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Toolbox 7: Economic Feasibility Assessment Methods
Dr. John C. Wright

MIT - PSFC

05 OCT 2010
Introduction
We have a working definition of sustainability
We need a consistent way to calculate energy costs
This helps to make fair comparisons
Good news: most energy costs are quantifiable
Bad news: lots of uncertainties in the input data
Interest rates over the next 40 years
Cost of natural gas over the next 40 years
Will there be a carbon tax?

Today’’s main focus is on economics
Goal: Show how to calculate the cost of energy in
cents/kWhr for any given option
Discuss briefly the importance of energy gain
3
Basic Economic Concepts
Use a simplified analysis
Discuss return on investment and
inflation
Discuss net present value
Discuss levelized cost
4
The Value of Money
The value of money changes with time
40 years ago a car cost $2,500
Today a similar car may cost $25,000
A key question –– How much is a dollar n years
from now worth to you today?
To answer this we need to take into account
Potential from investment income while
waiting
Inflation while waiting

5
Present Value
Should we invest in a power plant?
What is total outflow of cash during the plant
lifetime?
What is the total revenue income during the
plant lifetime
Take into account inflation
Take into account rate of return
Convert these into today’’s dollars
Calculate the ““present value”” of cash outflow
Calculate the ““present value”” of revenue
6
Net Present Value
Present value of cash outflow: PVcost
Present value of revenue: PVrev
Net present value is the difference

NPV = PVrev –– PVcost
For an investment to make sense

NPV > 0
7
Present Value of Cash Flow
$100 today is worth $100 today –– obvious
How much is $100 in 1 year worth to you today?
Say you start off today with $Pi
Invest it at a yearly rate of iR%=10%
One year from now you have $(1+ iR)Pi=$1.1Pi
Set this equal to $100
Then

$100
$100
=
= $90.91
Pi =
1 + iR
1.1
This is the present value of $100 a year from now
8
Generalize to n years
$P n years from now has a present value to
you today of

P
PV (P ) =
n
1 + iR )
(
This is true if you are spending $P n years from
now
This is true for revenue $P you receive n years
from now
Caution: Take taxes into account iR=(1-iTax)iTot
9
The Effects of Inflation
Assume you buy equipment n years from now that costs
$Pn
Its present value is

PV (Pn ) =

Pn
n
(1 + iR )

However, because of inflation the future cost of the
equipment is higher than today’’s price
If iI is the inflation rate then
n

Pn = (1 + iI ) Pi
10
The Bottom Line
Include return on investment and inflation
$Pi n years from now has a present value to
you today of

1 + iI
PV =
1 + iR

n

Pi

Clearly for an investment to make sense

iR > iI
11
Costing a New Nuclear Power Plant
Use NPV to cost a new nuclear power plant
Goal: Determine the price of electricity that
Sets the NPV = 0
Gives investors a good return
The answer will have the units cents/kWhr

12
Cost Components
The cost is divided into 3 main parts

Total = Capital + O&M + Fuel
Capital: Calculated in terms of hypothetical
““overnight cost””
O&M: Operation and maintenance
Fuel: Uranium delivered to your door
““Busbar”” costs: Costs at the plant
No transmission and distribution costs
13
Key Input Parameters
Plant produces Pe = 1 GWe
Takes TC = 5 years to build
Operates for TP = 40 years
Inflation rate iI = 3%
Desired return on investment iR = 12%

14
Capital Cost
Start of project: Now = 2000

year n = 0

Overnight cost: Pover = $2500M
No revenue during construction
Money invested at iR = 12%
Optimistic but simple
Cost inflates by iI = 3% per year

15
Construction Cost Table
Year

Construction
Dollars

Present
Value

2000

500 M

500 M

2001

515 M

460 M

2002

530 M

423 M

2003

546 M

389 M

2004

563 M

358 M
16
Mathematical Formula
Table results can be written as
PVCAP

Pover
=
TC

Tc -1
n=0

1 + iI
1 + iR

n

Sum the series
PVCAP

TC
1
Pover
=
= $2129M
1
TC
1 + iI
=
= 0.9196
1 + iR

17
Operations and Maintenance
O&M covers many ongoing expenses
Salaries of workers
Insurance costs
Replacement of equipment
Repair of equipment
Does not include fuel costs

18
Operating and Maintenance Costs
O&M costs are calculated similar to capital cost
One wrinkle: Costs do not occur until operation
starts in 2005
Nuclear plant data shows that O&M costs in
2000 are about

