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Basics of Electrochemical
Impedance Spectroscopy
10/6/2015
Definition of Resistance and
Impedance
• Resistance is the ability of a circuit element to resist the flow of electrical
current.
• Ohm's law defines resistance in terms of the ratio between voltage, E, and
current, I.
 While this is a well known relationship, its use is limited to only one circuit
element -- the ideal resistor.
 An ideal resistor has several simplifying properties:
• It follows Ohm's Law at all current and voltage levels.
• Its resistance value is independent of frequency.
• AC current and voltage signals though a resistor are in phase with each
other.
Definition of Resistance and
Impedance
• Most real applications contain more complex circuit
elements and more complex behavior.
• Impedance replaces resistance as a more general circuit
parameter.
• Impedance is a measure of the ability of a circuit to
resist the flow of electrical current
• Unlike resistance, it is not limited by the simplifying
properties mentioned earlier.
Direct current (Dc) vs. Alternating current (Ac)
Time
Voltage
Time
Voltage
1 Cycle
• Alternating Current is when
charges flow back and
forth from a source.
• Frequency is the number of
cycles per second in Hertz.
• In US, the Ac frequency is
50-60 Hz.
• Is the one way flow of
electrical charge from a
positive to a negative
charge.
• Batteries produce direct
current.
Making EIS Measurements
• Apply a small sinusoidal potential (or current)
of fixed frequency.
• Measure the response and compute the
impedance at each frequency.
Z = E/I
• E = Frequency-dependent potential
• I = Frequency-dependent current
• Repeat for a wide range of frequencies
• Plot and analyze
Summary: the concept of impedance
• The term impedance refers to the frequency
dependant resistance to current flow of a circuit
element (resistor, capacitor, inductor, etc.)
• Impedance assumes an AC current of a specific
frequency in Hertz (cycles/s).
• Impedance: Z = E/I
• E = Frequency-dependent potential
• I = Frequency-dependent current
• Ohm’s Law: R = E/I
R = impedance at the
limit of zero frequency
Reasons To Run EIS
• EIS is theoretically complex – why bother?
– The information content of EIS is much higher than DC
techniques or single frequency measurements.
– EIS may be able to distinguish between two or more
electrochemical reactions taking place.
– EIS can identify diffusion-limited reactions, e.g., diffusion
through a passive film.
– EIS provides information on the capacitive behavior of the
system.
– EIS can test components within an assembled device using
the device’s own electrodes.
– EIS can provide information about the electron transfer rate
of reaction
Applications of EIS
• Study corrosion of metals.
• Study adsorption and desorption to electrode
surface
• Study the electrochemical synthesis of materials.
• Study the catalytic reaction kinetics.
• Label free detection sensors.
• Study the ions mobility in energy storage
devices such as batteries and supercapacitors.
Phase shift
p/ 2p/
t
e
or
i
p/ 2p/
t
e
or
i
f
Ė
İ

p/2
p
-p/2
0
Ė = İ R
Resistor
İ
Ė = –jXCİ
Capacitor
𝑗 = −1 XC = 1/C
Xc is the impedance of the capacitor
 is the angular frequency = 2 π f
C is the capacitance of the capacitor
i leads e
Phase shift and impedance
The excitation signal, expressed as a function of time, has the form
where Et is the potential at time t, E0 is the amplitude of the signal, and ω is the radial
frequency. The relationship between radial frequency ω (expressed in radians/second)
and frequency f (expressed in hertz) is:
Phase shift and impedance
The response signal, It, is shifted in phase (Φ) and has a different amplitude
than I0.
An expression analogous to Ohm's Law allows us to calculate the impedance
of the system as:
The impedance is therefore expressed in terms of a magnitude, Zo, and a
phase shift, Φ.
Remember
With Eulers relationship,
Where ϕ is real number and j is imaginary unit.
