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IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 392
AN APPROACH TO EVALUATE THE HEAT EXCHANGER RETROFIT
FOR INSTALLED INDUSTRIAL GAS TURBINES: PART II –
ECONOMIC EVALUATION
Waleed Al-Busaidi1
, Pericles Pilidis2
1
Researcher in Cranfield University;School of Aerospace, Transport and Manufacturing; Bedfordshire; UK
2
Head of Propulsion Engineering Centre, Cranfield University, Bedfordshire, UK
Abstract
This is part 2 of the conducted study to develop a new systematic method to evaluate the heat exchanger retrofit on existing
industrial gas turbines. A new approach has been introduced and validated in the first part comparing with the measured data.
This method was used to optimize the obtained cycle performance characteristics and the generated heat exchanger design
options based on technical prospective to attain the highest possible improvement on the simple cycle performance. However, it is
essential to consider the economic viability of using the recuperative cycle which will be investigated in thispaper. Although that
there are several tools which can be used to achieve that objective, this study uses the Net Present Value (NPV) method due to its
simplicity and accuracy. The established technique has been applied for the same described gas turbine cycles in the previous
part. Based on the stated assumptions, it was found that by applying the recuperation in the first engine,W6BRC, and at full load
and 100% utilization factor conditions, the payback period has increased by one year by applying over that of simple cycle.
Moreover, at the end of the project life, the recuperative cycle of this engine is expected to achieve an increase of $11M in the
NPV over that of simple cycle. This difference between the two cycles becomes greater in the case of the second engine, W7FA,
which is ranging between $33.9M and $46.8M.However, the drop in the availability of the overall recuperative gas turbine by
about 18% over the simple cycle gas turbine causes the NPV of both cycles to be equal. Moreover, this paper includes a sensitivity
study to investigate the effects of utilization factor and recuperator effectiveness and pressure drop on the cumulative discounted
cash flow.
KeyWords:new systematic method,economic viability, Net Present Value, utilization factor,availability
--------------------------------------------------------------------***----------------------------------------------------------------------
1. INTRODUCTION
The recuperation is considered as one alternative to improve
the low thermal efficiency of the simple gas turbine cycle
due to the reduction in the fuel consumption per kW. That
can be achieved by using the exhausted turbine gas to heat
up the compressor discharge air which results in higher
combustor entry temperature. However, this reduction in the
burning fuel should be balanced with the rise in the capital
cost of the recuperative cycle. Cai Ruixian [1]
recommended using a parameter-average heat transfer
temperature difference criterion in the recuperator instead of
the recuperator effectiveness. The conducted analyses by
R.Cai [2] neglected the variation ofpressure drop with
average heat transfer temperature which can yield to high
uncertainty when large recuperators are used.
The developed approach part 1 consists of three main steps
in order to achieve the greatest possible enhancement in the
existing cycle performance as shown in figure 1. The
performance of the existing gas turbine models is simulated
at the beginning to ensure the appropriate engine selection
among the operating units.In order to achieve that, three
basic criteria have been used which are: temperature
difference between the compressor discharge (CDT) and
turbine exhaust gas (EGT), available installation space and
initial thermal efficiency.
Figure 1: Developed Approach Description
One of the unique features of the new method is the fact that
it can be used to generate different heat exchanger designs
as a function of the flow velocity in the recuperator sides
only. This becomes more useful to evaluate the suitable heat
exchanger characteristics according to the obtained overall
cycle performance parameters. Finally, an economic
analysis is conducted to assess the heat exchanger design
alternatives based on the economic prospective.
IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 393
There are different tools in the literature which can be used
to assess the economic feasibility of this kind of upgrade [3].
However, one of the accurate economic measures is the Net
Present Value (NPV) which will be described in this section.
This method is based on one of the fundamentals in the
finance. This principle is in a simple way stated that the
money received today worth a higher value than the money
received in the future. The main reasons behind that can be
stated as following [4]:
 The money received today can be invested to earn
interest which is expected to achieve a higher return.
 The future incomes are affected by inflation so the
purchasing power is expected to be lower.
 The existence of risk in the future.
In this method, the money received in the future (C) is
multiplied by the discounted factor (DF) to convert it into a
value of today (PV) [5]. The discounted factor is fluctuated
between 0 and 1 so that the value of the received money in
the future worth less in the present time.
𝑃𝑉 = 𝐷𝐹𝑖 × 𝐶𝑖 =
𝐶𝑖
1 + 𝑟𝑖
𝑛 𝑖
(1)
Where: 𝑟𝑖is the interest rate (rate of return) at 𝑡𝑖years
Moreover, the net present value (NPV) can be calculated by
adding the present value (PV) of each year to the initial cash
flow [6].
𝑁𝑃𝑉 = (𝐷𝐹𝑖 × 𝐶𝑖)
𝑛
𝑖=1
(2)
Where: n is the project life in years.
Based on this method, the cycle NPV has to be positive to
be considered economically as profitable project.
Furthermore, when the cumulative discounted cash flow
reached to zero, it is considered as a breakeven point in
which the future income is equal to the initial investment.
2. ECONOMIC ANALYSIS APPROACH
The obtained cycle performance parameters in the first part
will be used to assess the economic viability of for both
simple and recuperative cycles. Besides, the derived
alternatives of heat exchanger design will be compared to
define the optimum recuperator characteristics for higher
economic value.
2.1 Estimation Of Gas Turbine And Recuperator Capital
Cost
The capital cost is including the gas turbine and recuperator
costs which are independent of the plant operation.
However, the other equipment cost and the installation cost
will not be considered in this study since they are common
in both cycles. The main performance parameters of the
evaluated gas turbine engines are shown in table 1.
Table 1: Design Point Parameters of Simple and
Recuperative Cycles at ISO Conditions
Parameter
W6B W7FA
SC RC SC RC
Fuel Flow (kg/s) 2.99 2.3567 10.5478 8.499
Power Output
(MW)
42.1 40.766 167.8 160.878
Thermal
Efficiency (%)
32.64 40.11 36.89 43.89
There are two approaches to estimate the gas turbine cost.
