The document discusses semiconductor photoelectrochemistry and solar water splitting. It motivates the use of solar energy to power the planet through water splitting, which can directly store energy in chemical bonds. Several challenges are outlined, including developing low-cost semiconductor absorbers and electrocatalysts that can efficiently perform the water splitting reactions. An overview of semiconductor and electrochemical principles is provided, along with examples of using these concepts to design photoelectrochemical devices for solar water splitting.
A review on ipce and pec measurements and materials p.basnetPradip Basnet
The slides show how to measure the photoelectrochemical (PEC) properties of a light-active photocatalyst (usually semiconductor) and current literature summary for water splitting using sunlight.
Molecular Mean Field Theory of ions in Bulk and ChannelsBob Eisenberg
Life and most of chemistry occurs in ionic solutions, but ionic solutions have only recently been recognized as the complex fluids that they are. The molecular view shows ions interacting with surrounding water and nearby ions. Everything is correlated in a complex way because ions and water have diameters comparable to their interaction length. The molecular scale shows only a small part of the correlation enforced by electrodynamics. Current defined as Maxwell did to include the ethereal current is exactly conserved, and therefore correlated, over all scales reaching to macroscopic boundary conditions some 10^9× larger than atoms crucial in batteries and nerve cells.
Jinn Liang Liu and I have built a molecular field theory PNPB Poisson Nernst Planck Bikerman that deals with water as molecules and describes local interactions with a steric potential that depends on the volume fraction of molecules and voids between them. The correlations of electrodynamics are described by a fourth-order differential operator that gives (as outputs) ion-ion and ion-water correlations; the dielectric response (permittivity) of ionic solutions; and the polarization of water molecules, all using a single correlation length parameter. The theory fits experimental data on activity and differential capacitance in ionic solutions of varying composition and content, including mixtures. Potassium channels, Gramicidin, L-type calcium channels, and the Na/Ca transporter are computed in three dimensions from structures in the Protein Data Bank.
Numerical analysis faces challenges
Geometric singularities of molecular surfaces
strong electric fields (100 mV/nm) and resulting exponential nonlinearities, and the
enormous concentrations (> 10 M) often found where ions are important, for example, near electrodes in batteries, in ion channels, and in active sites of proteins.
Wide ranging concentrations of Ca^(2+) in (> 10M) and near (10^(-2) to 10^(-8)M) almost every protein in biological cells make matters worse.
Challenges have been overcome using methods developed over many decades by the large community that works on the computational electronics of semiconductors.
Electrochemical properties of myoglobin deposited on multi walled carbon nano...Expand_Lives
We report the direct electrochemical and electrocatalytic properties of myoglobin (MB) on a multi-walled
carbon nanotube/ciprofloxacin (MWCNT/CF) film-modified electrode. A highly homogeneous MWCNT
thin-film was prepared on an electrode surface using ciprofloxacin (CF) as a dispersing agent. MB was
then electrochemically deposited onto the MWCNT/CF-modified electrode. The MB/MWCNT/CF film was
characterized by scanning electron microscopy and UV–visible spectroscopy (UV–vis). UV–vis spectra
confirmed that MB retained its original state on the MWCNT/CF film. Direct electrochemical properties of MB on the MWCNT/CF film were investigated by cyclic voltammetry. The formal potential and
electron transfer rate constant were evaluated in pH 7.2 buffer solution as−0.327 V and 300 s
−1
, respectively. In addition, the MB/MWCNT/CF-modified electrode showed excellent electrocatalytic properties
for the reduction of hydrogen peroxide (H2O2). The MB/MWCNT/CF-modified electrode was used for the
detection of H2O2at concentrations from 1×10
−6
Mto7×10
−4
M in pH 7.2 buffer solution. Overall, the
MB/MWCNT/CF-modified electrode was very stable and has potential for development as a H2O2sensor.
A review on ipce and pec measurements and materials p.basnetPradip Basnet
The slides show how to measure the photoelectrochemical (PEC) properties of a light-active photocatalyst (usually semiconductor) and current literature summary for water splitting using sunlight.
Molecular Mean Field Theory of ions in Bulk and ChannelsBob Eisenberg
Life and most of chemistry occurs in ionic solutions, but ionic solutions have only recently been recognized as the complex fluids that they are. The molecular view shows ions interacting with surrounding water and nearby ions. Everything is correlated in a complex way because ions and water have diameters comparable to their interaction length. The molecular scale shows only a small part of the correlation enforced by electrodynamics. Current defined as Maxwell did to include the ethereal current is exactly conserved, and therefore correlated, over all scales reaching to macroscopic boundary conditions some 10^9× larger than atoms crucial in batteries and nerve cells.