it is possible to express the impedance as a complex function. The potential is
described as,
and the current response as,
The impedance is then represented as a complex number,
EIS data may be presented as a Bode Plot or a
Complex Plane (Nyquist) Plot
2.20
2.40
2.60
2.80
3.00
3.20
3.40
3.60
-3.00 -2.00 -1.00 0.00 1.00 2.00 3.00 4.00 5.00 6.00
Log Freq (Hz)
Log
Modulus
(Ohm)
-70.00
-60.00
-50.00
-40.00
-30.00
-20.00
-10.00
0.00
10.00
Phase
(Degree)
-2.00E+02
3.00E+02
8.00E+02
1.30E+03
1.80E+03
2.30E+03
0.00E+00 5.00E+02 1.00E+03 1.50E+03 2.00E+03 2.50E+03 3.00E+03 3.50E+03
Real (Ohm)
-Imag
(Ohm)
Bode
Plot
Nyquist
Plot
Representations of EIS
Nyquist Plot
ZIm
ZRe
 = 1/RctCd
Kinetic control Mass-transfer
control
ZIm
ZRe
RW RW + Rct
If system is kinetically slow,
large Rct and only limited f
region where mass transfer
significant. If Rct v. small then
the system iskinetically facile
 = 1/RctCd
ZIm
ZRe
RW RW + Rct
Bode plots
0
10
20
30
40
50
60
70
80
90
100
-3 -2 -1 0 1 2 3 4 5 6 7
f
log f
-2
-1
0
1
2
3
-3 -2 -1 0 1 2 3 4 5 6 7
log|Z|
log f
Bode Plot
• Individual charge
transfer processes are
resolvable.
• Frequency is explicit.
• Small impedances in
presence of large
impedances can be
identified easily.
Nyquist Plot
• Individual charge
transfer processes are
resolvable.
• Frequency is not
obvious.
• Small impedances can
be swamped by large
impedances.
Nyquist vs. Bode Plot
Analyzing EIS: Modeling
• Electrochemical cells can be modeled as a
network of passive electrical circuit elements.
• A network is called an “equivalent circuit”.
• The EIS response of an equivalent circuit can
be calculated and compared to the actual EIS
response of the electrochemical cell.
Frequency Response of Electrical
Circuit Elements
Resistor Capacitor Inductor
Z = R (Ohms) Z = -j/C (Farads) Z = jL (Henrys)
0° Phase Shift -90° Phase Shift 90° Phase Shift
• j = -1
•  = 2pf radians/s, f = frequency (Hz or cycles/s)
• A real response is in-phase (0°) with the excitation. An
imaginary response is ±90° out-of-phase.
Electrochemistry as a Circuit
• Double Layer
Capacitance
• Electron
Transfer
Resistance
• Uncompensated
(electrolyte)
Resistance Randles Cell
(Simplified)
Bode Plot
2.20
2.40
2.60
2.80
3.00
3.20
3.40
3.60
-3.00 -2.00 -1.00 0.00 1.00 2.00 3.00 4.00 5.00 6.00
Log Freq (Hz)
Log
Modulus
(Ohm)
-70.00
-60.00
-50.00
-40.00
-30.00
-20.00
-10.00
0.00
10.00
Phase
(Degree)
Phase Angle
Impedance
Ru
Ru + Rp
RU
RP
CDL
Complex Plane (Nyquist) Plot
-2.00E+02
3.00E+02
8.00E+02
1.30E+03
1.80E+03
2.30E+03
0.00E+00 5.00E+02 1.00E+03 1.50E+03 2.00E+03 2.50E+03 3.00E+03 3.50E+03
Real (Ohm)
-Imag
(Ohm)
Ru Ru + Rp
High Freq Low Freq
RU
RP
CDL
Nyquist Plot with Fit
-2.00E+02
3.00E+02
8.00E+02
1.30E+03
1.80E+03
2.30E+03
0.00E+00 5.00E+02 1.00E+03 1.50E+03 2.00E+03 2.50E+03 3.00E+03 3.50E+03
Real (Ohm)
-Imag
(Ohm)
Results
Rp = 3.019E+03 ±
1.2E+01
Ru = 1.995E+02 ±
1.1E+00
Cdl = 9.61E-07 ± 7E-09
Other Modeling Elements
• Warburg Impedance: General impedance which
represents a resistance to mass transfer, i.e.,
diffusion control. A Warburg typically exhibits a
45° phase shift.
• Constant Phase Element: A very general
element used to model “imperfect” capacitors.
CPE’s normally exhibit a 80-90° phase shift.
EIS Modeling
• Complex systems may require complex
models.
• Each element in the equivalent circuit should
correspond to some specific activity in the
electrochemical cell.
• It is not acceptable to simply add elements
until a good fit is obtained.
• Use the simplest model that fits the data.
Electrolyte Resistance
• Solution resistance is often a significant factor in the impedance of an electrochemical cell. A modern
three electrode potentiostat compensates for the solution resistance between the counter and
reference electrodes. However, any solution resistance between the reference electrode and the
working electrode must be considered when you model your cell.