The first method is based on the rated power output which
has non-linear relationship with the price per kW as
illustrated in figure 2.
Figure 2: Gas Turbine Price per kW [8]
Ameri et al. [7] introduced another way by estimating the
cost of each single component of gas turbine as
demonstrated in table 2 including: compressor, combustor
and turbine. For the purpose of comparison between the two
gas turbines cycles, the first approach will be used in this
study. From figure 2, the rates of 331.6$/kW and 247.4$/kW
will be used for W6B and W7FA gas turbines respectively.
Table 2: Capital Cost Estimation of Gas Turbine [7]
Since there is no standard approach to estimate the purchase
cost of heat exchangers, the recuperator cost of W6BRC will
be considered as provided by the manufacture ($14M)
which can be used to derive the capital cost of W7FARC
engine's recuperator per heat transfer area unit.However and
since the relationship between the recuperator cost and
effective heat transfer area is not really linear so three cases
will be considered to evaluate the recuperator cost of
W7FARC engine as shown in table 3 .
IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 394
Table 3: EstimatedCapital Costs of Gas Turbine and
Recuperator
Engine
Model
Gas Turbine Cost
($M)
Recuperator Cost ($M)
W6BRC 13.960 14
W7FARC 41.514 Linear 80%L 60%L
32.293 25.834 19.376
The highest capital cost is estimated based on a linear
relationship while the other two cases are based on 20% and
40% lower than the linear value respectively. So, the actual
recuperator capital cost is expected to be in this range.
2.2 Operation and Maintenance Costs Estimations
The Maintenance cost (MC) of simple cycle power plants
varies based on several factors such as: the component life
cycle, mode of operation and capital investment. For
simplicity, the maintenance cost is estimated based on the
power output and running time.
The maintenance cost of the simple cycle gas turbine is
considered to be 0.0028$/kWh based on the recommended
values for such configuration. However, there is no specific
value of the maintenance cost (MC) of the recuperative
cycle. So, the simple approach is used in this study by
considering an additional of 5% and 20% over that of simple
cycle maintenance cost.
One of the operation costs of the plant is the fuel price
which is affected by the calorific value of the fuel.
Moreover, the calorific value of the natural gas varies from
43MJ/kg to 50MJ/kg based on the percentage of methane.
Thus, the economic study is carried using a calorific value
of 43MJ/Kg.
Additionally, the fuel cost is also fluctuated over the years
as a result of many factors. However and in order to make
the economic analysis simple, a constant value of fuel cost
has been used which is 4$/MMBTU (0.163 $/kg).
2.3 Electricity Price Sale
Although a part of the generated electricity is used internally
within the company, the full of power output is assumed to
be sold to the grid. Moreover, the electricity price in reality
is fluctuating based on the operating time and power
demand. Furthermore, the electricity tariff is affected by the
ambient temperature so that the power is sold at a higher
tariff price at high ambient temperatures. However, a
constant value of the electricity price is used in this study
which is 0.06$/kWh and it can be considered as an average
value.
3. ECONOMIC ANALYSIS
The conducted economic optimization is based on the
following assumption:
 The discount rate is assumed to be constant and it equals
to 8%
 Since this cycle is expected to operate in harsh
conditions where the average temperature is roughly
29°C. The economic analysis has been carried assuming
a constant ambient temperature (29°C).
 The project life is assumed to be 25 years with a
commissioning period of one year.
 The income and CO2 taxes have not been considered.
However, this value can be subtracted from the yearly
return wealth for necessary.
 The recuperators are assumed to be suitable for outdoor
installation hence no additional cost for the recuperator
building has been considered.
To investigate the economic feasibility of recuperation, both
simple and recuperative cycles are compared economically
based on the previous stated assumptions.Figure 3 illustrates
the cumulative discounted cash flow (DCF) of both simple
and recuperative cycles of W6B engine at full load and
100% utilization factor conditions. It is clearly shown that
during the first eight years, the net present value (NPV) of
simple cycle is higher than that of recuperative cycle as
effect of initial capital cost.
Figure 3: Cumulative DCF of W6B and W6BRC at Full
Load
Figure 4: Cumulative CDF of W6B and W6BRC at 85%FL
The breakeven point of the simple cycle occurs at the fourth
year while it occurs at the fifth year in the case of
recuperative cycle. However, this extend in the payback
period of the recuperative cycle has to be considered in
terms of the gas turbine availability which strongly
influenced by the downtime. Moreover, the effect of
maintenance cost is not significant comparing with the
power revenue and fuel cost. However, at the end of the
project period, the NPV of the simple cycle reached to
IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 395
$33.8M comparing with $44.796M and $44.77M of
recuperative cycle at 5% and 30% increase in the
maintenance cost respectively.
Looking to figure 4 and at 85% of the full load capability,
the payback period of W6BRC has increased to six years.
Furthermore, the cumulative DCF of recuperative cycle is
taking about 11 years to increase over that of simple cycle.
Besides, the expected increase in the NPV of the
recuperative cycle at the end of the project life is
approximately $7.23M
Moving to W7FA engine, figure 5 and 6 show the
cumulative discounted cash flow of the three cases of capital
cost at full utilization factor. It is clear that the recuperative
cycle in general can recover the higher increase in its capital
cost over that of simple cycle rapidly and in a shorter period
of time.
Figure 5: NPV of W7FA and W7FARC at Full Load and
+5% MC
Figure 6: NPV of W7FA and W7FARC at Full Load and
+30% MC
The breakeven points of both cycles are close to each other
which are approximately at the end of the second year.In the
case of 100% of linear capital cost, the net present value
(NPV) of recuperative cycle will be equal to that of simple
cycle at the sixth year while that happens at the fifth and
fourth year when the recuperator capital cost is less than the
linear value by 20% and 40% respectively.