Jinn Liang Liu and I have built a molecular field theory PNPB Poisson Nernst Planck Bikerman that deals with water as molecules and describes local interactions with a steric potential that depends on the volume fraction of molecules and voids between them. The correlations of electrodynamics are described by a fourth-order differential operator that gives (as outputs) ion-ion and ion-water correlations; the dielectric response (permittivity) of ionic solutions; and the polarization of water molecules, all using a single correlation length parameter. The theory fits experimental data on activity and differential capacitance in ionic solutions of varying composition and content, including mixtures. Potassium channels, Gramicidin, L-type calcium channels, and the Na/Ca transporter are computed in three dimensions from structures in the Protein Data Bank.
Numerical analysis faces challenges
Geometric singularities of molecular surfaces
strong electric fields (100 mV/nm) and resulting exponential nonlinearities, and the
enormous concentrations (> 10 M) often found where ions are important, for example, near electrodes in batteries, in ion channels, and in active sites of proteins.
Wide ranging concentrations of Ca^(2+) in (> 10M) and near (10^(-2) to 10^(-8)M) almost every protein in biological cells make matters worse.
Challenges have been overcome using methods developed over many decades by the large community that works on the computational electronics of semiconductors.
Electrochemical properties of myoglobin deposited on multi walled carbon nano...Expand_Lives
We report the direct electrochemical and electrocatalytic properties of myoglobin (MB) on a multi-walled
carbon nanotube/ciprofloxacin (MWCNT/CF) film-modified electrode. A highly homogeneous MWCNT
thin-film was prepared on an electrode surface using ciprofloxacin (CF) as a dispersing agent. MB was
then electrochemically deposited onto the MWCNT/CF-modified electrode. The MB/MWCNT/CF film was
characterized by scanning electron microscopy and UV–visible spectroscopy (UV–vis). UV–vis spectra
confirmed that MB retained its original state on the MWCNT/CF film. Direct electrochemical properties of MB on the MWCNT/CF film were investigated by cyclic voltammetry. The formal potential and
electron transfer rate constant were evaluated in pH 7.2 buffer solution as−0.327 V and 300 s
−1
, respectively. In addition, the MB/MWCNT/CF-modified electrode showed excellent electrocatalytic properties
for the reduction of hydrogen peroxide (H2O2). The MB/MWCNT/CF-modified electrode was used for the
detection of H2O2at concentrations from 1×10
−6
Mto7×10
−4
M in pH 7.2 buffer solution. Overall, the
MB/MWCNT/CF-modified electrode was very stable and has potential for development as a H2O2sensor.
The public trial lecture presented by Mohammadreza Nematollahi on 8th of October 2014 at Norwegian University of Science and Technology. The theoretical models and the experimental progress of highly mismatched alloys, as well as their optoelectronic applications are covered.
Bio-Molecular Engineering is the Future of Molecular BiologyBob Eisenberg
Bio-Molecular Engineering is the Future of Molecular Biology: Now that we have large numbers of excellent structures, we molecular biologists must turn to studying how they work. That is the task of BioMolecular Engineering that uses almost the same tools as classical membrane biophysics. Both treat systems as devices, with inputs, outputs and power supplies, that ONLY function with flow, away from equilibrium.
The public trial lecture presented by Mohammadreza Nematollahi on 8th of October 2014 at Norwegian University of Science and Technology. The theoretical models and the experimental progress of highly mismatched alloys, as well as their optoelectronic applications are covered.
Bio-Molecular Engineering is the Future of Molecular BiologyBob Eisenberg
Bio-Molecular Engineering is the Future of Molecular Biology: Now that we have large numbers of excellent structures, we molecular biologists must turn to studying how they work. That is the task of BioMolecular Engineering that uses almost the same tools as classical membrane biophysics. Both treat systems as devices, with inputs, outputs and power supplies, that ONLY function with flow, away from equilibrium.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
An Approach to Detecting Writing Styles Based on Clustering Techniquesambekarshweta25
An Approach to Detecting Writing Styles Based on Clustering Techniques
Authors:
-Devkinandan Jagtap
-Shweta Ambekar
-Harshit Singh
-Nakul Sharma (Assistant Professor)
Institution:
VIIT Pune, India
Abstract:
This paper proposes a system to differentiate between human-generated and AI-generated texts using stylometric analysis. The system analyzes text files and classifies writing styles by employing various clustering algorithms, such as k-means, k-means++, hierarchical, and DBSCAN. The effectiveness of these algorithms is measured using silhouette scores. The system successfully identifies distinct writing styles within documents, demonstrating its potential for plagiarism detection.
