e. q ≪ 2π/rcorr,max:number of particles in scattering volume relevant, not positions

⇒ fluctuations in N important

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 5 / 15

Page 6: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Thermodynamics and Fluctuations

subsystem in bigger reservoir

total energy / free energy / enthalpy conserved

{

equilibrium maximizes total entropy St = Sr + Ss

propability for fluctuation with ∆St : p ∝ exp(∆St/kB)

fluctuation in variables xj small → Taylos series:

∆St =∑

j

∂St

∂xj

∣∣∣∣eq

︸ ︷︷ ︸

=0

∆xj +1

2

j ,k

∂2St

∂xj∂xk

∣∣∣∣eq

︸ ︷︷ ︸

<0

∆xj∆xk

now: look at number fluctuation ∆N = N − Neq in subsystem

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 6 / 15

Page 7: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Thermodynamics and Fluctuations

∆St =1

2

(

∂2Sr

∂N2

∣∣∣∣eq

+∂2Ss

∂N2

∣∣∣∣eq

)

(∆N)2

≈1

2

∂2Ss

∂N2

∣∣∣∣eq

(∆N)2

⇒ p ∝ exp(∆St/kB) = exp

(

1

2kB

∂2Ss

∂N2

∣∣∣∣eq

(∆N)2

)

⇒ 〈(∆N)2〉 = kB

∂2Ss

∂N2

∣∣∣∣

−1

eq

= kBT∂µ

∂N

∣∣∣∣

−1

T ,V

= 〈N〉ρkBT∂P

∂V

∣∣∣∣

−1

T ,N

= 〈N〉ρkBTχT

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 7 / 15

Page 8: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Compressibility Equation

S(q → 0) = 1 + ρ

dr(g(r) − 1) =〈∆N2〉

〈N〉= ρkBTχT

compressibility equation connects

microscopics: pair correlation function g(r)

thermodynamics: isothermal compressibility χT

experiment: forward scattering S(q → 0)

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 8 / 15

Page 9: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion
Page 10: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion
Page 11: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion
Page 12: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Real Gas: Virial Expansion

interactions V (r) 6= 0 ⇒ P(ρ) = kBTn∑

j=0

Bj ρj

Pertubation from ideal gas

with Mayer-function as parameter: f (r) = exp(−βV (r)) − 1

ZN =1

N!Λ3N

drN∏

j>k

exp(−βV (rjk)))

=1

N!Λ3N

drN∏

j>k

(1 + f (rjk))

=1

N!Λ3N

drN

1 +∑

j>k

f (rjk) + O(f 2)

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 11 / 15

Page 13: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Real Gas: Virial Expansion

interactions V (r) 6= 0 ⇒ P(ρ) = kBTn∑

j=0

Bj ρj

Pertubation from ideal gas

with Mayer-function as parameter: f (r) = exp(−βV (r)) − 1

ZN =1

N!Λ3N

drN

1 +∑

j>k

f (rjk) + O(f 2)

≈V N

N!Λ3N

(

1 + B2N(N − 1)

2V

)

Second virial coefficient

B2 = −2π∞∫

0

dR R2 (exp(−βV (R)) − 1),

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 11 / 15

Page 14: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion
Page 15: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion
Page 16: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Remark: Polydispersity / Incoherent Scattering

I (q)(∗)= N f 2

inc(q) + N f 2coh(q)S(q) | (∗) : decoupling approx.

fcoh(q) = 〈fj(q)〉 , f 2inc(q) = 〈f 2

j (q)〉 − 〈fj(q)〉2

Is f 2inc negligible for I (q → 0)?

rotational polydispersity: for q ≪ 2πDparticle, finc vanishes(Rayleigh-scatterer)

oligomerization: not negligible, since scattering amplituderemains different also for small q

Example BSA: dimerfraction around 20 %f 2coh(q → 0) = (0.8 · f0 + 0.2 · 2f0)

2 = 1.44f 20

f 2inc(q → 0) = 0.8 · f 2

0 + 0.2 · 4f0 − f 2coh ≈ 0.16f 2

0 ≈ 0.1f 2coh

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 14 / 15

Page 17: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Summary

compressibility yields information on

system phase behavior,

particle interaction and

particle properties

χ ց ⇒ repulsionχ ր ⇒ attractionχ → ∞ ⇒ spinodal

forward scattering probes compressibility

compressibility equation:

S(q → 0) = 1 + ρ∫

dr(g(r) − 1) = 〈∆N2〉〈N〉 = ρkBTχT

valid for q ≪ 2π/rcorr,max

for negligible polydispersity / incoherent scattering:I (q → 0) ∝ S(q → 0)

forward scattering, e.g. light scattering and (U)SAXS, providesinformation on the thermodynamics of the system

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 15 / 15

Page 18: Scattering and Structure Factor - uni-tuebingen.de · Summary compressibility yields information on system phase behavior, particle interaction and particle properties χ ց ⇒ repulsion

Literature

Detailed derivations of the discussed relations can be found in:

J.-P. Hansen, I.R. McDonald: Theory of simple liquids,3rd Edition, Academic Press, 2006.

,

Forward Scattering and Compressibility

Felix Roosen-Runge – AG Schreiber 16 / 15