Looking to the NPV at the end of project life, the
recuperation in the case of linear capital cost is expected to
raise the cumulative discounted cash flow by about $33.9
million over that of simple cycle. This difference is reached
to $46.8 million when the capital cost is considered to be
60% of the linear value which is much greater than that of
W6B engine.This is mainly due to the fact that the
recuperator of W7FARC has been designed with the same
pressure drop as W6BRC recuperator which is relatively
low if it is compared with the power output of W7FARC gas
turbine.
Considering the effect of the maintenance cost, figure 6
demonstrates the net present value at 30% increase in the
maintenance cost of simple cycle. The influence of the
maintenance cost is still insignificant which reduces the net
present value by about 0.04% comparing with the first case.
3.1 Utilization Factor effect
One of the important parameters in such study is the
utilization factor which presents the percentage of the total
running time of the gas turbine. Running the gas turbine at
low utilization factor causes that the gas turbine cycle will
not be able to recover its initial capital cost within the
project life. This will result in negative cumulative
discounted cash flow as shown in figures 7, 8, 9 and 10.
Figure 7 illustrates that at full load condition, the breakeven
utilization factor of W6B is 30% while it increases to 40%
in the case of recuperative cycle.
Figure 7: Effect of Utilization Factor on NPV of W6B and
W6BRC at Full Load
Figure 8:Effect of Utilization Factor on NPV of W7FA and
W7FARC at Full Load and Linear Capital Cost
IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 396
This is expected since the capital cost of recuperative cycle
is relatively higher so a longer running time is required to
recover the initial investment using the generated electricity
revenue. Moreover, investing in recuperation will not
exceed the return wealth of the simple cycle until the gas
turbine is running with at least 55% utilization factor.
However, as the utilization factor increases above that point,
the NPV of the recuperative cycle is increasing significantly.
Moving to figure 8, at full load condition and by
considering the highest possible capital cost of its
recuperator, the breakeven utilization factors of W7FA and
W7FARC are 20% and 25% respectively. These values are
quite lower than that of W6B and W6BRC although that the
capital costs of W7FA and W7FARC are relatively higher.
The main reason behind that is that the thermal efficiencies
and power outputs of W7FA and W7FARC are significantly
greater and that helps to achieve higher revenue in a shorter
running time.
Figure 9: Effect of Utilization Factor on NPV of W7FA and
W7FARC at Full Load and Non-Linear Capital Cost
Figure 10: Effect of Utilization Factor on NPV of W7FA
and W7FARC at Full Load and Non-Linear Capital Cost
Besides, the minimum required utilization factor which
enables the recuperative cycle of W7FA to achieve a higher
cumulative DCF comparing with that of simple cycle is
50%. This value has been shifted to the left side in the case
of non-linear capital cost of W7FARC recuperator as shown
in figures 9 and 10. In the case of 80% and 60% of the linear
capital cost value, running the recuperative gas turbine cycle
during 40% and 30% of the total time respectively will be
enough to achieve the same revenue as the simple cycle.
Moreover, as the running time increases beyond this point,
the recuperative cycle project will be profitable with a
higher return wealth comparing with the simple cycle. For
example and in the case of a recuperator capital cost of 40%
lower than that of the linear value, the difference between
the NPV of recuperative cycle and simple cycle has
increased from approximately $25.953M to $46.753M by
raising the utilization factor from 70% to 100%.
3.2 Recuperator Effectiveness Impact
The influences of effectiveness on the thermal efficiency
and recuperator size have been covered in previous two
chapters. In this section, the impacts of effectiveness on the
net present value (NPV) will be investigated at constant
pressure drop as the design point.
As a result of the increase in recuperator size with the
effectiveness rise, the capital cost of recuperator increases
hence the required time to breakeven point goes up as
shown in figures 11 and 12. Based on figure 11 and at full
load condition and fully utilization factor, the W6BRC
recuperator with 70% effectiveness is expected to achieve
the highest NPV at the end of the project life and in all the
cases of capital and maintenance costs. So, the
recommended recuperator effectiveness which is expected
to achieve a higher return wealth is 70%.
Figure 11: Effect of Effectiveness on NPV of W6BRC at
FL and +30% MC
Another point which has to be considered is the payback
period. It is clearly shown that the payback period in the
case of 70% effectiveness is relatively close to that of the
simple cycle which will help to recover the initial
investment in a shorter period comparing with the original
design effectiveness (83%).
Considering W7FARC recuperator, and in the case of linear
capital cost, designing the recuperator with 70%
effectiveness is expected also to achieve the highest NPV
among the three cases of effectiveness with an increase of
1.1% over the actual design point.
IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 397
Figure 12: Effect of Effectiveness on NPV of W7FARC at
FL and +30% MC
An interesting observation is that at a recuperator capital
cost of 80% and 60% of the total linear value, the
recommended effectiveness in order to achieve the highest
possible profit is 83% which is the same as the design point.
3.3 Influences Of Recuperate Flow Velocity
As was explained in the previous chapter, the flow velocity
reduction has adverse effect on the recuperator size since it
relates to the recuperator effectiveness and pressure drops.
At flow velocity of 30 m/s, the capital cost of recuperative
cycle is lower than that of 5m/s and 15 m/s since the
required recuperator size at 30m/s is smaller as shown in
figures 13 and 14. Moreover, the required time to achieve
the breakeven NPV is increasing as the flow velocity
decreases.
Considering figure 13 and although that the initial capital
cost at 30m/s flow velocity is relatively lower, designing the
W6BRC recuperator with this velocity is not recommended
economically since the recuperation will not be able to
achieve a higher return wealth comparing with that of
simple cycle at the end of project life. This is generally due
to a higher pressure drops at this velocity which cause a
greater reduction in the power output and thermal efficiency.