Introduction:
Stylometry, the study of linguistic and structural features in texts, is used for tasks like plagiarism detection, genre separation, and author verification. This paper leverages stylometric analysis to identify different writing styles and improve plagiarism detection methods.
Methodology:
The system includes data collection, preprocessing, feature extraction, dimensional reduction, machine learning models for clustering, and performance comparison using silhouette scores. Feature extraction focuses on lexical features, vocabulary richness, and readability scores. The study uses a small dataset of texts from various authors and employs algorithms like k-means, k-means++, hierarchical clustering, and DBSCAN for clustering.
Results:
Experiments show that the system effectively identifies writing styles, with silhouette scores indicating reasonable to strong clustering when k=2. As the number of clusters increases, the silhouette scores decrease, indicating a drop in accuracy. K-means and k-means++ perform similarly, while hierarchical clustering is less optimized.
Conclusion and Future Work:
The system works well for distinguishing writing styles with two clusters but becomes less accurate as the number of clusters increases. Future research could focus on adding more parameters and optimizing the methodology to improve accuracy with higher cluster values. This system can enhance existing plagiarism detection tools, especially in academic settings.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...Amil Baba Dawood bangali
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#vashikaranspecialist #astrologer #palmistry #amliyaat #taweez #manpasandshadi #horoscope #spiritual #lovelife #lovespell #marriagespell#aamilbabainpakistan #amilbabainkarachi #powerfullblackmagicspell #kalajadumantarspecialist #realamilbaba #AmilbabainPakistan #astrologerincanada #astrologerindubai #lovespellsmaster #kalajaduspecialist #lovespellsthatwork #aamilbabainlahore#blackmagicformarriage #aamilbaba #kalajadu #kalailam #taweez #wazifaexpert #jadumantar #vashikaranspecialist #astrologer #palmistry #amliyaat #taweez #manpasandshadi #horoscope #spiritual #lovelife #lovespell #marriagespell#aamilbabainpakistan #amilbabainkarachi #powerfullblackmagicspell #kalajadumantarspecialist #realamilbaba #AmilbabainPakistan #astrologerincanada #astrologerindubai #lovespellsmaster #kalajaduspecialist #lovespellsthatwork #aamilbabainlahore #blackmagicforlove #blackmagicformarriage #aamilbaba #kalajadu #kalailam #taweez #wazifaexpert #jadumantar #vashikaranspecialist #astrologer #palmistry #amliyaat #taweez #manpasandshadi #horoscope #spiritual #lovelife #lovespell #marriagespell#aamilbabainpakistan #amilbabainkarachi #powerfullblackmagicspell #kalajadumantarspecialist #realamilbaba #AmilbabainPakistan #astrologerincanada #astrologerindubai #lovespellsmaster #kalajaduspecialist #lovespellsthatwork #aamilbabainlahore #Amilbabainuk #amilbabainspain #amilbabaindubai #Amilbabainnorway #amilbabainkrachi #amilbabainlahore #amilbabaingujranwalan #amilbabainislamabad
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
1. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 1
Tutorial Lecture:
Semiconductor Photoelectrochemistry
and Solar Water Splitting
Shannon W. Boettcher
Asst. Prof. of Chemistry
University of Oregon
Eugene, USA
Mt. Hood Oregon
2. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 2
Motivation: Powering the Planet
Solar is the only renewable source capable of
providing 20-50 TW of power worldwide.
3 TW
*Lewis, MRS Bulletin, (32) 808 2007.
Wind < 4 TW
Biomass < 5 TW
Hydro < 1.5 TW
Geothermal < 1 TW
Solar ~ 120,000 TW
Worldwide potential*:
Global power
consumption:
~18 TW
3. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 3
Cost of solar energy must be reduced to contribute significantly.
We must store that energy.
Solar Electricity > 15 ¢ per kWh (sunny climate, large installation)
Industrial Electricity ~ 5-10 ¢ per kWh
Solar Energy Challenges
4. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 4
● no wires / external electronics
● low-cost semiconducting absorbers
● direct energy storage in chemical bonds
● H2 for fuel cells, turbines, liquid-fuel synthesis from CO2
● closed-loop cycle
Vision for Storage: fuel from sunlight
and water
Advantages:
Disadvantages: Difficult to find right materials and to scale.
5. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 5
PEC H2 production can work
• NREL Photoelectrolysis.mp4
6. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 6
Integrated architecture
solution n-type SC
solution p-type SC
Walter, M.; Warren, E.; McKone, J.; Boettcher, S. W.; Qixi, M.; Santori, L.;
Lewis, N. S. Solar Water Splitting Cells. Chem. Rev. 2010, 110, 6446-6473.
Details to follow!!!
7. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 7
Overview
• Thermodynamics and Electrochemical
Reactions
• Semiconductors Physics
• Liquid junctions and Photoelectrochemistry
(PEC)
• Electrocatalysis and Electrochemical Kinetics
• Integrated devices and Literature examples
PART 1:
PART 2:
8. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 8
Thermodynamics
Oxygen evolution reaction (OER) and hydrogen evolution reaction (HER) for
overall water splitting
Walter, M.; Warren, E.; McKone, J.; Boettcher, S. W.; Qixi, M.; Santori, L.; Lewis, N. S. Solar Water
Splitting Cells. Chem. Rev. 2010, 110, 6446-6473.
+ -
2 2
+ -
2
2 2 2
1
OER: H O O + 2H + 2e
2
HER: 2H + 2e H
1
overall: H O O +H
2
E = 1.23 V vs. NHE
E = 0 V vs. NHE
E = Ecath – Eano = -1.23 V
DG = -nFE = 237 kJ mol-1
9. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 9
(Over-)Simplified Picture
~ -4.5 V vs. Evac at pH 0
Electrochemical
Energy
Scale
Absolute
Energy
Scale
(+)
(-)
more
oxidizing
more
reducing
Basic Idea: (a) Semiconductor separates photoexcited electron-hole pairs. (b) e-
reduce H+ to make H2 (c) h+ oxidizes water to make O2
Ref.
“HOMO”
“LUMO”
10. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 10
Review of Oxidation/Reduction
2
2
Red
Ox
2
1
2
2
ln
ln
ln
ln
2 [ ]
1
ln
2 [ ]
H
HER HER
OER OER
O
G RT K
G G RT Q G nFE
a
RT
E E
nF a
P
RT
E E
F H
RT
E E
F H P
D
D D D
Nernst Equation
Both HER and OER are pH
dependent.
The total potential needed, EOER-EHER
= 1.23 V, is not.
Bard, A. J.; Faulkner, L. R. Electrochemical Methods: Fundamentals and Applications; Wiley, 2000.
11. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 11
(Over-)Simplified Picture
~ -4.5 V vs. Evac at pH 0
Electrochemical
Energy
Scale
Absolute
Energy
Scale
(+)
(-)
more
oxidizing
more
reducing
Basic Idea: (a) Semiconductor separates photoexcited electron-hole pairs. (b) e-
reduce H+ to make H2 (c) h+ oxidizes water to make O2
Ref.
How to describe
carrier statistics?
Equilibrium?
Steady state?
12. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 12
Fermi Levels Describe Energy of Carriers
Sze, S. M.; Kwok, K. N. Physics of Semiconductor Devices, 2007.
DOS
energy
“glass of water analogy”
13. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 13
Semiconductor Properties and Doping
intrinsic
n-type
Sze, S. M.; Kwok, K. N. Physics of Semiconductor Devices, 2007.
DOS occupation
1
0
n,p (carrier conc.)
14. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 14
Equilibration with Solution Redox Couples
A + e- ↔ A-
Generic Redox
Couple:
Lewis, N. S. Chemical control
of charge transfer and
recombination at
semiconductor
photoelectrode surfaces.
Inorg. Chem. 2005, 44, 6900-
6911.
15. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 15
Dark Current-Voltage Behavior
( )/
/
0
0
1
[ ]
fb B
B
q E E k T
s d
qV k T
et
so et
n N e
J J e
J qn k A
Jet,f(E) = -qket,f[A]ns
Jet,r(E) = -qket,r[A-]
Electron transfer at semiconductor-liquid interfaces is
“simple” kinetics:
exponential turn-on
in forward bias
constant reverse
current
Different
J0
16. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 16
Semiconductor-solution contacts under
illumination
bands unbend; new quasi-equilibrium
with different e- and h+ conc.
17. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 17
The measured current and voltage depends on
the rates of fundamental processes
ns Nde
q(E fb E)/kBT
Jet = -qket[A]ns
0
ph
B
oc
J
nk T
V ln
q J
Jph = FG
photon flux times collection efficiency
18. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 18
“Flat Band” potential and absolute energy
levels
What determines the equilibrium barrier height fb?
What semiconductors can split water based on thermodynamics?
19. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 19
Absolute band-edge positions
Gratzel, M. Photoelectrochemical cells. Nature 2001, 414, 338-344.
Bak, T.; Nowotny, J.; Rekas, M.; Sorrell, C. C. Photo-electrochemical hydrogen generation from water using solar energy.
Materials-related aspects. Int. J. Hydrogen Energy 2002, 27, 991-1022.
oxide VB low,
(O 2p states stable)
photovoltage from
oxide anodes small
relative to band-gap!
20. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 20
Band-edges move via surface dipoles
Surface dipoles are the result of: absorbed ions, protonated/deprotonated surface
hydroxyls, surface termination, charged surface states, etc.
21. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 21
Semiconductors: Light Absorption
Tan, M. X.; Laibinis, P. E.; Nguyen, S. T.; Kesselman, J. M.; Stanton, C. E.; Lewis, N. S. Principles and application of
semiconductor photoelectrochemistry. Progress in Inorganic Chemistry, Vol 41 1994, 41, 21-144.
wikipedia
22. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 22
Semiconductors: Light Absorption
Chen, Z. B.; et. al. Accelerating materials development for photoelectrochemical hydrogen production: Standards for methods, definitions, and reporting
protocols. J. Mater. Res. 2010, 25, 3-16.
Bak, T.; Nowotny, J.; Rekas, M.; Sorrell, C. C. Photo-electrochemical hydrogen generation from water using solar energy. Materials-related aspects. Int. J.
Hydrogen Energy 2002, 27, 991-1022.
Research challenge:
Design low-cost
stable materials
(oxides?) with smaller
band-gaps?
How do we make
stabilize conventional
semiconductors?
23. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 23
Semiconductors: Carrier Collection
LD D D
kB T
q
Three dimensional geometry can enhance carrier collection… but at a price.
Thickness ~ 1/α
Comparison of the device physics principles of planar and radial p-n junction nanorod solar cells
B. M. Kayes, H. A. Atwater and N. S. Lewis Journal of Applied Physics, 2005, 97,
24. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 24
GaAs
RE CE
WE
Fc/Fc+ inLiClO4/ACN
Gronet, C. M.; Appl. Phys. Lett. 43, 1, 115-117
Non-aqueous photoelectrochemistry is a tool
to characterize semiconductors for PEC
Fc/Fc+
Fc
Fc+
solar
simulation
reversible redox couple with fast kinetics
GaAs electrodes
25. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 25
Example: PEC J-E on n-GaAs
(low ff is due to solution resistance, ~100 W,
quantitative correction yield h > 11 %)
Ritenour, A. J., Boettcher S. W. IEEE PVSC 38 2012.
Ritenour, A. J.; Cramer, R. C.; Levinrad, S.; Boettcher, S. W. ACS Appl. Mater. Interfaces 2012, 4, 69-73.
26. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 26
Diffusion length determination
from quantum efficiency
( )
1
1 ( )
W
int
p
e
L
f
Gӓrtner Model:
Gӓrtner, W. W. Phys. Rev. 1959 116, 84
~1.5 um diffusion length sufficient to
design high efficiency PV or PEC device.
What defects are present? How can we
eliminate them to improve response?
Ritenour, A. J., Boettcher S. W. IEEE PVSC 38 2012.
Lp=
27. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 27
PART 2: Surface Electrocatalysis and
Integrated Architectures
catalyst on metal
electrode (no photoactivity)
catalyst photoactive
semiconductor
28. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 28
Electrochemical Reaction Kinetics
Bard, A. J.; Faulkner, L. R. Electrochemical Methods: Fundamentals and Applications; Wiley, 2000.
29. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 29
Electrochemical Reaction Kinetics
Bard, A. J.; Faulkner, L. R. Electrochemical Methods: Fundamentals and Applications; Wiley, 2000.
Butler-Volmer Expression for a single electron-transfer step:
describes the shape of the potential barrier
and is normally taken as 0.5. (f = F/RT)
Exchange Current
Density
assume fast mass
transport
Ignore Reverse Reaction = Tafel Eqn. for Electrode Kinetics
30. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 30
Tafel Slope and Exchange Current
Tafel (x)-intercept = -a/b = log io
eq. “exchange-current”
Tafel slope = b = 60 mV /
only for 1 e- reaction
convention to plot
I on the y-axis!
31. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 31
Multistep reactions
Example:
H2O → *OH → O* + H2O → *OOH → O2
* Indicates bonded to the surface
For multi-step ne- reaction:
Tafel slope = b = 60 mV / (n’+
n’ is the number of electrons transferred prior to the
rate determining step.
n = n’ + n’’ + 1
Tafel slope gives mechanistic information (in principle!)
32. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 32
Hydrogen Evolution Reaction
HA e*
H*
A
HA H*
e*
H2 A
2H*
H2
Trasatti, S. J. Electroanal. Chem. 1972, 39, 163.
“Goldilocks” principle;
intermediate absorption
energy (here M-H) is not to
strong or too weak.
worse
catalyst
33. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 33
HER Overpotentials
- Pt is a phenomenally fast catalyst for HER.
- Much effort is applied to develop alternative catalysts to replace Pt.
- Different surface areas of materials makes comparison difficult.
34. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 34
Large loss for driving water oxidation
reaction kinetics
* Indicates bonded to the surface
H2O → *OH → O* + H2O → *OOH → O2
* Indicates bonded to the surface
What determines
the activity of a
electrocatalyst?
How do we
design
catalysts?
Norskov et. al. J. Electroanal. Chem. 607 (1-2), 83 (2007).
Suntivich, J.; et. al Science 2011, 334, 1383-1385.
Trasatti. Electrochim. Acta 29 (11), 1503 (1984).
2H2O + 4h+ O2 + 4H+ (acid)
4OH- + 4h+ O2 + 2H2O (base)
Complicated 4-step reaction!
35. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 35
Theory: electrocatalysis requires the
stabilization of intermediates
H2O → *OH → O* + H2O → *OOH → O2
* Indicates bonded to the surface
Rossmeisl, J.; Qu. Z.-W.; Zhu, H.; Kroas, G.-J.; Nørskov, J.K.
J. Electroanal. Chem. 2007, 607, 83 – 89.
(note: other reaction mechanisms can be drawn; for
example requiring the recombination of two surface
bound intermediates)
Rate determining Step
is the 3rd electron transfer
in this case.
36. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 36
Optimization vs. Design
(1) Wang et. al., Electrochimica Acta 50 (2005) 2059–2064
(2) Norskov, J. K.; Rossmeisl, J. Oxygen Evolution Electrocatalysis on Oxide Surfaces. ChemCatChem 2011, 3, 1159-1165.
SEM of typical “thick” film
electrocatalyst1…
● High-surface area thick film
● Designed for maximum
current per geometric area
● Dark colored – poorly suited
for PEC
Role of composition, conductivity, and
porosity?
What is the actual active component?
Complicated!
37. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 37
Solution-processed ultra-thin film
catalysts
Advantages for
fundamental study:
• Catalyst conductivity
irrelevant
• Film composition controlled
exactly by precursor solution
• Mass known
• Surface area controlled
• Facile gas and ion transport
= Film
~50 wt% surfactant
~ 0.05 M metal nitrate
ethanol
spincasting
QCM crystal
38. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 38
Thin Film OER Quantitative Comparison
sample
η @ J = 1
mA cm-2
(mV)
loading
g cm-2 A g-1
TOF
(sec-1)
MnOx 512 1.2 1.3 0.0003
FeOx 409 1.7 4.5 0.0009
CoOx 395 1.3 7.6 0.0016
IrOx 381 4.2 24.2 0.014
Ni0.5Co0.5Ox 321 1.1 273 0.056
NiOx 300 1.3 773 0.15
Fe:NiOx 297 1.2 1009 0.20
at h = 300 mV
Fe:NiOx >10x more active an IrO2 and >100x more active than CoOx
TOF = # O2 produced per metal per second
Why?
Trotochaud et. al. Submitted 2012.
39. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 39
Stability: Pourbaix Diagrams
Based on free-
energies
of formation;
potential-pH
“predominance-area
diagram”
Ni
When can NiO
be used as a
electrocatalyst
for OER?
From “Aqueous Chemistry of the Elements” Schweitzer and Pesterfield.
vs.
NHE
HER
OER
pH
independent
pH
dependent
40. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 40
Stability: Pourbaix Diagrams
W
Under what
conditions can
tungsten oxide
(WO3) be used as
a photocatalyst?