POM = $95M / yr
O&M work the same every year

19
Formula for O&M Costs
During any given year the PV of the O&M costs
are
n
1 + iI
(n )
PVOM = POM
1 + iR
The PV of the total O&M costs are
PVOM =

TC +TP -1

(n
PVOM)

n=TC

= POM

TC +TP 1
n =TC

= POM

TC

1 + iI
1 + iR
1
1

TP

n

= $750M
20
Fuel Costs
Cost of reactor ready fuel in 2000 K F = $2000 / kg
Plant capacity factor fc = 0.85
Thermal conversion efficiency = 0.33
Thermal energy per year
Wth =

fcPeT

=

(0.85)(106 kWe ) (8760hr )
(0.33)

= 2.26 × 1010 kWhr

6
Fuel burn rate B = 1.08 × 10 kWhr /kg
Yearly mass consumption

Wth
MF =
= 2.09 × 104 kg
B
21
Fuel Formula
Yearly cost of fuel in 2000

PF = K F M F = $41.8M / yr
PV of total fuel costs
PVF = PF

TC

1
1

TP

= $330M

22
Revenue
Revenue also starts when the plant begins
operation
Assume a return of iR = 12%
Denote the cost of electricity in 2000 by COE
measured in cents/kWhr
Each year a 1GWe plant produces
We = Wth = 74.6 × 108 kWhr
23
Formula for Revenue
The equivalent sales revenue in 2000 is
PR =

(COE )(We ) (COE ) fcPeT
=
= ($74.6M ) ×COE
100
100

The PV of the total revenue
PVR = PR

TC

1
1

TP

= $(74.6M ) (COE )

TC

1
1

TP

24
Balance the Costs
Balance the costs by setting NPV = 0

PVR = PVcons + PVOM + PVF
This gives an equation for the required COE
100 Pover 1 1
COE =
fcPeT TC TC 1
=

3.61

TC
TP

+ POM + PF

+ 1.27 + 0.56

=

5.4 cents /kWhr

25
Potential Pitfalls and Errors
Preceding analysis shows method
Preceding analysis highly simplified
Some other effects not accounted for
Fuel escalation due to scarcity
A carbon tax
Subsidies (e.g. wind receives 1.5
cents/kWhr)
26
More
More effects not accounted for
Tax implications –– income tax, depreciation
Site issues –– transmission and distribution
costs
Cost uncertainties –– interest, inflation rates
O&M uncertainties –– mandated new
equipment
Decommissioning costs
By-product credits –– heat
Different fc –– base load or peak load?
27
Economy of Scale
An important effect not included
Can be quantified
Basic idea –– ““bigger is better””
Experience has shown that
C cap C ref Pref
=
Pe
Pref Pe

Typically

1/ 3

28
Why?
Consider a spherical tank
Cost
Power

Material

Surface area: C

(4 / 3) R 3

Volume: P

COE scaling:

C /P

4 R2

1/R

1 / P 1/ 3

Conclusion:

C cap
Pe
=
C ref
Pref

1

This leads to plants with large output power
29
The Learning Curve
Another effect not included
The idea –– build a large number of identical units
Later units will be cheaper than initial units
Why? Experience + improved construction
Empirical evidence –– cost of nth unit

C n = C 1n
ln f
ln 2
f = improvement factor / unit: f

0.85

= 0.23
30
An example –– Size vs. Learning
Build a lot of small solar cells (learning curve)?
Or fewer larger solar cells (economy of scale)?
Produce a total power Pe with N units
Power per unit: pe = Pe/N
Cost of the first unit with respect to a known reference

C 1 = C ref

p
pref

1

= C ref

N ref
N

1

31
Example –– cont.
Cost of the nth unit

C n = C 1n

N ref
N

= C ref

1

n

Total capital cost: sum over separate units
C cap =

N

C n = C ref

n =1
1
C ref N ref
=
N
1

N ref
N

1

N

n
n =1

C ref

N ref
N

1

N
1

n dn

N

>
If
we want a few large units
It’’s a close call –– need a much more accurate calculation
32
Dealing With Uncertainty
Accurate input data
Uncertain data
Risk

accurate COE estimate

error bars on COE

size of error bars

Quantify risk

calculate COE ± standard deviation

Several ways to calculate , the standard deviatiation
Analytic method
Monte Carlo method
Fault tree method