Figure 13: Effect of Flow Velocity on NPV of W6BRC at
FL and +30% MC
Moreover, the highest net present value in all the capital cost
cases can be achieved by designing the W6BRC recuperator
with a flow velocity of 15m/s. So, selecting a recuperator
with 15m/s flow velocity is expected to achieve a higher
return wealth comparing with the proposed design by the
manufacture (Vc= 3.62m/s &Vh= 20.75m/s) by an increase
ranging between $0.406M to $3.994M. However, the effect
of maintenance cost is can be considered as ainsignificant
comparing with the power revenue and fuel cost.
One issue which should be addressed also is the machine
availability effect. Introducing the heat exchanger in the gas
turbine cycle can lead to reduce the operation availability
due to the components increase. Figure 14 demonstrates the
influence of machine availability on the overall NPV of
recuperative cycle at 30m/s flow velocity.
Figure 14: Effect of Machine Availability on NPV of
W6BRC at Selected Heat Exchanger Design
As the availability of the cycle decreases the NPV value of
the recuperative cycle is getting closer to the simple cycle
value leading to lower economic viability. However, when
the overall availability decreases by around 18% from that
of simple cycle, the predicted cumulative discounted cash
flow of the recuperative cycle matches the value of simple
cycle. Hence, the heat exchanger retrofit process is not
recommended at lower than this percentage.
Similarly and in the case of W7FARC, the recuperator with
a flow velocity of 30m/s is not recommended economically
at all the cases of capital and maintenance costs as shown in
figure 15.
Figure 15: Effect of Flow Velocity on NPV of W7FARC at
FL and +30% MC
IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 398
Additionally, designing the W7FARC recuperator with a
flow velocity of 15m/s is expected to achieve the highest
possible return wealth comparing with other velocities
especially at a linear recuperator capital cost.
In the case of a non-linear recuperator capital cost, investing
on a recuperator with larger size and with a flow velocity of
5m/s has the greatest economic benefit at the end of project
life even that its initial capital cost is the highest. However,
by comparing the achieved NPV at all three cases of flow
velocities with the original design velocity (Vc= 3.83m/s
&Vh= 6.51m/s), the selected recuperator at design point is
expected to achieve the highest return wealth at all cases of
capital and maintenance costs.
4. CONCLUSION
This study introduced a new integrated approach to evaluate
the heat exchanger retrofit on existing industrial gas turbine
based on technical and economic prospective. The economic
viability of recuperation has been assessed using Net Present
Value (NPV) method and with consideration of the derived
heat exchanger design alternatives. A higher cumulative
discounted cash flow was observed with recuperative cycle
with different breakeven time. It was found that at full load
and 100% utilization factor conditions, the NPV of the
simple cycle of the engine W6B reached to $33.8M at the
end of the project life comparing with approximately
$44.8M of the recuperative cycle. However, the difference
between the NPV of recuperative and simple cycles was
greater in the case of W7FA engine which was ranging
between $33.9M and $46.8M. Furthermore, the payback
period of the recuperative cycle in the case of W6BRC has
increased by approximately one year over that of simple
cycle. Regarding the engine W7FARC, there was no
significant rise in the payback period over the original
simple cycle.
The conducted economic analysis revealed that the return
wealth of W6BRC can be increased by investing on the
recuperator with a cold and hot flow velocity of 15m/s
instead of using the proposed design by the manufacture.
This is recommended to raise the net present value of the
original recuperative cycle by about 1% to 9%. However,
the reduction in the operation availability of the recuperative
gas turbine cycle by about 18% over the simple cycle gas
turbine caused the NPV of both cycles to be equal On the
other hand, the proposed recuperator design for the engine
W7FARC (Vc= 3.83m/s &Vh= 6.51m/s) achieved the
greatestNPV at all cases of capital and maintenance costs.
ACKNOWLEDGMENTS
The first author would like to thank Petroleum Development
Oman and Canfield University for supporting this study.
NOMENCLATURE
𝑉 Flow Velocity
𝑤 Recuperator Weight
𝐷𝐹 Discounted Factor
𝑟𝑖 Interest Rate
𝜀 Effectiveness
n Project Life in Years.
ABBREVIATIONS
CC Capital Cost
DCF Discounted Cash Flow
FL Full Load
GT Gas Turbine
HX Heat Exchanger
MC Maintenance Cost
UF Utilization Factor
NPV Net Present Value
OEM Original Equipment Manufacture
PS Physical Size
P Power Output
PR Pressure Ratio
RC Recuperative Cycle
SC Simple Cycle
M Million
SUBSCRIPTS
c Cold Stream
h Hot Stream
1 Inlet of Recuperator Stream
2 Outlet of Recuperator Stream
s Shell Side
t Tube Side
AC Compressor
GT Turbine
CC Combustion Chamber
act Actual
REFERENCES
[1]. Ruixian, C. (1989). New Analysis of Recuperation Gas
Turbine Cycles, Journal of Engineering
Thermophysics.
[2]. Cai, R. (1998). A new analysis of recuperative gas
turbine cycles. Proceedings of the Institution of
Mechanical Engineers, Part A: Journal of Power and
Energy, 212(4), 289-296.
[3]. A.Bejan,G.Tsatsaronis andM. J. Moran (1996).
Thermal design and optimization. John Wiley & Sons.
[4]. Khatib, Hisham (2003),Economic Evaluation of
Projects in the Electricity Supply Industry, IEE Power
& Energy Series 44.
[5]. Zhou Guo-Yan, Wu En and Tu Shan-Tung (2008),
Techno-economic study on compact heat exchangers,
International Journal of Energy Research, Int. J.
Energy Res.2008; 32:1119–1127
[6]. Pedro Belli, Jock Anderson, Howard Barnum, John
Dixon and Jee-Peng Tan (1997), Handbook on
Economic Analysis of Investment Operations,
IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 399
Learning and Leadership Center.
[7]. M.Ameri and N.Enadi, (2012), Thermodynamic
modeling and second law based performance analysis
of a gas turbine power plant (exergy and
exergoeconomic analysis), Journal of Power
Technologies, 92(3), 183-191.
