1.021 , 3.021, 10.333, 22.00 : Introduction to Modeling and Simulation : Spring 2012 Part II – Quantum Mechanical Methods : Lecture 6
From Atoms to Solids
Jeffrey C. Grossman
Department of Materials Science and Engineering
Massac husetts Institute of T ec hnology
Par t II T opics
1. It ’ s a Quantum W orld: The Theor y of Quantum Mechanics
2. Quantum Mechanics: Practice Mak es P erf ect
3. Fr om Man y-Body to Single-Par ticle; Quantum Modeling of Molecules
4. Application of Quantum Modeling of Molecules: Solar Thermal Fuels
5. Application of Quantum Modeling of Molecules: Hydr ogen Storage
6. Fr om Atoms to Solids
7. Quantum Modeling of Solids: Basic Pr oper ties
8. Advanced Pr op . of Materials: What else can w e do?
9. Application of Quantum Modeling of Solids: Solar Cells Par t I
10. Application of Quantum Modeling of Solids: Solar Cells Par t II
11. Application of Quantum Modeling of Solids: Nanotechnolog y
Lesson outline
• Briefly h yd r ogen storage
• P eriodic potentials
• Bloch ’ s theor em
• Energ y bands
Hyd r ogen Storage
Image s in the public domain.
P r esident Bush Launches the Hyd r ogen Fuel Initiati v e
" T onight I am pr oposing $1.2 billion in r esear ch funding so that America can lead the w orld in de v eloping clean, h ydr ogen- po w er ed automobiles.
"A simple chemical r eaction betw een h ydr ogen and o xygen generates energ y , which can be used to po w er a car pr oducing onl y wate r , not exhaust fumes.
"With a ne w nationa l commitment , our scientists and engineers will o v er come obstacles to taking these cars fr om laborator y to sho wr oom so that the first car driv en b y a child born toda y could be po w er ed b y h ydr ogen, and pollution-fr ee .
"J oin me in this impor tant inno vation to mak e our air significantl y cleane r , and our countr y m uch less dependent on f or eign sour ces of energ y ."
2003 Sta te of the Union Addr ess
Jan uary 28, 2003
Fr om Patr o vic & Millik en (2003) Images are in the public domain.
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A History of Hydrogen as a Fuel
Chemical Re vie ws, 2004, V ol. 104, No . 3, Gr ochala and Edwar ds
© ACS Publications. From: Grochala, W., and Peter P. Edwards. Chemical Reviews 104 (2004): 1283-1315. All rights reserved. This content is excluded from our Creative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use / .
The Hyd r ogen Fuel Challenge
• The lo w v olumetric density of gaseous fuels r equir es a storage method which densifies the fuel.
• This is par ticularl y true f or h ydr ogen because of its lo w er energ y density r elativ e to h ydr ocarbon fuels
• 3 MJ/l (5000 psi H 2 ), 8 MJ/l (LH 2 ) vs. 32 MJ/l (gasoline)
• Storing enough h ydr ogen on v ehicles to achie v e gr eater than 300 miles driving range is difficult.
• Storage system ad ds an ad ditional w eight and v olume abo v e that of the fuel.
Ho w do w e achie v e adequate stor ed energ y in an efficient, saf e and cost-eff ectiv e system?
Ho w large of a gas tank do y ou want?
V olume Comparisons f or 4 kg V ehicular H 2 Storage
Schla pbach & Züttel, Natur e , 15 No v . 2001
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Comp r essed/Liquid Hyd r ogen Storage
P ac kaging v olume and safety ar e k ey issues
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Chemical H-Stor a ge
• Onl y the light elements.
• Shor t list: Li, Be , B, C , N, O , F , Na,
Mg, Al, Si, and P .
• No to xicity!
• List becomes onl y eight elements.
• Not a lot of r oom to do chemistr y!
Chemical Re vie ws, 2004, V ol. 104, No . 3, Gr ochala and Edwar ds
© ACS Publications. From: Grochala, W., and Peter P. Edwards. Chemical Reviews 104 (2004): 1283-1315. All rights reserved. This content is excluded from our Creative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/ .