From “Aqueous Chemistry of the Elements” Schweitzer and Pesterfield.
41. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 41
Part III : Examples of integrated
devices and some literature
examples.
42. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 42
Energy Diagrams for Solar Water Splitting
Devices: n-type photoanode
Example: n- SrTiO3 or
GaN:ZnO
photoelectrode.
Advantage: Simple
design. Cheap?
Disadvantage:
requires large Eg >2.5
eV to generate
required
photopotential
Vph > ~ 1.6 V
43. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 43
Wide Band Gap Photocatalysts
1. Fujishima, A.; Honda, K. Electrochemical Photolysis of Water at a Semiconductor Electrode. Nature 1972, 238, 37-38.
2. Kumar, A.; Santangelo, P. G.; Lewis, N. S. Electrolysis of Water at SrTio3 Photoelectrodes - Distinguishing between the Statistical
and Stochastic Formalisms for Electron-Transfer Processes in Fuel-Forming Photoelectrochemical Systems. J. Phys. Chem. 1992,
96, 834-842.
3. Kudo, A.; Miseki, Y. Heterogeneous photocatalyst materials for water splitting. Chem. Soc. Rev. 2009, 38, 253-278.
Photoelectrodes
(“Fujishima – Honda Effect”)
Dispersed nano/micropowders
44. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 44
Powdered Photocatalysts
Kudo, A.; Miseki, Y. Heterogeneous photocatalyst materials for water splitting. Chem. Soc. Rev. 2009, 38, 253-278.
Advantage: No support, high surface area, easy to scale-up.
Disadvantage: 1. Single junction cell requires large Eg >2.5 eV to generate
required photopotential; fundamentally inefficient with solar spectrum. 2.
Separation of H2 and O2 flammable mixture difficult. How to prevent reverse
electrochemical reaction?
45. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 45
Example: Visible light activity via tuning
materials properties
(1) Kudo, A.; Miseki, Y. Heterogeneous photocatalyst materials for water splitting. Chem. Soc. Rev. 2009, 38, 253-278.
(2) Maeda, K.; Teramura, K.; Lu, D. L.; Takata, T.; Saito, N.; Inoue, Y.; Domen, K. Photocatalyst releasing hydrogen from water - Enhancing catalytic
performance holds promise for hydrogen production by water splitting in sunlight. Nature 2006, 440, 295-295.
(3) Maeda, K.; Domen, K. New Non-Oxide Photocatalysts Designed for Overall Water Splitting under Visible Light. J. Phys. Chem. C 2007, 111, 7851-7861.
Low QE, likely large electronic and
chemical recombination
46. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 46
Particle PEC and Sacrificial Reagents
Often used to interrogate half-reactions individually.
However: Overall reaction can be energetically neutral or even downhill.
Does not test semiconductor photovoltage generation, which is
important to split water.
Ag+ + e- → Ag E = 0.8 V vs. NHE
O2 + 4e- + 4H+ → 2H2O E = 1.23 V vs. NHE
4Ag+ + 2H2O → O2 + 4H+ + 4Ag E = - .43 V DG = -nFE
Kudo, A.; Miseki, Y. Heterogeneous photocatalyst materials for water splitting. Chem. Soc. Rev. 2009, 38, 253-278.
47. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 47
Example: TiO2 based “black” photocatalysts
Chen, X.; Liu, L.; Yu, P. Y.; Mao, S. S. Increasing Solar Absorption for Photocatalysis with Black Hydrogenated Titanium
Dioxide Nanocrystals. Science 2011, 331, 746-750.
“The energy conversion efficiency for solar
hydrogen production, defined as the ratio
between the energy of solar-produced
hydrogen and the energy of the incident
sunlight, reached 24% for disorder-
engineered black TiO2 nanocrystals.”
But a sacrificial agent was used:
Cathode: 2H+ + 2e- → H2 E = 0 V vs. NHE
Anode: HCHO + 2e- + 2H+ → CH3OH E = 0.13 V vs. NHE
Total Reaction: CH3OH → H2 + HCHO E = - .13 V
Could map photovoltage generation using a series of
sacrificial reagents with different chemical potentials.
Almost zero net energy storage in this system.
48. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 48
Energy Diagrams for Solar Water Splitting
Devices – p/n PEC z-scheme
Advantage: no pn
junctions, could be
particulate based
Disadvantage: need to
integrate two high-quality
semiconductors with
appropriate Eg and band
edge positions.
49. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 49
Individual component testing using a 3-
electrode potentiostat
Chen, Z. B.; Jaramillo, T. F.; et. al. J. Mater. Res. 2010, 25, 3-16.
Reference electrode (RE) used to measure
applied voltage versus absolute reference.
Counter electrode (CE) used to
complete circuit, potential required to
pass current at CE usually not
measured.
Semiconductor working electrode (WE)
control majority carrier Fermi level
versus the reference electrode and
measure current.
Typically bubble O2 or
H2 through solution to
maintain well-defined
Nernstian potential
50. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 50
p-Si Photocathode Example
Boettcher, S. W.; Warren, E. L.; Putnam, M. C.; Santori, E. A.; Turner-Evans, D.; Kelzenberg, M. D.; Walter, M. G.; McKone, J. R.; Brunschwig, B. S.; Atwater,
H. A.; Lewis, N. S. Photoelectrochemical Hydrogen Evolution Using Si Microwire Arrays. J. Am. Chem. Soc. 2011, 133, 1216-1219.
51. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 51
pn+ Si photocathode
Boettcher, S. W.; Warren, E. L.; Putnam, M. C.; Santori, E. A.; Turner-Evans, D.; Kelzenberg, M. D.; Walter, M. G.; McKone, J. R.; Brunschwig, B. S.; Atwater,
H. A.; Lewis, N. S. Photoelectrochemical Hydrogen Evolution Using Si Microwire Arrays. J. Am. Chem. Soc. 2011, 133, 1216-1219.
52. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 52
Overlaid J-E behavior System Performance
Walter, M.; Warren, E.; McKone, J.; Boettcher, S. W.; Qixi, M.; Santori, L.; Lewis, N. S. Solar Water Splitting Cells. Chem. Rev. 2010, 110, 6446-6473.
53. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 53
Cells with integrated PV/PEC junctions
Advantage: build on
existing solar technology;
it can work now
Disadvantage: - Increased
complexity from already
(relatively) expensive
photovoltaic device.
- Stability of conventional
PV materials in water for
30 yrs questionable.
54. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 54
Ex. “Turner” NREL Water Splitting Cell
Khaselev, O.; Turner, J. A. A Monolithic Photovoltaic-Photoelectrochemical Device for Hydrogen Production via Water Splitting.
Science 1998, 280, 425-427.
12.4% efficiency (STH) with a cost of ~$10,000 m-2 and limited stability
55. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 55
Buried PV-electrolyzer combination
Advantage: build on
existing solar technology,
wireless design reduces
cost relative to separate
PV + electrolyzer?
Disadvantage:
Multijunction solar cells
are expensive (III-V) or
inefficient (a-Si),
protection of surface
needed, catalyst
integration.
56. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 56
Integrated PV-Electrolysis “Artificial Leaf”
(1) Rocheleau, R. E.; Miller, E. L.; Misra, A. High-efficiency photoelectrochemical hydrogen production using multijunction amorphous silicon
photoelectrodes. Energy Fuels 1998, 12, 3-10.
(2) Reece, S. Y.; Hamel, J. A.; Sung, K.; Jarvi, T. D.; Esswein, A. J.; Pijpers, J. J. H.; Nocera, D. G. Wireless Solar Water Splitting Using Silicon-Based
Semiconductors and Earth-Abundant Catalysts. Science 2011, 334, 645-648.
(3) Nocera, D. G. The Artificial Leaf. Acc. Chem. Res. 2012, 45, 767-776.
Challenge: Triple-junction a-Si solar cell too expensive and efficiency too
low (<5%) to commercialize. Ohmic losses also significant. Need new low
cost solar materials and catalysts with better transparency.
http://www.nature.com/news/artificial-leaf-hits-development-hurdle-1.10703
57. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 57
Calculation of Overall Efficiencies
STH = solar-to-hydrogen efficiency
Faradaic
efficiency
Based on total measured Hydrogen output:
Based on measured current (in 2-electrode configuration)
Chen, Z. B.; Jaramillo, T. F.; et. al. J. Mater. Res. 2010, 25, 3-16.
58. Shannon Boettcher – ICMR Tutorial PEC Water Splitting 58
Acknowledgements
Young Professor Program
To all the mentors and co-workers.
"If I have seen further, it is by
standing on the shoulders of giants”
- Isaac Newton.
Basic Energy Science
Solar Photochemistry
Boettcher Group Summer 2012
Lena Trotochaud
Andy
Ritenour
Lena Trotochaud
Fuding Lin
T.J. Mills