[8]. Energy Sector Management Assistance Program
(2009), Study of EquipmentPrices in thePower Sector,
ESMAP Technical Paper 122/09, Washington, U.S.A
BIOGRAPHIES
Researcher in Cranfield University
Bedford, UK
Rotating Equipment Engineer in Petroleum
Develpemt Oman
E. w.albusaidi@cranfield.ac.uk
T: +44 (0) 1234752171
Head of Propulsion Engineering Centre
School of Aerospace, Transport and
Manufacturing
Cranfield University, Bedford, UK
E: p.pilidis@cranfield.ac.uk
T: +44 (0) 1234 754646

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An approach to evaluate the heat exchanger retrofit for installed industrial gas turbines part ii – economic evaluation

  • 1. IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 392 AN APPROACH TO EVALUATE THE HEAT EXCHANGER RETROFIT FOR INSTALLED INDUSTRIAL GAS TURBINES: PART II – ECONOMIC EVALUATION Waleed Al-Busaidi1 , Pericles Pilidis2 1 Researcher in Cranfield University;School of Aerospace, Transport and Manufacturing; Bedfordshire; UK 2 Head of Propulsion Engineering Centre, Cranfield University, Bedfordshire, UK Abstract This is part 2 of the conducted study to develop a new systematic method to evaluate the heat exchanger retrofit on existing industrial gas turbines. A new approach has been introduced and validated in the first part comparing with the measured data. This method was used to optimize the obtained cycle performance characteristics and the generated heat exchanger design options based on technical prospective to attain the highest possible improvement on the simple cycle performance. However, it is essential to consider the economic viability of using the recuperative cycle which will be investigated in thispaper. Although that there are several tools which can be used to achieve that objective, this study uses the Net Present Value (NPV) method due to its simplicity and accuracy. The established technique has been applied for the same described gas turbine cycles in the previous part. Based on the stated assumptions, it was found that by applying the recuperation in the first engine,W6BRC, and at full load and 100% utilization factor conditions, the payback period has increased by one year by applying over that of simple cycle. Moreover, at the end of the project life, the recuperative cycle of this engine is expected to achieve an increase of $11M in the NPV over that of simple cycle. This difference between the two cycles becomes greater in the case of the second engine, W7FA, which is ranging between $33.9M and $46.8M.However, the drop in the availability of the overall recuperative gas turbine by about 18% over the simple cycle gas turbine causes the NPV of both cycles to be equal. Moreover, this paper includes a sensitivity study to investigate the effects of utilization factor and recuperator effectiveness and pressure drop on the cumulative discounted cash flow. KeyWords:new systematic method,economic viability, Net Present Value, utilization factor,availability --------------------------------------------------------------------***---------------------------------------------------------------------- 1. INTRODUCTION The recuperation is considered as one alternative to improve the low thermal efficiency of the simple gas turbine cycle due to the reduction in the fuel consumption per kW. That can be achieved by using the exhausted turbine gas to heat up the compressor discharge air which results in higher combustor entry temperature. However, this reduction in the burning fuel should be balanced with the rise in the capital cost of the recuperative cycle. Cai Ruixian [1] recommended using a parameter-average heat transfer temperature difference criterion in the recuperator instead of the recuperator effectiveness. The conducted analyses by R.Cai [2] neglected the variation ofpressure drop with average heat transfer temperature which can yield to high uncertainty when large recuperators are used. The developed approach part 1 consists of three main steps in order to achieve the greatest possible enhancement in the existing cycle performance as shown in figure 1. The performance of the existing gas turbine models is simulated at the beginning to ensure the appropriate engine selection among the operating units.In order to achieve that, three basic criteria have been used which are: temperature difference between the compressor discharge (CDT) and turbine exhaust gas (EGT), available installation space and initial thermal efficiency. Figure 1: Developed Approach Description One of the unique features of the new method is the fact that it can be used to generate different heat exchanger designs as a function of the flow velocity in the recuperator sides only. This becomes more useful to evaluate the suitable heat exchanger characteristics according to the obtained overall cycle performance parameters. Finally, an economic analysis is conducted to assess the heat exchanger design alternatives based on the economic prospective.
  • 2. IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 393 There are different tools in the literature which can be used to assess the economic feasibility of this kind of upgrade [3]. However, one of the accurate economic measures is the Net Present Value (NPV) which will be described in this section. This method is based on one of the fundamentals in the finance. This principle is in a simple way stated that the money received today worth a higher value than the money received in the future. The main reasons behind that can be stated as following [4]:  The money received today can be invested to earn interest which is expected to achieve a higher return.  The future incomes are affected by inflation so the purchasing power is expected to be lower.  The existence of risk in the future. In this method, the money received in the future (C) is multiplied by the discounted factor (DF) to convert it into a value of today (PV) [5]. The discounted factor is fluctuated between 0 and 1 so that the value of the received money in the future worth less in the present time. 𝑃𝑉 = 𝐷𝐹𝑖 × 𝐶𝑖 = 𝐶𝑖 1 + 𝑟𝑖 𝑛 𝑖 (1) Where: 𝑟𝑖is the interest rate (rate of return) at 𝑡𝑖years Moreover, the net present value (NPV) can be calculated by adding the present value (PV) of each year to the initial cash flow [6]. 𝑁𝑃𝑉 = (𝐷𝐹𝑖 × 𝐶𝑖) 𝑛 𝑖=1 (2) Where: n is the project life in years. Based on this method, the cycle NPV has to be positive to be considered economically as profitable project. Furthermore, when the cumulative discounted cash flow reached to zero, it is considered as a breakeven point in which the future income is equal to the initial investment. 2. ECONOMIC ANALYSIS APPROACH The obtained cycle performance parameters in the first part will be used to assess the economic viability of for both simple and recuperative cycles. Besides, the derived alternatives of heat exchanger design will be compared to define the optimum recuperator characteristics for higher economic value. 2.1 Estimation Of Gas Turbine And Recuperator Capital Cost The capital cost is including the gas turbine and recuperator costs which are independent of the plant operation. However, the other equipment cost and the installation cost will not be considered in this study since they are common in both cycles. The main performance parameters of the evaluated gas turbine engines are shown in table 1. Table 1: Design Point Parameters of Simple and Recuperative Cycles at ISO Conditions Parameter W6B W7FA SC RC SC RC Fuel Flow (kg/s) 2.99 2.3567 10.5478 8.499 Power Output (MW) 42.1 40.766 167.8 160.878 Thermal Efficiency (%) 32.64 40.11 36.89 43.89 There are two approaches to estimate the gas turbine cost. The first method is based on the rated power output which has non-linear relationship with the price per kW as illustrated in figure 2. Figure 2: Gas Turbine Price per kW [8] Ameri et al. [7] introduced another way by estimating the cost of each single component of gas turbine as demonstrated in table 2 including: compressor, combustor and turbine. For the purpose of comparison between the two gas turbines cycles, the first approach will be used in this study. From figure 2, the rates of 331.6$/kW and 247.4$/kW will be used for W6B and W7FA gas turbines respectively. Table 2: Capital Cost Estimation of Gas Turbine [7] Since there is no standard approach to estimate the purchase cost of heat exchangers, the recuperator cost of W6BRC will be considered as provided by the manufacture ($14M) which can be used to derive the capital cost of W7FARC engine's recuperator per heat transfer area unit.However and since the relationship between the recuperator cost and effective heat transfer area is not really linear so three cases will be considered to evaluate the recuperator cost of W7FARC engine as shown in table 3 .