We focus on analytic method
33
The Basic Goal
Assume uncertainties in multiple pieces of data
Goal: Calculate

for the overall COE including

all uncertainties
Plan:
Calculate

for a single uncertainty

Calculate

for multiple uncertainties

34
The Probability Distribution
Function
Assume we estimate the most likely cost for a given COE
contribution.
E.g. we expect the COE for fuel to cost C = 1 cent/kWhr
Assume there is a bell shaped curve around this value
The width of the curve measures the uncertainty
This curve P(C) is the probability distribution function
It is normalized so that its area is equal to unity

0

P (C )dC = 1

The probability is 1 that the fuel will cost something
35
The Average Value
The average value of the cost is just

C =

CP (C )dC

0

The normalized standard deviation is defined by
1/ 2
2
1
=
(C C ) P (C )dC
0
C
A Gaussian distribution is a good model for P(C)

P (C ) =

2

1
1/ 2

(2 )

C

exp

(C C )
2
2( C )

36
Uncertainties

Multiple Uncertainties
Assume we know C and σ for each uncertain cost.
The values of C are what we used to determine COE.
Specifically the total average cost is the sum of the separate costs:


C Tot =
Cj Pj (Cj )dCj =
Cj.
j

The total standard deviation is the root of quadratic sum of the
separate contributions (assuming independence of the Cj ) again
normalized to the mean:

2
j (C j σj )
σTot =

j Cj
37

SE T-6 Economic Assessment
Uncertainties

Nuclear Power

An Example
Example


We need weighting - why?
Low cost entities with a large standard deviation do not have much
effect of the total deviation
Consider the following example
Ccap = 3.61, σc = 0.1
COM = 1.27, σOM = 0.15
Cfuel = 0.56, σf = 0.4

38

SE T-6 Economic Assessment
Uncertainties

Nuclear Power

Example Continued
Continued


The total standard deviation is then given by

(σc C cap )2 + (σOM C OM )2 + (σf C fuel )2
σ=
C cap + C OM + C fuel
√
0.130 + 0.0363 + 0.0502
=
= 0.086
5.4
Large σf has a relatively small effect.
Why is the total uncertainty less than the individual ones?
(Regression to the mean)

39

SE T-6 Economic Assessment
MIT OpenCourseWare
http://ocw.mit.edu

22.081J / 2.650J / 10.291J / 1.818J / 2.65J / 10.391J / 11.371J / 22.811J / ESD.166J
Introduction to Sustainable Energy
Fall 2010

For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms.

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Project management techniques