Lots of Materials Choices
Cr ystalline Nanopor ous Materials P ol ymer Micr ospher es
Self-Assembled Nanocomposites Advanced Hydrides
Inorganic – Organic Compounds BN Nanotubes
Hydr ogenated Amorphous Carbon Mesopor ous Materials
Bulk Amorphous Materials (B AMs)
Ir on Hydr ol ysis Nanosize P o wders Metallic Hydr ogen
Hydride Alcohol ysis
Fr om Patr o vic & Millik en (2003)
Lots of Materials Choices
Formula |
Formula wt.% Hydrogen |
CH 4 |
25 |
H 3 BNH 3 |
19.5 |
LiBH 4 |
18.3 |
(CH 3 ) 4 NBH 4 |
18 |
NH 3 |
17.7 |
Al(BH 4 ) 3 |
16.8 |
Mg(BH 4 ) 2 |
14.8 |
LiH |
12.6 |
CH 3 OH |
12.5 |
H 2 O |
11 . 2 |
LiAlH 4 |
10.6 |
NaBH 4 |
10.6 |
AlH 3 |
10.0 |
MgH 2 |
7.6 |
NaAlH 4 |
7.4 |
Example: BN Nanotubes
Figure 1 The morphologies of BN nanotubes: (a) multiwall nanotubes and (b) bamboo-like nanotubes. Scale bar: 100 nm.
Figure 2 The hydrogen adsorption as a function of pressure in multiwall BN nanotube s and bamboo nanotubes at 10 MPa is 1.8 and 2.6 wt %, respectively, in sharp contras t to the
0.2 wt % in bulk BN powder. The values reported here have an error of <0.3 wt %.
Figures removed due to copyright restrictions.
R. Ma, Y . Bando, H.Zhu, T . Sato, C. Xu, and D. W u, “Hydrogen Uptake in Boron Nitride Nanotubes at Room T emperature”, J. Am. Chem. Soc., 124 , 7672-7673 (2002).
Example: NaAl
NaAlH 4
Images of sodium alanate © Sandia/U.S. Dept. of Energy. All rights reserved. This content is excluded from our Creative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use / .
Sodium alanate doped with T i is a r eversible material hyd r ogen storage app r oach.
3NaAlH 4 Na 3 AlH 6 + 2Al + 3H 2 3NaH + Al + 3/2H 2
3.7 wt% 1.8 wt%
Low hydrogen capacity and slow kinetics are issues
Metal Hydrides
• Some metals absorb h ydr ogen to f orm metal h ydrides
• These r elease the h ydr ogen gas when heated at lo w pr essur e and r elativ el y high temperatur e
• Thus the metals soak up and r elease h ydr ogen li k e a sponge
• Hydr ogen becomes par t of the chemical structur e of the metal itself and ther ef or e does not r equir e high pr essur es or cr y ogenic temperatur es f or operation
BU T : ir r e v ersibility pr oblem!
Image removed due to copyright restrictions. Table 1 From: Grochala, W. , and Peter P. Edwards. Chemical Reviews 104 (2004) : 1283-315.
Chemical Re vie ws, 2004, V ol. 104, No . 3, Gr ochala and Edwar ds
The r e is n o ON E material yet.
• Ther e is, as y et, no material kno wn to meet sim ultaneousl y all of the k e y r equir ements and criteria.
• Palladium metal has long been vie w ed as an attractiv e h ydr ogen- storage medium, exhibiting r e v ersible beh a vior at quite lo w temperatur e . Ho w e v e r , its poor storage efficiency (less than 1 wt %) and the high cost of palladium ($1000 per ounce) eliminate it fr om an y r ealistic consideration
• On the other hand, the composite material “Li3Be2H7” is a highl y efficient storage medium (ca. 8.7 wt % of r e v ersibl y stor ed H), but it is highl y to xic and operates onl y at temperatur es as high as 300 °C .
The r e is no ONE material y et.
• Or ta k e AlH3: the compound is a r elativ el y lo w temperatur e (150
°C), highl y efficient (10.0 wt %) storage material and contains chea p Al metal ($1300 per tonne), but, unf or tunatel y , its h ydr ogen upta k e is almost completel y ir r e v ersible .
• Similarl y , an alkaline solution of NaBH4 in H2O constitutes a supe r - efficient storage system (9.2 wt % h ydr ogen), and full contr ol m a y be gained o v er H2 e v olution b y use of a pr oper catal yst, but the star ting material cannot be simpl y (economicall y) r egenerated.
• Finall y , pur e water contains 11.1 wt % of H, but its decomposition r equir es m uch thermal, electric , or chemical energ y .
• Recentl y advanced technolog y of h ydr ogen storage in nitrides and imides allo ws f or eff ectiv e (6.5-7.0 wt % H) but high- temperatur e (ar ound 300 °C) storage .
PERFECT Problem for Computational Quantum Mechanics!
• Hydr ogen storage: stor e h ydr ogen in a lightw eight and compact manner f or mobile a pplications.
• Bulk materials ar e often too stable .
d d
• E.g. MgH 2 : 7.7wt%, Δ H 0 = 75 kJ/mol, T ~ 300 o C
d
• Desirable Δ H 0 = 20 − 50 kJ/mol
d
• Δ H 0 can be tuned b y the size of nanopar ticles.
Image is in the public domain.
MgH 2
bulk
80
HF (Wagesmans, et al., 2005)
DFT-B97 (Wagemans, et al., 2005) DFT-PW91 (Wang & Johnson, 2008) DFT-PBE
QMC-DMC
Expt.: bulk
60
H (kJ/mol H 2 )
40
20
0
-20
0 10 20 30 40 (MgH 2 ) N
Bulk
Wu, Allendorf, and JCG, JACS (2009)
© 2009 Annual Progress Report, DOE Hydrogen Program. All rights reserved. This content is excluded from our Creative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/ .
All o ying and Nanostructuring M a y be
the K e y , but Phase Space is Enormous
© RSC Publishing . From Physical Chemistry Chemical Physics 14 (2012): 6611–16. All rights reserved. This content is excluded from our Creative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use / .
Wagner, Allendorf, and JCG, PCCP (2012)
F r om Atoms to Solids
?
F r om atoms to solids
Atom
Molecule
Solid
Ener gy
Antibonding p
Conduction band from antibonding p orbitals
p
Antibonding s
Conduction band from antibonding s orbitals
s
Bonding p
V alence band from p bonding orbitals
Bonding s
V alence band from s bonding orbitals
k
Image by MIT OpenCourseWare.
The gr ound state electr on configuration of a system is constructed b y putting the
a vailable electr ons, tw o at a time (Pauli principle), into the states of lo w est energ y
Energ y bands
empty
energ y ga p
occupied
Metal Insulator Semiconductor NB: bo x es = allo w ed energ y r egions
Cr ystal symmetries
A cr ystal is built up of a unit cell and
periodic r eplicas ther eof.
lattice unit cell
Image of Sketch 96 (Swans) by M.C. Escher removed due to copyright restrictions.
Cr ystal symmetries
cr ystal/solid
10 23 par ticles per cm 3
Since a cr ystal is periodic , m a ybe w e can get a w a y with modeling onl y the unit cell?
Cr ystal symmetries
S = simple
B C = body center ed F C = face center ed
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Lattice a nd basis
simple cubic
basis
face center ed cubic
Image s by MIT OpenCourseWare.
The in v e r se
(or “ r ecip r ocal”) lattice
Associated with each r eal space lattice , ther e exists something w e call a r ecip r ocal lattice .
The r ecip r ocal lattice is the set of w a v e-v ectors which ar e commensurate with the r eal space lattice .
It is defined b y a set of v ectors a*, b*, and c* such that a* is perpendicular to b and c of the Br a vais lattice , and the p r oduct a* x a is 1.
The i n v erse lattice
The r eal space lattice is described b y thr ee basis v ectors:
R ⌅ = n 1 ⌅ a 1 + n 2 ⌅ a 2 + n 3 ⌅ a 3
The in v erse lattice is described b y thr ee basis v ectors:
G ⌅ = m 1 ⌅ b 1 + m 2 ⌅ b 2 + m 3 ⌅ b 3
e i G ⌅ · R ⌅ = 1
G ( → r ) = Σ c e i G ⇧ j · ⇧ r
j
j
automaticall y periodic in R!
The i n v erse lattice
r eal space lattice (BCC) in v erse lattice (FCC)
z
a
a 2
a 1
x
a 3
y
Image by MIT OpenCourseWare.
The Brillouin zone
in v erse lattice
The Brillouin zone is a special unit cell of the in v erse lattice .
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Re c i p r o c a l L a t t i c e & B r il l ouin Zone
It is defined b y a set of v ectors a*, b*, and c* such that a* is perpendicular to b and c of the Br a vais lattice , and the p r oduct a* x a is 1.
In par ticular :
a *
b c a b c
Image is in the public domain.
a *
Brillouin
b c
a b c
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Surfaces of the first, second, and third Brillouin zones for body-centered cubic and face-centered cubic crystals. Images are in the public domain.
The Brillouin zone
Brillouin zone of the FCC lattice
P eriodic potentials
metallic sodium
V ( ⇤ r )
R ⇥ R ⇥ R ⇥
.