  • 3. IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 394 Table 3: EstimatedCapital Costs of Gas Turbine and Recuperator Engine Model Gas Turbine Cost ($M) Recuperator Cost ($M) W6BRC 13.960 14 W7FARC 41.514 Linear 80%L 60%L 32.293 25.834 19.376 The highest capital cost is estimated based on a linear relationship while the other two cases are based on 20% and 40% lower than the linear value respectively. So, the actual recuperator capital cost is expected to be in this range. 2.2 Operation and Maintenance Costs Estimations The Maintenance cost (MC) of simple cycle power plants varies based on several factors such as: the component life cycle, mode of operation and capital investment. For simplicity, the maintenance cost is estimated based on the power output and running time. The maintenance cost of the simple cycle gas turbine is considered to be 0.0028$/kWh based on the recommended values for such configuration. However, there is no specific value of the maintenance cost (MC) of the recuperative cycle. So, the simple approach is used in this study by considering an additional of 5% and 20% over that of simple cycle maintenance cost. One of the operation costs of the plant is the fuel price which is affected by the calorific value of the fuel. Moreover, the calorific value of the natural gas varies from 43MJ/kg to 50MJ/kg based on the percentage of methane. Thus, the economic study is carried using a calorific value of 43MJ/Kg. Additionally, the fuel cost is also fluctuated over the years as a result of many factors. However and in order to make the economic analysis simple, a constant value of fuel cost has been used which is 4$/MMBTU (0.163 $/kg). 2.3 Electricity Price Sale Although a part of the generated electricity is used internally within the company, the full of power output is assumed to be sold to the grid. Moreover, the electricity price in reality is fluctuating based on the operating time and power demand. Furthermore, the electricity tariff is affected by the ambient temperature so that the power is sold at a higher tariff price at high ambient temperatures. However, a constant value of the electricity price is used in this study which is 0.06$/kWh and it can be considered as an average value. 3. ECONOMIC ANALYSIS The conducted economic optimization is based on the following assumption:  The discount rate is assumed to be constant and it equals to 8%  Since this cycle is expected to operate in harsh conditions where the average temperature is roughly 29°C. The economic analysis has been carried assuming a constant ambient temperature (29°C).  The project life is assumed to be 25 years with a commissioning period of one year.  The income and CO2 taxes have not been considered. However, this value can be subtracted from the yearly return wealth for necessary.  The recuperators are assumed to be suitable for outdoor installation hence no additional cost for the recuperator building has been considered. To investigate the economic feasibility of recuperation, both simple and recuperative cycles are compared economically based on the previous stated assumptions.Figure 3 illustrates the cumulative discounted cash flow (DCF) of both simple and recuperative cycles of W6B engine at full load and 100% utilization factor conditions. It is clearly shown that during the first eight years, the net present value (NPV) of simple cycle is higher than that of recuperative cycle as effect of initial capital cost. Figure 3: Cumulative DCF of W6B and W6BRC at Full Load Figure 4: Cumulative CDF of W6B and W6BRC at 85%FL The breakeven point of the simple cycle occurs at the fourth year while it occurs at the fifth year in the case of recuperative cycle. However, this extend in the payback period of the recuperative cycle has to be considered in terms of the gas turbine availability which strongly influenced by the downtime. Moreover, the effect of maintenance cost is not significant comparing with the power revenue and fuel cost. However, at the end of the project period, the NPV of the simple cycle reached to
  • 4. IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 395 $33.8M comparing with $44.796M and $44.77M of recuperative cycle at 5% and 30% increase in the maintenance cost respectively. Looking to figure 4 and at 85% of the full load capability, the payback period of W6BRC has increased to six years. Furthermore, the cumulative DCF of recuperative cycle is taking about 11 years to increase over that of simple cycle. Besides, the expected increase in the NPV of the recuperative cycle at the end of the project life is approximately $7.23M Moving to W7FA engine, figure 5 and 6 show the cumulative discounted cash flow of the three cases of capital cost at full utilization factor. It is clear that the recuperative cycle in general can recover the higher increase in its capital cost over that of simple cycle rapidly and in a shorter period of time. Figure 5: NPV of W7FA and W7FARC at Full Load and +5% MC Figure 6: NPV of W7FA and W7FARC at Full Load and +30% MC The breakeven points of both cycles are close to each other which are approximately at the end of the second year.In the case of 100% of linear capital cost, the net present value (NPV) of recuperative cycle will be equal to that of simple cycle at the sixth year while that happens at the fifth and fourth year when the recuperator capital cost is less than the linear