  • 1. Toolbox 7: Economic Feasibility Assessment Methods Dr. John C. Wright MIT - PSFC 05 OCT 2010
  • 2. Introduction We have a working definition of sustainability We need a consistent way to calculate energy costs This helps to make fair comparisons Good news: most energy costs are quantifiable Bad news: lots of uncertainties in the input data Interest rates over the next 40 years Cost of natural gas over the next 40 years Will there be a carbon tax? Today’’s main focus is on economics Goal: Show how to calculate the cost of energy in cents/kWhr for any given option Discuss briefly the importance of energy gain 3
  • 3. Basic Economic Concepts Use a simplified analysis Discuss return on investment and inflation Discuss net present value Discuss levelized cost 4
  • 4. The Value of Money The value of money changes with time 40 years ago a car cost $2,500 Today a similar car may cost $25,000 A key question –– How much is a dollar n years from now worth to you today? To answer this we need to take into account Potential from investment income while waiting Inflation while waiting 5
  • 5. Present Value Should we invest in a power plant? What is total outflow of cash during the plant lifetime? What is the total revenue income during the plant lifetime Take into account inflation Take into account rate of return Convert these into today’’s dollars Calculate the ““present value”” of cash outflow Calculate the ““present value”” of revenue 6
  • 6. Net Present Value Present value of cash outflow: PVcost Present value of revenue: PVrev Net present value is the difference NPV = PVrev –– PVcost For an investment to make sense NPV > 0 7
  • 7. Present Value of Cash Flow $100 today is worth $100 today –– obvious How much is $100 in 1 year worth to you today? Say you start off today with $Pi Invest it at a yearly rate of iR%=10% One year from now you have $(1+ iR)Pi=$1.1Pi Set this equal to $100 Then $100 $100 = = $90.91 Pi = 1 + iR 1.1 This is the present value of $100 a year from now 8
  • 8. Generalize to n years $P n years from now has a present value to you today of P PV (P ) = n 1 + iR ) ( This is true if you are spending $P n years from now This is true for revenue $P you receive n years from now Caution: Take taxes into account iR=(1-iTax)iTot 9
  • 9. The Effects of Inflation Assume you buy equipment n years from now that costs $Pn Its present value is PV (Pn ) = Pn n (1 + iR ) However, because of inflation the future cost of the equipment is higher than today’’s price If iI is the inflation rate then n Pn = (1 + iI ) Pi 10
  • 10. The Bottom Line Include return on investment and inflation $Pi n years from now has a present value to you today of 1 + iI PV = 1 + iR n Pi Clearly for an investment to make sense iR > iI 11
  • 11. Costing a New Nuclear Power Plant Use NPV to cost a new nuclear power plant Goal: Determine the price of electricity that Sets the NPV = 0 Gives investors a good return The answer will have the units cents/kWhr 12
  • 12. Cost Components The cost is divided into 3 main parts Total = Capital + O&M + Fuel Capital: Calculated in terms of hypothetical ““overnight cost”” O&M: Operation and maintenance Fuel: Uranium delivered to your door ““Busbar”” costs: Costs at the plant No transmission and distribution costs 13
  • 13. Key Input Parameters Plant produces Pe = 1 GWe Takes TC = 5 years to build Operates for TP = 40 years Inflation rate iI = 3% Desired return on investment iR = 12% 14
  • 14. Capital Cost Start of project: Now = 2000 year n = 0 Overnight cost: Pover = $2500M No revenue during construction Money invested at iR = 12% Optimistic but simple Cost inflates by iI = 3% per year 15
  • 15. Construction Cost Table Year Construction Dollars Present Value 2000 500 M 500 M 2001 515 M 460 M 2002 530 M 423 M 2003 546 M 389 M 2004 563 M 358 M 16
  • 16. Mathematical Formula Table results can be written as PVCAP Pover = TC Tc -1 n=0 1 + iI 1 + iR n Sum the series PVCAP TC 1 Pover = = $2129M 1 TC 1 + iI = = 0.9196 1 + iR 17
  • 17. Operations and Maintenance O&M covers many ongoing expenses Salaries of workers Insurance costs Replacement of equipment Repair of equipment Does not include fuel costs 18
  • 18. Operating and Maintenance Costs O&M costs are calculated similar to capital cost One wrinkle: Costs do not occur until operation starts in 2005 Nuclear plant data shows that O&M costs in 2000 are about POM = $95M / yr O&M work the same every year 19
  • 19. Formula for O&M Costs During any given year the PV of the O&M costs are n 1 + iI (n ) PVOM = POM 1 + iR The PV of the total O&M costs are PVOM = TC +TP -1 (n PVOM) n=TC = POM TC +TP 1 n =TC = POM TC 1 + iI 1 + iR 1 1 TP n = $750M 20
  • 20. Fuel Costs Cost of reactor ready fuel in 2000 K F = $2000 / kg Plant capacity factor fc = 0.85 Thermal conversion efficiency = 0.33 Thermal energy per year Wth = fcPeT = (0.85)(106 kWe ) (8760hr ) (0.33) = 2.26 × 1010 kWhr 6 Fuel burn rate B = 1.08 × 10 kWhr /kg Yearly mass consumption Wth MF = = 2.09 × 104 kg B 21
  • 21. Fuel Formula Yearly cost of fuel in 2000 PF = K F M F = $41.8M / yr PV of total fuel costs PVF = PF TC 1 1 TP = $330M 22