⇥
— n D 2 + V ( ⌃ r ) 1 = E 1
2 m
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P eriodic potentials
It becomes m uch easier if y ou use the periodicity of the potential!
V ( ⌅ r ) = V ( ⌅ r + R ⌅ )
lattice v ector
Results in a VE R Y impor tant ne w concept.
Bloch ’ s Theor em
Bloch ’ s Theo r em
Recip r ocal lattice v ectors h a v e special p r oper ties of par ticular value f or calculations of solids.
W e write the r ecip r ocal lattice v ector :
G 2 n a * 2 m b * 2 o c *
W e ad ded the 2 simpl y f or con v enience , and the n, m, o , ar e integers.
No w consider the beh a vior of the function exp(iGr).
Bloch ’ s Theo r em
exp( i G r ) exp i ( 2 n a * 2 m b * 2 o c * ) ( a b c )
exp i ( 2 n 2 m 2 o )
cos( 2 n 2 m 2 o ) i sin( 2 n 2 m 2 o )
As r is varied, lattice v ector coefficients ( α , β , γ ) change betw een 0 and 1 and the function exp(i G · r ) changes to o .
Ho w e v e r , since n, m, and o ar e integral, exp(i G · r ) will al w a ys var y with the periodicity of the r eal-space lattice .
e i G ⌅ · R ⌅ = 1
G ( → r ) = Σ c e i G ⇧ j · ⇧ r
j
j
automaticall y periodic in R!
Bloch ’ s Theo r em
The periodicity of the lattice in a solid means that the values of a function (e .g., density) will be identical at equivalent points on the lattice .
The w a v efunction, on the other hand, is periodic but onl y when m ultiplied b y a phase facto r .
This is kno wn as Bloch ’ s theor em.
NEW quantum n umber k that liv es in the in v erse lattice!
G ⌅ k
( → r ) = e i ⌅ k · ⌅ r u
( → r )
⌅ k
u ⇥ k ( ⌅ r ) = u ⇥ k ( ⌅ r + R ⌅ )
P eriodic potentials
Results of the Bloch theor em:
G ⌅ k
( → r + R → ) =
G ⌅ k
( → r ) e i ⌅ k · R ⌅
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License CC-BY.
| G ⇥ ( → r + R → ) | 2 = | G ⇥ ( → r ) | 2
k k charge density
is lattice periodic
if solution
l ⇤ k ( ⇤ r ) — → l ⇤ k + G ⇤ ( ⇤ r )
also solution
with
E ⇤ k = E ⇤ k + G ⇤
P eriodic potentials
Schrödinger |
certain |
quantum |
equation |
symmetry |
number |
hydrogen spherical G
atom symmetry
[ H , L 2 ] = H L 2 — L 2 H = 0
[ H , L z ] = 0
n,l,m
( → r )
periodic translational solid symmetry
[ H , T ] = 0
G n , ⌅ k ( → r )
k (r) = e ik . r
= 2 /k
u(r)
a
k = 0
k = /a
P eriodic potentials
Bloch ’ s theor em
G ⌅ k
( → r ) = e i ⌅ k · ⌅ r u
( → r )
⌅ k
u ⇥ k ( ⌅ r ) = u ⇥ k ( ⌅ r + R ⌅ )
Image by MIT OpenCourseWare.
The band structu r e
Diff er ent w a v e functions can satisfy the Bloch theor em f or the same k : eigenfunctions and eigen values labelled with k and the index n
energ y bands
The band structu r e
6
15
0
'
25
X
1
E C
E
V
S 1
-10
L
k
X
U,K
E (eV)
Silicon
energ y le v els
in the Brillouin zone
Image by MIT OpenCourseWare.
The band structu r e
E (eV)
Si l i co n
6
u noccupied
15
0
'
25
X
1
E C
E
V
S 1 occupied
-10
L
k
X
U,K
energ y le v els
in the Brillouin zone
Image by MIT OpenCourseWare.
Literatu r e
• Charles Kittel, Int r oduction to Solid State P h ysics
• Richar d M. Mar tin, Elect r onic Structur e
• wikipedia, “solid state p h ysics”, “condensed matter p h ysics”, ...
• Simple band structur e sim ulations: http:// phet.colorad o .edu/sim ulations/sims.php?
sim=Band_Structur e
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3 . 021 J / 1.021J / 10.333J / 18.361J / 22.00J Introduction to Modelling and Simulation
Spring 20 1 2
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