value by 20% and 40% respectively. Looking to the NPV at the end of project life, the recuperation in the case of linear capital cost is expected to raise the cumulative discounted cash flow by about $33.9 million over that of simple cycle. This difference is reached to $46.8 million when the capital cost is considered to be 60% of the linear value which is much greater than that of W6B engine.This is mainly due to the fact that the recuperator of W7FARC has been designed with the same pressure drop as W6BRC recuperator which is relatively low if it is compared with the power output of W7FARC gas turbine. Considering the effect of the maintenance cost, figure 6 demonstrates the net present value at 30% increase in the maintenance cost of simple cycle. The influence of the maintenance cost is still insignificant which reduces the net present value by about 0.04% comparing with the first case. 3.1 Utilization Factor effect One of the important parameters in such study is the utilization factor which presents the percentage of the total running time of the gas turbine. Running the gas turbine at low utilization factor causes that the gas turbine cycle will not be able to recover its initial capital cost within the project life. This will result in negative cumulative discounted cash flow as shown in figures 7, 8, 9 and 10. Figure 7 illustrates that at full load condition, the breakeven utilization factor of W6B is 30% while it increases to 40% in the case of recuperative cycle. Figure 7: Effect of Utilization Factor on NPV of W6B and W6BRC at Full Load Figure 8:Effect of Utilization Factor on NPV of W7FA and W7FARC at Full Load and Linear Capital Cost
  • 5. IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 396 This is expected since the capital cost of recuperative cycle is relatively higher so a longer running time is required to recover the initial investment using the generated electricity revenue. Moreover, investing in recuperation will not exceed the return wealth of the simple cycle until the gas turbine is running with at least 55% utilization factor. However, as the utilization factor increases above that point, the NPV of the recuperative cycle is increasing significantly. Moving to figure 8, at full load condition and by considering the highest possible capital cost of its recuperator, the breakeven utilization factors of W7FA and W7FARC are 20% and 25% respectively. These values are quite lower than that of W6B and W6BRC although that the capital costs of W7FA and W7FARC are relatively higher. The main reason behind that is that the thermal efficiencies and power outputs of W7FA and W7FARC are significantly greater and that helps to achieve higher revenue in a shorter running time. Figure 9: Effect of Utilization Factor on NPV of W7FA and W7FARC at Full Load and Non-Linear Capital Cost Figure 10: Effect of Utilization Factor on NPV of W7FA and W7FARC at Full Load and Non-Linear Capital Cost Besides, the minimum required utilization factor which enables the recuperative cycle of W7FA to achieve a higher cumulative DCF comparing with that of simple cycle is 50%. This value has been shifted to the left side in the case of non-linear capital cost of W7FARC recuperator as shown in figures 9 and 10. In the case of 80% and 60% of the linear capital cost value, running the recuperative gas turbine cycle during 40% and 30% of the total time respectively will be enough to achieve the same revenue as the simple cycle. Moreover, as the running time increases beyond this point, the recuperative cycle project will be profitable with a higher return wealth comparing with the simple cycle. For example and in the case of a recuperator capital cost of 40% lower than that of the linear value, the difference between the NPV of recuperative cycle and simple cycle has increased from approximately $25.953M to $46.753M by raising the utilization factor from 70% to 100%. 3.2 Recuperator Effectiveness Impact The influences of effectiveness on the thermal efficiency and recuperator size have been covered in previous two chapters. In this section, the impacts of effectiveness on the net present value (NPV) will be investigated at constant pressure drop as the design point. As a result of the increase in recuperator size with the effectiveness rise, the capital cost of recuperator increases hence the required time to breakeven point goes up as shown in figures 11 and 12. Based on figure 11 and at full load condition and fully utilization factor, the W6BRC recuperator with 70% effectiveness is expected to achieve the highest NPV at the end of the project life and in all the cases of capital and maintenance costs. So, the recommended recuperator effectiveness which is expected to achieve a higher return wealth is 70%. Figure 11: Effect of Effectiveness on NPV of W6BRC at FL and +30% MC Another point which has to be considered is the payback period. It is clearly shown that the payback period in the case of 70% effectiveness is relatively close to that of the simple cycle which will help to recover the initial investment in a shorter period comparing with the original design effectiveness (83%). Considering W7FARC recuperator, and in the case of linear capital cost, designing the recuperator with 70% effectiveness is expected also to achieve the highest NPV among the three cases of effectiveness with an increase of 1.1% over the actual design point.
  • 6. IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 397 Figure 12: Effect of Effectiveness on NPV of W7FARC at FL and +30% MC An interesting observation is that at a recuperator capital cost of 80% and 60% of the total linear value, the recommended effectiveness in order to achieve the highest possible profit is 83% which is the same as the design point. 3.3 Influences Of Recuperate Flow Velocity As was explained in the previous chapter, the flow velocity reduction has adverse effect on the recuperator size since it relates to the recuperator effectiveness and pressure drops. At flow velocity of 30 m/s, the capital cost of recuperative cycle is lower than that of 5m/s and 15 m/s since the required recuperator size at 30m/s is smaller as shown in figures 13 and 14. Moreover, the required time to achieve the breakeven NPV is increasing as the flow velocity decreases. Considering figure 13 and although that the initial capital cost at 30m/s flow velocity is relatively lower, designing the W6BRC recuperator with this velocity is not recommended economically since the recuperation will not be able to achieve a higher return wealth comparing with that of simple cycle at the end of project life. This is generally due to a higher pressure drops at this velocity which cause a greater reduction in the power output and thermal efficiency. Figure 13: Effect of Flow Velocity on NPV of W6BRC at FL and +30% MC Moreover, the highest net present value in all the capital cost cases can be achieved by designing the W6BRC recuperator with a flow velocity of 15m/s. So, selecting a recuperator with 15m/s flow velocity is expected to achieve a higher return wealth comparing with the proposed design by the manufacture (Vc= 3.62m/s &Vh= 20.75m/s) by an increase ranging between $0.406M to $3.994M. However, the effect of maintenance cost is can be considered as ainsignificant comparing with the power revenue and fuel cost. One issue which should be addressed also is the machine availability effect. Introducing the heat exchanger in the gas turbine cycle can lead to reduce the operation availability due to the components increase. Figure 14 demonstrates the influence of machine availability on the overall NPV of recuperative cycle at 30m/s flow velocity. Figure 14: Effect of Machine Availability on NPV of W6BRC at Selected Heat Exchanger Design As the availability of the cycle decreases the NPV value of the recuperative cycle is getting closer to the simple cycle value leading to lower economic viability. However, when the overall availability decreases by around 18% from that of simple cycle, the predicted cumulative discounted cash flow of the recuperative cycle matches the value of simple cycle. Hence, the heat exchanger retrofit process is not recommended at lower than this percentage. Similarly and in the case of W7FARC, the recuperator with a flow velocity of 30m/s is not recommended economically at all the cases of capital and maintenance costs as shown in figure 15. Figure 15: Effect of Flow Velocity on NPV of W7FARC at FL and +30% MC
  • 7. IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 398 Additionally, designing the W7FARC recuperator with a flow velocity of 15m/s is expected to achieve the highest possible return wealth comparing with other velocities especially at a linear recuperator capital cost. In the case of a non-linear recuperator capital cost, investing on a recuperator with larger size and with a flow velocity of 5m/s has the greatest economic benefit at the end of project life even that its initial capital cost is the highest. However, by comparing the achieved NPV at all three cases of flow velocities with the original design velocity (Vc= 3.83m/s &Vh= 6.51m/s), the selected recuperator at design point is expected to achieve the highest return wealth at all cases of capital and maintenance costs. 4. CONCLUSION This study introduced a new integrated approach to evaluate the heat exchanger retrofit on existing industrial gas turbine based on technical and economic prospective. The economic viability of recuperation has been assessed using Net Present Value (NPV) method and with consideration of the derived heat exchanger design alternatives. A higher cumulative discounted cash flow was observed with recuperative cycle with different breakeven time. It was found that at full load and 100% utilization factor conditions, the NPV of the simple cycle of the engine W6B reached to $33.8M at the end of the project life comparing with approximately $44.8M of the recuperative cycle. However, the difference between the NPV of recuperative and simple cycles was greater in the case of W7FA engine which was ranging between $33.9M and $46.8M. Furthermore, the payback period of the recuperative cycle in the case of W6BRC has increased by approximately one year over that of simple cycle. Regarding the engine W7FARC, there was no significant rise in the payback period over the original simple cycle. The conducted economic analysis revealed that the return wealth of W6BRC can be increased by investing on the recuperator with a cold and hot flow velocity of 15m/s instead of using the proposed design by the manufacture. This is recommended to raise the net present value of the original recuperative cycle by about 1% to 9%. However, the reduction in the operation availability of the recuperative gas turbine cycle by about 18% over the simple cycle gas turbine caused the NPV of both cycles to be equal On the other hand, the proposed recuperator design for the engine W7FARC (Vc= 3.83m/s &Vh= 6.51m/s) achieved the greatestNPV at all cases of capital and maintenance costs. ACKNOWLEDGMENTS The first author would like to thank Petroleum Development Oman and Canfield University for supporting this study. NOMENCLATURE 𝑉 Flow Velocity 𝑤 Recuperator Weight 𝐷𝐹 Discounted Factor 𝑟𝑖 Interest Rate 𝜀 Effectiveness n Project Life in Years. ABBREVIATIONS CC Capital Cost DCF Discounted Cash Flow FL Full Load GT Gas Turbine HX Heat Exchanger MC Maintenance Cost UF Utilization Factor NPV Net Present Value OEM Original Equipment Manufacture PS Physical Size P Power Output PR Pressure Ratio RC Recuperative Cycle SC Simple Cycle M Million SUBSCRIPTS c Cold Stream h Hot Stream 1 Inlet of Recuperator Stream 2 Outlet of Recuperator Stream s Shell Side t Tube Side AC Compressor GT Turbine CC Combustion Chamber act Actual REFERENCES [1]. Ruixian, C. (1989). New Analysis of Recuperation Gas Turbine Cycles, Journal of Engineering Thermophysics. [2]. Cai, R. (1998). A new analysis of recuperative gas turbine cycles. Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy, 212(4), 289-296. [3]. A.Bejan,G.Tsatsaronis andM. J. Moran (1996). Thermal design and optimization. John Wiley & Sons. [4]. Khatib, Hisham (2003),Economic Evaluation of Projects in the Electricity Supply Industry, IEE Power & Energy Series 44. [5]. Zhou Guo-Yan, Wu En and Tu Shan-Tung (2008), Techno-economic study on compact heat exchangers, International Journal of Energy Research, Int. J. Energy Res.2008; 32:1119–1127 [6]. Pedro Belli, Jock Anderson, Howard Barnum, John Dixon and Jee-Peng Tan (1997), Handbook on Economic Analysis of Investment Operations,
  • 8. IJRET: International Journal of Research in Engineering and TechnologyeISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 08 | August-2015, Available @ http://www.ijret.org 399 Learning and Leadership Center. [7]. M.Ameri and N.Enadi, (2012), Thermodynamic modeling and second law based performance analysis of a gas turbine power plant (exergy and exergoeconomic analysis), Journal of Power Technologies, 92(3), 183-191. [8]. Energy Sector Management Assistance Program (2009), Study of EquipmentPrices in thePower Sector, ESMAP Technical Paper 122/09, Washington, U.S.A BIOGRAPHIES Researcher in Cranfield University Bedford, UK Rotating Equipment Engineer in Petroleum Develpemt Oman E. w.albusaidi@cranfield.ac.uk T: +44 (0) 1234752171 Head of Propulsion Engineering Centre School of Aerospace, Transport and Manufacturing Cranfield University, Bedford, UK E: p.pilidis@cranfield.ac.uk T: +44 (0) 1234 754646