• The resistance of an ionic solution depends on the ionic concentration, type of ions, temperature, and
the geometry of the area in which current is carried. In a bounded area with area, A, and length, l,
carrying a uniform current, the resistance is defined as,
• ρ is the solution resistivity. The reciprocal of ρ (κ) is more commonly used. κ is called the conductivity
of the solution and its relationship with solution resistance is:
Parameters measured by EIS
• Unfortunately, most electrochemical cells do not have uniform current distribution
through a definite electrolyte area. Therefore, calculating the solution resistance
from the solution conductivity will not be accurate. Solution resistance is often
calculated from the EIS spectra.
Double Layer Capacitance
• An electrical double layer exists on the interface between an electrode and its
surrounding electrolyte.
• This double layer is formed as ions from the solution adsorb onto the electrode surface.
The charged electrode is separated from the charged ions by an insulating space, often
on the order of angstroms.
• Charges separated by an insulator form a capacitor so a bare metal immersed in an
electrolyte will be have like a capacitor.
• You can estimate that there will be 20 to 60 μF of capacitance for every 1 cm2 of
electrode area though the value of the double layer capacitance depends on many
variables. Electrode potential, temperature, ionic concentrations, types of ions, oxide
layers, electrode roughness, impurity adsorption, etc. are all factors.
XC = 1/C
XC = 1/2πfC
XC is the capacitor impedance
Parameters measured by EIS
Charge Transfer Resistance
Resistance in this example is formed by a single, kinetically-controlled
electrochemical reaction. In this case we do not have a mixed potential, but rather a
single reaction at equilibrium.
Consider the following reversible reaction
• This charge transfer reaction has a certain speed. The speed depends on the kind
of reaction, the temperature, the concentration of the reaction products and the
potential.
i0 = exchange current density
CO = concentration of oxidant at the electrode surface
CO* = concentration of oxidant in the bulk
CR = concentration of reductant at the electrode
surface
η = overpotential
F = Faradays constant
T = temperature
R = gas constant
a = reaction order
n = number of electrons involved
The general relation between the potential and the current (which is directly
related with the amount of electrons and so the charge transfer via Faradays
law) is:
with,
• When the concentration in the bulk is the same as at the electrode surface, CO=CO*
and CR=CR*. This simplifies the previous equation into:
• This equation is called the Butler-Volmer equation. It is applicable when the
polarization depends only on the charge-transfer kinetics.
• Stirring the solution to minimize the diffusion layer thickness can help minimize
concentration polarization.
• When the overpotential, η, is very small and the electrochemical system is at
equilibrium, the expression for the charge-transfer resistance changes to:
• From this equation the exchange current density can be calculated when Rct is
known.
Real systems: EIS
Study electrochemical behavior of catalysts for fuel cells
J. Fuel Cell Sci. Technol 11(5), 051004 (Jun 10, 2014)
What do you understand from the study of the Pd/c catalyst stability above
Electrochemical Capacitors
What you may understand from the two figures
Maher F. El-Kady et al. Science 2012;335:1326-1330
Developing biosensors
Anal. Chem. 2008, 80, 2133 - 2140
Which is the highest conc of standard and why?
EIS Instrumentation
• Potentiostat/Galvanostat
• Sine wave generator
• Time synchronization (phase locking)
• All-in-ones, Portable & Floating Systems
Things to be aware of…
• Software – Control & Analysis
• Accuracy
• Performance limitations
EIS Take Home
• EIS is a versatile technique
– Non-destructive
– High information content
• Running EIS is easy
• EIS modeling analysis is very powerful
– Simplest working model is best
– Complex system analysis is possible.
References for EIS
• http://www.gamry.com/application-notes/EIS/basics-of-
electrochemical-impedance-spectroscopy/
• Electrochemical Impedance and Noise, R. Cottis and S.
Turgoose, NACE International, 1999. ISBN 1-57590-093-9.
An excellent tutorial that is highly recommended.
• Electrochemical Techniques in Corrosion Engineering, 1986,
NACE International
Proceedings from a Symposium held in 1986. 36 papers.
Covers the basics of the various electrochemical techniques and
a wide variety of papers on the application of these techniques.
Includes impedance spectroscopy.
• Electrochemical Impedance: Analysis and Interpretation, STP
1188, Edited by Scully, Silverman, and Kendig, ASTM, ISBN 0-
8031-1861-9.
26 papers covering modeling, corrosion, inhibitors, soil,
concrete, and coatings.
• EIS Primer, Gamry Instruments website, www.gamry.com
Basics of Electrochemical Impedance Spectroscopy

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APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
 

Basics of Electrochemical Impedance Spectroscopy

  • 1. Basics of Electrochemical Impedance Spectroscopy 10/6/2015
  • 2. Definition of Resistance and Impedance • Resistance is the ability of a circuit element to resist the flow of electrical current. • Ohm's law defines resistance in terms of the ratio between voltage, E, and current, I.  While this is a well known relationship, its use is limited to only one circuit element -- the ideal resistor.  An ideal resistor has several simplifying properties: • It follows Ohm's Law at all current and voltage levels. • Its resistance value is independent of frequency. • AC current and voltage signals though a resistor are in phase with each other.
  • 3. Definition of Resistance and Impedance • Most real applications contain more complex circuit elements and more complex behavior. • Impedance replaces resistance as a more general circuit parameter. • Impedance is a measure of the ability of a circuit to resist the flow of electrical current • Unlike resistance, it is not limited by the simplifying properties mentioned earlier.
  • 4. Direct current (Dc) vs. Alternating current (Ac) Time Voltage Time Voltage 1 Cycle • Alternating Current is when charges flow back and forth from a source. • Frequency is the number of cycles per second in Hertz. • In US, the Ac frequency is 50-60 Hz. • Is the one way flow of electrical charge from a positive to a negative charge. • Batteries produce direct current.
  • 5. Making EIS Measurements • Apply a small sinusoidal potential (or current) of fixed frequency. • Measure the response and compute the impedance at each frequency. Z = E/I • E = Frequency-dependent potential • I = Frequency-dependent current • Repeat for a wide range of frequencies • Plot and analyze
  • 6. Summary: the concept of impedance • The term impedance refers to the frequency dependant resistance to current flow of a circuit element (resistor, capacitor, inductor, etc.) • Impedance assumes an AC current of a specific frequency in Hertz (cycles/s). • Impedance: Z = E/I • E = Frequency-dependent potential • I = Frequency-dependent current • Ohm’s Law: R = E/I R = impedance at the limit of zero frequency
  • 7. Reasons To Run EIS • EIS is theoretically complex – why bother? – The information content of EIS is much higher than DC techniques or single frequency measurements. – EIS may be able to distinguish between two or more electrochemical reactions taking place. – EIS can identify diffusion-limited reactions, e.g., diffusion through a passive film. – EIS provides information on the capacitive behavior of the system. – EIS can test components within an assembled device using the device’s own electrodes. – EIS can provide information about the electron transfer rate of reaction
  • 8. Applications of EIS • Study corrosion of metals. • Study adsorption and desorption to electrode surface • Study the electrochemical synthesis of materials. • Study the catalytic reaction kinetics. • Label free detection sensors. • Study the ions mobility in energy storage devices such as batteries and supercapacitors.
  • 9. Phase shift p/ 2p/ t e or i p/ 2p/ t e or i f Ė İ  p/2 p -p/2 0 Ė = İ R Resistor İ Ė = –jXCİ Capacitor 𝑗 = −1 XC = 1/C Xc is the impedance of the capacitor  is the angular frequency = 2 π f C is the capacitance of the capacitor i leads e
  • 10. Phase shift and impedance The excitation signal, expressed as a function of time, has the form where Et is the potential at time t, E0 is the amplitude of the signal, and ω is the radial frequency. The relationship between radial frequency ω (expressed in radians/second) and frequency f (expressed in hertz) is:
  • 11. Phase shift and impedance The response signal, It, is shifted in phase (Φ) and has a different amplitude than I0. An expression analogous to Ohm's Law allows us to calculate the impedance of the system as: The impedance is therefore expressed in terms of a magnitude, Zo, and a phase shift, Φ. Remember
  • 12. With Eulers relationship, Where ϕ is real number and j is imaginary unit. it is possible to express the impedance as a complex function. The potential is described as, and the current response as, The impedance is then represented as a complex number,
  • 13. EIS data may be presented as a Bode Plot or a Complex Plane (Nyquist) Plot 2.20 2.40 2.60 2.80 3.00 3.20 3.40 3.60 -3.00 -2.00 -1.00 0.00 1.00 2.00 3.00 4.00 5.00 6.00 Log Freq (Hz) Log Modulus (Ohm) -70.00 -60.00 -50.00 -40.00 -30.00 -20.00 -10.00 0.00 10.00 Phase (Degree) -2.00E+02 3.00E+02 8.00E+02 1.30E+03 1.80E+03 2.30E+03 0.00E+00 5.00E+02 1.00E+03 1.50E+03 2.00E+03 2.50E+03 3.00E+03 3.50E+03 Real (Ohm) -Imag (Ohm) Bode Plot Nyquist Plot Representations of EIS
  • 14. Nyquist Plot ZIm ZRe  = 1/RctCd Kinetic control Mass-transfer control ZIm ZRe RW RW + Rct If system is kinetically slow, large Rct and only limited f region where mass transfer significant. If Rct v. small then the system iskinetically facile  = 1/RctCd ZIm ZRe RW RW + Rct
  • 15. Bode plots 0 10 20 30 40 50 60 70 80 90 100 -3 -2 -1 0 1 2 3 4 5 6 7 f log f -2 -1 0 1 2 3 -3 -2 -1 0 1 2 3 4 5 6 7 log|Z| log f
  • 16. Bode Plot • Individual charge transfer processes are resolvable. • Frequency is explicit. • Small impedances in presence of large impedances can be identified easily. Nyquist Plot • Individual charge transfer processes are resolvable. • Frequency is not obvious. • Small impedances can be swamped by large impedances. Nyquist vs. Bode Plot
  • 17. Analyzing EIS: Modeling • Electrochemical cells can be modeled as a network of passive electrical circuit elements. • A network is called an “equivalent circuit”. • The EIS response of an equivalent circuit can be calculated and compared to the actual EIS response of the electrochemical cell.
  • 18. Frequency Response of Electrical Circuit Elements Resistor Capacitor Inductor Z = R (Ohms) Z = -j/C (Farads) Z = jL (Henrys) 0° Phase Shift -90° Phase Shift 90° Phase Shift • j = -1 •  = 2pf radians/s, f = frequency (Hz or cycles/s) • A real response is in-phase (0°) with the excitation. An imaginary response is ±90° out-of-phase.
  • 19. Electrochemistry as a Circuit • Double Layer Capacitance • Electron Transfer Resistance • Uncompensated (electrolyte) Resistance Randles Cell (Simplified)
  • 20. Bode Plot 2.20 2.40 2.60 2.80 3.00 3.20 3.40 3.60 -3.00 -2.00 -1.00 0.00 1.00 2.00 3.00 4.00 5.00 6.00 Log Freq (Hz) Log Modulus (Ohm) -70.00 -60.00 -50.00 -40.00 -30.00 -20.00 -10.00 0.00 10.00 Phase (Degree) Phase Angle Impedance Ru Ru + Rp RU RP CDL
  • 21. Complex Plane (Nyquist) Plot -2.00E+02 3.00E+02 8.00E+02 1.30E+03 1.80E+03 2.30E+03 0.00E+00 5.00E+02 1.00E+03 1.50E+03 2.00E+03 2.50E+03 3.00E+03 3.50E+03 Real (Ohm) -Imag (Ohm) Ru Ru + Rp High Freq Low Freq RU RP CDL
  • 22. Nyquist Plot with Fit -2.00E+02 3.00E+02 8.00E+02 1.30E+03 1.80E+03 2.30E+03 0.00E+00 5.00E+02 1.00E+03 1.50E+03 2.00E+03 2.50E+03 3.00E+03 3.50E+03 Real (Ohm) -Imag (Ohm) Results Rp = 3.019E+03 ± 1.2E+01 Ru = 1.995E+02 ± 1.1E+00 Cdl = 9.61E-07 ± 7E-09
  • 23. Other Modeling Elements • Warburg Impedance: General impedance which represents a resistance to mass transfer, i.e., diffusion control. A Warburg typically exhibits a 45° phase shift. • Constant Phase Element: A very general element used to model “imperfect” capacitors. CPE’s normally exhibit a 80-90° phase shift.
  • 24. EIS Modeling • Complex systems may require complex models. • Each element in the equivalent circuit should correspond to some specific activity in the electrochemical cell. • It is not acceptable to simply add elements until a good fit is obtained. • Use the simplest model that fits the data.
  • 25. Electrolyte Resistance • Solution resistance is often a significant factor in the impedance of an electrochemical cell. A modern three electrode potentiostat compensates for the solution resistance between the counter and reference electrodes. However, any solution resistance between the reference electrode and the working electrode must be considered when you model your cell. • The resistance of an ionic solution depends on the ionic concentration, type of ions, temperature, and the geometry of the area in which current is carried. In a bounded area with area, A, and length, l, carrying a uniform current, the resistance is defined as, • ρ is the solution resistivity. The reciprocal of ρ (κ) is more commonly used. κ is called the conductivity of the solution and its relationship with solution resistance is: Parameters measured by EIS • Unfortunately, most electrochemical cells do not have uniform current distribution through a definite electrolyte area. Therefore, calculating the solution resistance from the solution conductivity will not be accurate. Solution resistance is often calculated from the EIS spectra.
  • 26. Double Layer Capacitance • An electrical double layer exists on the interface between an electrode and its surrounding electrolyte. • This double layer is formed as ions from the solution adsorb onto the electrode surface. The charged electrode is separated from the charged ions by an insulating space, often on the order of angstroms. • Charges separated by an insulator form a capacitor so a bare metal immersed in an electrolyte will be have like a capacitor. • You can estimate that there will be 20 to 60 μF of capacitance for every 1 cm2 of electrode area though the value of the double layer capacitance depends on many variables. Electrode potential, temperature, ionic concentrations, types of ions, oxide layers, electrode roughness, impurity adsorption, etc. are all factors. XC = 1/C XC = 1/2πfC XC is the capacitor impedance
  • 27. Parameters measured by EIS Charge Transfer Resistance Resistance in this example is formed by a single, kinetically-controlled electrochemical reaction. In this case we do not have a mixed potential, but rather a single reaction at equilibrium. Consider the following reversible reaction • This charge transfer reaction has a certain speed. The speed depends on the kind of reaction, the temperature, the concentration of the reaction products and the potential.
  • 28. i0 = exchange current density CO = concentration of oxidant at the electrode surface CO* = concentration of oxidant in the bulk CR = concentration of reductant at the electrode surface η = overpotential F = Faradays constant T = temperature R = gas constant a = reaction order n = number of electrons involved The general relation between the potential and the current (which is directly related with the amount of electrons and so the charge transfer via Faradays law) is: with,
  • 29. • When the concentration in the bulk is the same as at the electrode surface, CO=CO* and CR=CR*. This simplifies the previous equation into: • This equation is called the Butler-Volmer equation. It is applicable when the polarization depends only on the charge-transfer kinetics. • Stirring the solution to minimize the diffusion layer thickness can help minimize concentration polarization. • When the overpotential, η, is very small and the electrochemical system is at equilibrium, the expression for the charge-transfer resistance changes to: • From this equation the exchange current density can be calculated when Rct is known.
  • 30. Real systems: EIS Study electrochemical behavior of catalysts for fuel cells J. Fuel Cell Sci. Technol 11(5), 051004 (Jun 10, 2014) What do you understand from the study of the Pd/c catalyst stability above
  • 31. Electrochemical Capacitors What you may understand from the two figures Maher F. El-Kady et al. Science 2012;335:1326-1330
  • 32. Developing biosensors Anal. Chem. 2008, 80, 2133 - 2140 Which is the highest conc of standard and why?
  • 33. EIS Instrumentation • Potentiostat/Galvanostat • Sine wave generator • Time synchronization (phase locking) • All-in-ones, Portable & Floating Systems Things to be aware of… • Software – Control & Analysis • Accuracy • Performance limitations
  • 34. EIS Take Home • EIS is a versatile technique – Non-destructive – High information content • Running EIS is easy • EIS modeling analysis is very powerful – Simplest working model is best – Complex system analysis is possible.
  • 35. References for EIS • http://www.gamry.com/application-notes/EIS/basics-of- electrochemical-impedance-spectroscopy/ • Electrochemical Impedance and Noise, R. Cottis and S. Turgoose, NACE International, 1999. ISBN 1-57590-093-9. An excellent tutorial that is highly recommended. • Electrochemical Techniques in Corrosion Engineering, 1986, NACE International Proceedings from a Symposium held in 1986. 36 papers. Covers the basics of the various electrochemical techniques and a wide variety of papers on the application of these techniques. Includes impedance spectroscopy. • Electrochemical Impedance: Analysis and Interpretation, STP 1188, Edited by Scully, Silverman, and Kendig, ASTM, ISBN 0- 8031-1861-9. 26 papers covering modeling, corrosion, inhibitors, soil, concrete, and coatings. • EIS Primer, Gamry Instruments website, www.gamry.com