  • 22. Revenue Revenue also starts when the plant begins operation Assume a return of iR = 12% Denote the cost of electricity in 2000 by COE measured in cents/kWhr Each year a 1GWe plant produces We = Wth = 74.6 × 108 kWhr 23
  • 23. Formula for Revenue The equivalent sales revenue in 2000 is PR = (COE )(We ) (COE ) fcPeT = = ($74.6M ) ×COE 100 100 The PV of the total revenue PVR = PR TC 1 1 TP = $(74.6M ) (COE ) TC 1 1 TP 24
  • 24. Balance the Costs Balance the costs by setting NPV = 0 PVR = PVcons + PVOM + PVF This gives an equation for the required COE 100 Pover 1 1 COE = fcPeT TC TC 1 = 3.61 TC TP + POM + PF + 1.27 + 0.56 = 5.4 cents /kWhr 25
  • 25. Potential Pitfalls and Errors Preceding analysis shows method Preceding analysis highly simplified Some other effects not accounted for Fuel escalation due to scarcity A carbon tax Subsidies (e.g. wind receives 1.5 cents/kWhr) 26
  • 26. More More effects not accounted for Tax implications –– income tax, depreciation Site issues –– transmission and distribution costs Cost uncertainties –– interest, inflation rates O&M uncertainties –– mandated new equipment Decommissioning costs By-product credits –– heat Different fc –– base load or peak load? 27
  • 27. Economy of Scale An important effect not included Can be quantified Basic idea –– ““bigger is better”” Experience has shown that C cap C ref Pref = Pe Pref Pe Typically 1/ 3 28
  • 28. Why? Consider a spherical tank Cost Power Material Surface area: C (4 / 3) R 3 Volume: P COE scaling: C /P 4 R2 1/R 1 / P 1/ 3 Conclusion: C cap Pe = C ref Pref 1 This leads to plants with large output power 29
  • 29. The Learning Curve Another effect not included The idea –– build a large number of identical units Later units will be cheaper than initial units Why? Experience + improved construction Empirical evidence –– cost of nth unit C n = C 1n ln f ln 2 f = improvement factor / unit: f 0.85 = 0.23 30
  • 30. An example –– Size vs. Learning Build a lot of small solar cells (learning curve)? Or fewer larger solar cells (economy of scale)? Produce a total power Pe with N units Power per unit: pe = Pe/N Cost of the first unit with respect to a known reference C 1 = C ref p pref 1 = C ref N ref N 1 31
  • 31. Example –– cont. Cost of the nth unit C n = C 1n N ref N = C ref 1 n Total capital cost: sum over separate units C cap = N C n = C ref n =1 1 C ref N ref = N 1 N ref N 1 N n n =1 C ref N ref N 1 N 1 n dn N > If we want a few large units It’’s a close call –– need a much more accurate calculation 32
  • 32. Dealing With Uncertainty Accurate input data Uncertain data Risk accurate COE estimate error bars on COE size of error bars Quantify risk calculate COE ± standard deviation Several ways to calculate , the standard deviatiation Analytic method Monte Carlo method Fault tree method We focus on analytic method 33
  • 33. The Basic Goal Assume uncertainties in multiple pieces of data Goal: Calculate for the overall COE including all uncertainties Plan: Calculate for a single uncertainty Calculate for multiple uncertainties 34
  • 34. The Probability Distribution Function Assume we estimate the most likely cost for a given COE contribution. E.g. we expect the COE for fuel to cost C = 1 cent/kWhr Assume there is a bell shaped curve around this value The width of the curve measures the uncertainty This curve P(C) is the probability distribution function It is normalized so that its area is equal to unity 0 P (C )dC = 1 The probability is 1 that the fuel will cost something 35
  • 35. The Average Value The average value of the cost is just C = CP (C )dC 0 The normalized standard deviation is defined by 1/ 2 2 1 = (C C ) P (C )dC 0 C A Gaussian distribution is a good model for P(C) P (C ) = 2 1 1/ 2 (2 ) C exp (C C ) 2 2( C ) 36
  • 36. Uncertainties Multiple Uncertainties Assume we know C and σ for each uncertain cost. The values of C are what we used to determine COE. Specifically the total average cost is the sum of the separate costs: C Tot = Cj Pj (Cj )dCj = Cj. j The total standard deviation is the root of quadratic sum of the separate contributions (assuming independence of the Cj ) again normalized to the mean: 2 j (C j σj ) σTot = j Cj 37 SE T-6 Economic Assessment
  • 37. Uncertainties Nuclear Power An Example Example We need weighting - why? Low cost entities with a large standard deviation do not have much effect of the total deviation Consider the following example Ccap = 3.61, σc = 0.1 COM = 1.27, σOM = 0.15 Cfuel = 0.56, σf = 0.4 38 SE T-6 Economic Assessment
  • 38. Uncertainties Nuclear Power Example Continued Continued The total standard deviation is then given by (σc C cap )2 + (σOM C OM )2 + (σf C fuel )2 σ= C cap + C OM + C fuel √ 0.130 + 0.0363 + 0.0502 = = 0.086 5.4 Large σf has a relatively small effect. Why is the total uncertainty less than the individual ones? (Regression to the mean) 39 SE T-6 Economic Assessment
  • 39. MIT OpenCourseWare http://ocw.mit.edu 22.081J / 2.650J / 10.291J / 1.818J / 2.65J / 10.391J / 11.371J / 22.811J / ESD.166J Introduction to Sustainable Energy Fall 2010 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms.