My Research Paper
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International Journal of Modern Physics B
Vol. 33 - (15 pages)
c World Scientific Publishing Company
DOI: 10.1142/S-
A modeling approach for low-temperature SOFC-based
micro-combined heat and power systems
Fida Hussain∗ , M. Ashfaq Ahmad† , Saeed Badshah‡ , Rizwan Raza†,§ ,
M. Ajmal Khan†,¶ , Saleem Mumtazk , Saad Dilshad∗ ,
Raja Ali Riaz∗ , M. Jafar Hussain‡ and Ghazanfar Abbas†,∗∗
∗Department
of Electrical Engineering,
COMSATS University Islamabad, Islamabad-44000, Pakistan
†Department of Physics, COMSATS University Islamabad,
Lahore Campus, Lahore-54000, Pakistan
‡Department of Mechanical Engineering,
International Islamic University, Islamabad-44000, Pakistan
§Department of Energy Technology,
Royal Institute of Technology (KTH), 10044 Stockholm, Sweden
¶Ningbo Institute of Materials Technology and Engineering,
Chinese Academy of Sciences, Ningbo 315201, P. R. China
kInstitute of Chemical Sciences,
Bahauddin Zakariya University, 60800 Multan, Pakistan
∗∗mian--Received 8 June 2018
Revised 1 November 2018
Accepted 5 November 2018
Published 12 February 2019
The world’s challenge is to determine a more efficient, economical and environmentalfriendly energy source to compete and replace the ongoing conventional energy resources.
Solid oxide fuel cells (SOFCs) provide a highly efficient system to use divergent energy resources and have proved to provide the cleanest energy, least energy use, and
lowest emissions. A techno-economic study is required to investigate the model design
for SOFC-based micro-combined heat and power (m-CHP) systems for applications in
terms of educational and commercial buildings. This work models and explores the optimized application of hydrogen gas-fueled SOFC-based m-CHP systems in educational
buildings. Two educational departments’ loads are presented and model of SOFC-based
m-CHP system against the different electric power demands is performed, in order to
provide a techno-economic assessment of the technology. For successful development of
the technology, results are related to system rightsizing, operating strategies, thermal to
electric ratios, and match between end-use, with an aim towards classifying the overall
feasibility and essential application requirements.
Keywords: Energy systems model; fuel cells; low-temperature; micro-combined heat and
power; solid oxide fuel cell.
PACS number: 84.60.-h
∗∗ Corresponding
author-
F. Hussain et al.
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Nomenclature
AC = Alternative Current
CDC = Calcium-Doped Ceria
CHP = Combined Heat and Power
DEE = Department of Electrical Engineering
DME = Department of Mechanical Engineering
FC = Fuel Cell
KW = Kilo Watt
LT-SOFC = Low Temperature — Solid Oxide Fuel Cell
m-CHP = micro-Combined Heat and Power
mW = milli Watt
Ni = Nickle
NK-CDC = Sodium-Potassium Carbonated Calcium-Doped Ceria
OCV = Open Circuit Voltage
PEM = Proton Exchange Membrane
PWh = Peta Watt hour
rpm = round per minute
SEM = Scanning Electron Microscopy
TER = Thermal to Electric Ratio
TWh = Tera Watt hour
XRD = X-Ray Diffraction
YSZ = Yttria Stabilized Zirconia
1. Introduction
Due to the utilization of large amounts of fossil fuels, emissions of CO2 have formed
serious worldwide environmental difficulties.1 Alternatively, the next generation will
be required to identify new energy sources because with passage of time these fossil
fuels are going out. In the past era, lots of efforts have been made by researchers to
find out an alternative resource of energy to accomplish the demand of the coming
generations.2 A fuel cell is an energy conversion entity converting a fuel (in gaseous
form) into heat and electric power through electro-chemical combination of fuel with
an oxidant (normally air). Solid Oxide fuel cell (SOFC) is one such technology that
is the most efficient and environment-friendly technology for generation of electric
power due to terrific tolerance to impurities and fuel flexibility.3–8 Fuel flexibility
and diversity includes gaseous hydrocarbons like alkanes, dimethyl ether, fuels in
liquid form like octane toluene, diesel and n-decane, vegetable oil, crude oil and jet
fuel, and also solid fuels like activated carbon, biomass, and untreated coal.9–21
SOFC-based micro-combined heat and power (m-CHP) has been considered as
one of the most favorable technologies to fulfill the heating and electrical demand
of a building more efficiently. Regarding the emissions of CO2 , it has the potential
to reduce it compared to energy consumption in the residential sector. Moreover,
market size potential is large, and in total energy supply it could be significant to-
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Modeling approach with experimental investigation for LTSOFC
suggest this technology.22–24 Conventional work on SOFC is at high-temperature
of-◦ C, where yttria-stabilized zirconia (YSZ) electrolyte is used to gain
necessary high ionic conductivity. Because of this high operational temperature,
SOFC faces hurdles in commercialization as it causes the thermal expansion mismatch, cell components degradation, and little choice of materials, etc.25–31 In order
to use SOFC commercially, it is essential to decrease its operational temperature.
By using conventional YSZ electrolyte and other conventional Ni-YSZ electrodes
in a SOFC and then to make stack and module, correspondingly cell price will be
high and power density will be low. Ultimately, by using this conventional cell in a
model, the result seems to be not good in all aspects.32,33
Islamabad, the capital territory location of Pakistan, has been nominated (in
this research) for consideration of an SOFC-based m-CHP system application. The
annual temperature varies between 42◦ C and 9◦ C.34 The electricity consumption in
the residential sector constitutes about 27% of the total world electricity consumption, amounting to 5.35 PWh.35 Therefore, for SOFCs, one potential application
in Pakistan is the residential energy sector; with more than 66% of that energy
usage been used in space heating, hot water demand, and space cooling purposes.
Performance characteristics of the fuel cell system are mainly driven by design parameters of cell-stack, such as cell voltage, operating temperature, fuel utilization,
and rise of cathode gas temperature. The techno-economic analysis importance is
the ability to quantify advantages of operation of combined heat and power, and
system design optimization.
Adam et al. observed that m-CHP based on fuel cells provides savings in energy
and cost, when it is used for buildings.36 According to Hawkes et al. an SOFC-based
m-CHP system model has been presented to examine the techno-economic results of
some cases for provision of residential demand of heat in the UK.37 They found that
SOFC-based m-CHP is well-suited for gradual heating demand of space. According
to Choudhury et al. the high temperature steam coming from SOFC can be further
used to operate Rankine or Brayton cycle for more power generation, or for heating and cooling purposes (co-generation/tri-generation). Furthermore, they showed
that SOFC-combined system efficiency (electrical plus thermal) can be reached to
maximum of 90% depending on the operating condition and its configuration.38 In a
recent study, natural gas SOFC-based m-CHP system unit of 84.2 kW for a university building was produced, and mathematical and conceptual design analysis are
presented. They recommended in future work the study of thermal to electric ratios
(TERs) for buildings.39 In another study, a natural gas SOFC-based m-CHP unit of
1 kW for residential purposes was produced, and presented the mathematical and
conceptual design analysis. There results showed that the system of SOFC-based
m-CHP designed here can deliver electric power of 1.01 kW and heating power of
0.52 kW.40 The novelty between literature and the model in this study is the operating temperature of SOFC, which is reduced from conventionally -◦ C) to
comparatively low-temperature (550◦ C), and TERs are also taken in consideration.
The lower operating temperature is a cost-effective approach-
F. Hussain et al.
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2. Approach
Different types of materials can be used to construct the electrodes of a fuel cell.
Here in this research, BCFZ (Ba0.05 Cu0.25 Fe0.10 Zn0.60 ) oxide anode-based fuel cell
has been used to estimate the final system. In this cell, Barium contributes to
prevent corrosion; Copper is used for electron conducting behavior, Iron acts as a
catalytic activity, and Zinc is a cheap material as compared to conventional Nickel.
Two educational departments (total load demand for department of electrical engineering (DEE) is 50 kW and for department of mechanical engineering (DME)
is 40 kW) of a university located at Islamabad, Pakistan have been considered
for techno-economic modeling of SOFC-based m-CHP system. A main application
parameter in this model system is the thermal to electric ratio (TER). TER may
be based on space cooling, space heating, hot water demand, and its magnitude is
greatly dependant on building type, location, usage patterns, design, time of day
and year.40 Figure 1 shows variation between electrical, thermal and total efficiencies having load factor as a function of an SOFC-based system.37,42
2.1. Preparation of anode (Ba0.05 Cu0.25 Fe0.10 Zn0.60 )
Through dry method, using various compositions, BCFZ anode was successfully
synthesized. The materials, namely Barium carbonate BaCO3 , Cupric carbonate
hydroxide CuCO3 ·Cu (OH)2 , Iron nitrate nano-hydrate Fe(NO3 )2 · 9H2 O, and Zinc
Nitrate Hexa-hydrate Zn(NO3 )2 · 6H2 O were bought from Sigma Aldrich (USA)
and were held under process in order to construct anode materials. In order to
form the homogeneous precursor, the stoichiometric fractions of these precursors
were milled in a mortar through pestle. To sinter these precursors, they were located
Fig. 1.
(Color online) Efficiency versus load factor for SOFC system-
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Modeling approach with experimental investigation for LTSOFC
in a furnace. The temperature of the furnace was increased slowly up to 800◦ C and
was held fixed for four h at this temperature, and then permitted to cool to roomtemperature. For 10 min, the sintered powders were further milled through addition
of a little amount of carbon for providing porosity.43
2.2. Preparation of electrolyte NK-CDC
Through co-precipitation method, Ce0.8 Ca0.2 O1.9 and Na2 CO3 : K2 CO3 (NKCDC) powder was prepared. To make calcium-doped ceria (CDC) powder,
Ca(NO3 )2 · 4H2 O (Calcium Nitrate Tetra-hydrate) and Ce(NO3 )3 · 6H2 O (Cerium
nitrate hexa-hydrate) bought from Sigma Aldrich (USA) were mixed into a 1000 ml
of de-ionized water in 1:4 molar ratios under a forceful stirring process (800 rpm) at
temperature 80◦ C. In order to coat a second stage on the CDC compound, Na2 CO3
(Sodium Carbonate) and K2 CO3 (Potassium Carbonate) were bought from Sigma
Aldrich (USA). The powders were combined as molar ratio of 1:1 and mixed into
500 ml deionized water for 30 min under 1000 rpm at 100◦ C. The solution of both
carbonates was poured dip-by-dip into CDC solution maintaining CDC: NK molar
ratio as 1:2.5 and the stirring was carried with 1200 rpm at 150◦ C for extra two h.
The pH value was known to be 9. Three times the precipitate was washed away with
deionized water and vacuum filtration machine of glass was used to get NK-CDC
agglomerate. At 100◦ C, this agglomerate was dried in an oven over night and at
700◦ C it was sintered in a digital furnace for four h. For homogeneity, this sintered
powder was further ground in a mortar with a pestle.44
2.3. Preparation of cathode (Ba0.5 Sr0.5 Co0.2 Fe0.8 )
Through wet chemical method, the cathode material of BaCO3 (Barium carbonate),
Sr(NO3 )2 (Strontium nitrate), CO(NO3 )2 · 6H2 O (Cobalt Nitrate Hexa-hydrate),
and Fe(NO3 )3 ·9H2 O (Iron nitrate nano-hydrate) bought from Sigma Aldrich (USA)
was synthesized in which different masses of metal nitrates were mixed in deionized
water. As a precipitant agent, the oxalic acid was used. Through stirring at 100 rpm
on hot plate, the agglomerate of BSCF compound was obtained. In open air, the
agglomerate was dried. Further, at 800◦ C the material was sintered for four h.45,46
2.4. Anode-based SOFC cell
To understand the involvement of porous anode, solid electrolyte and porous cathode materials, these materials were utilized to construct the SOFC. Solid electrolyte material was inserted in between two layers of porous anode and porous
cathode. By using a hydraulic press, this adjustment of anode (BCFZ)/electrolyte
(NKCDC)/cathode (BSCF) was then hard-pressed. The pressure of the hydraulic
press was kept at 220 kg cm−2 . To test a single cell, a small pill having size of 13 mm
diameter and 0.9 mm thickness was prepared. The active area was considered to
be 0.64 cm2 , depending on the dimensions of testing holder. For 40 min, the hardpressed pill was sintered at temperature of 650◦ C. Before going to performance-
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F. Hussain et al.
test, the silver paste was coated by brush on both surfaces of anode and cathode
of the cell.46 Hydrogen was supplied at anode side and air was used at cathode
side simultaneously. The results of the performance were measured at 550◦ C using
LC-43, China fuel cell testing unit. In order to confirm the degradation factor of
the cell, the single SOFC was tested in terms of its stability for 24 h continuously.
3. Results and Discussion
3.1. XRD analysis of used cell components
The X-Ray diffractometery of our cell’s components like BCFZ (Ba0.05 Cu0.25 Fe0.10
Zn0.60 ) anode, NK-CDC (Ce0.8 Ca0.2 N0.025 K0.025 ) electrolyte, and BSCF (Ba0.5 Sr0.5
CO0.8 Fe0.2 ) cathode can be shown in Fig. 2.47 It has been observed from this figure
that the BCFZ anode contains single phase structure that is emphasized during
the sintering process, all the elements have completely shifted into Zn element.
All the peaks were indexed and it has also been analyzed by JADE 5 software
that the BCFZ has hexagonal structure. Statistics of all the peaks in XRD (X-Ray
Diffraction) pattern of NK-CDC informs that the NK-CDC electrolyte retains a
cubic fluorite structure.44 Calcium phase was not found in the pattern and it can
be claimed that calcium has fully doped into ceria.44 Regarding the XRD analysis of
BSCF cathode, it was reported that BSCF contains pervoskite structure.45 Particle
sizes of each component BCFZ anode, NK-CDC electrolyte and BSCF cathode
were also calculated using Scherer’s formula and noted to be 25, 12 and 48 nm,
respectively, from the XRD data.43,44
In further findings it was reported that the anode of BCFZ is electrochemically compatible with electrolyte of NK-CDC. Both the materials, BCFZ anode
Fig. 2.
XRD patterns analysis of the fuel cell’s components-
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Modeling approach with experimental investigation for LTSOFC
Fig. 3. (Color online) Performance analysis of the single fuel cell in the temperature range of
400–550◦ C.
Table 1. Performance of the single fuel cell (13 mm diameter) at temperature 550◦ C based on
model developed.
Fuel cell performance at 550◦ C
Fuel cell components
Composite
anode
Composite
electrolyte
Composite
cathode
Max. OCV
(V)
Max. C.D.
(mA/cm2 )
Max P.D.
(mW/cm2 )
BCFZ-NKCDC
NKCDC
BSCF-NKCDC
1.07
2328.12
933.41
and NK-CDC electrolyte, have single-phase structure and both ensure nano-size
particles as showed by the X-Ray Diffraction (XRD) results.
Asymmetrical fuel cell was experimentally tested with the combined construction of BCFZ anode material and BSCF cathode material, separated by a solid electrolyte of NK-CDC. The measurements were performed in the temperature limits
of 400–550◦ C. The results of measurements can be shown in Fig. 3, and are demonstrated in Table 1.44 The maximum power density was achieved to be 933 mW/cm2
at the temperatures of 550◦ C, when hydrogen (H2 ) was provided as a fuel at anode
side by the flow of 100 ml min−1 , and air as oxidant (O2 ) at cathode side. The value
of OCV (open circuit voltage) was observed to be 1.07 over the same temperature
of 550◦ C. In Fig. 3, the arrows indicate the axes. The small arrow pointed right
represents current density versus voltage in the graph and the large arrow pointed
left represents the current density versus power density in the graph.
3.2. System modeling
Novelty between this model and literature is the SOFC stack and module operating temperature. Conventionally, SOFC-based systems are operated in temperature range of-◦ C,32,37,48 and the SOFC which is used in this study is
operating at 550◦ C. This model was developed to fulfill the power demand of both-
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F. Hussain et al.
Fig. 4.
(Color online) Schematic model diagram for department of electrical engineering.
departments, therefore, many cells are joined in series through interconnects that
offer both electrical contacts and gas channels among individual cells. The resultant
stacks are then organized in series and parallel configurations to deliver required
voltage and power output. Estimation of power output with SOFCs from a single
cell to a stack and then to a module, the schematic model diagram of power requirements according to various applications can be shown in Fig. 4. On the basis
of established power density (∼ 933.4 mW/cm2 at 550◦ C) of the state-of-the-art
SOFC, an 11 cm-by-11 cm planar cell corresponds to ∼ 113 W power output. In
order to validate the maturity of single cell performance, the smaller values of voltage losses can be neglected because the cells stability was also checked and hence
shown in Fig. 5. According to data, the module displays that a stack of 45 planar
cells including interconnects (11 cm-by-11 cm-by-11 cm) can produce 5 kW, and
thus corresponding module containing 10 stacks can produce 50 kW.
Fig. 5.
Single cell stability at 550◦ C-
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Modeling approach with experimental investigation for LTSOFC
Fig. 6.
(Color online) Hydrogen fueled SOFC CHP system.
Conceptual hydrogen-based SOFC system is shown in Fig. 6.48 Input parameters
for the proposed model are shown in Table 2, while the calculated results including
efficiency for the system have been listed in Table 3. System pressure of hydrogen
fuel is enhanced at fuel compressor and preheated at fuel preheater. After that,
H2 is entered to the SOFC stack module and distributed to anode part of each
cell. Air is also pressurized and preheated before entrance to cathode part of each
cell. A DC power is produced after electrochemical reaction and through inverter,
Table 2.
Input parameters for the system.
Input parameter
Value
Air and fuel pressure
Net power
Cell voltage
Pressure drop in heat exchangers
Pressure drop in fuel cell
Cell active area
System fuel utilization
Operating temperature
1.01 bar
50 kW
0.8 V
5%
2%
121 cm2
80%
550◦ C
Table 3.
Results of the system.
Parameter
Value
Electrical efficiency
Heating efficiency
Combined efficiency
Inverter efficiency
Number of cells
49.5%
27.6%
77.1%
92%
450
-
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F. Hussain et al.
AC power is achieved. Remaining portion of unused fuel due to intrinsic behavior
can be reprocessed to anode inlet. Heat of system is used for preheating of fuel,
air and building space heating and cooling demands. Fuel and air utilization can
be defined through Eqs. (1) and (2). Commercial SOFC fuel utilization is between
75% to 85%.49 Rise in air temperature is almost 100◦ C because it is also used for
cooling purpose.49
Uf =
UO2 =
moles of hydrogen consumed
,
moles of hydrogen supplied
(1)
moles of oxygen supplied with air
.
moles of oxygen needed for stoichiometry
(2)
Performance of fuel cell is presented with the function of current density to
obtain cell voltage as shown in Eq. (3), where E◦ is cell reversible voltage, T is
temperature of fuel cell, F is Faraday constant, R is total cell resistance and iL is
limiting current density.50
i
i
RT
RT
ln
ln 1 −
− iR −
,
(3)
E = Eo −
nF
io
nF
iL
where the 1st component of equation in right-hand side represents the electrochemical reverse voltage of the cell, the 2nd component represents the activation losses
and 3rd component of the equation exhibits the ohmic losses. It is assumed in this
study that there are no losses in the system. On the basis of higher heating value
(HHV) of fuel, different kinds of efficiencies can be calculated as given in Eqs. (4)–
(6). These efficiencies are related to DC power generated at fuel cell (PDC ), the
net AC power supplied to the departments building (PAC ) and combined heat and
power (PAC + Qrec ).
ηSOFC =
PDC
,
nfuel,in ∗ HHV fuel
(4)
ηsys =
PAC
,
nfuel,in ∗ HHV fuel
(5)
ηCHP =
PDC + Qrec
.
nfuel,in ∗ HHV fuel
(6)
According to total load demand of DEE, 50 kW is essential for installation to fulfill
the load demand. For DME, the total load demand is 40 kW, and for that the
module will contain 8 stacks of fuel cell to fulfill the load demand. However, this
module can provide 10 kW more power for extraordinary activities at DME.
3.3. Thermal to electric ratio
The heating TER was defined as a ratio of maximum hourly heating of space
demand to average hourly basic electric power demand in kW. Similarly, cooling
TER was defined as a ratio of maximum requirements of cooling to basic electric-
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Modeling approach with experimental investigation for LTSOFC
Fig. 7.
(Color online) TER for space heating.
power demand at the same hour in kW. The TERs for space heating and cooling
can be calculated by the equations given below correspondingly in Eqs. (7) and (8)
TERheating = Ethermal /Eelectric ,
(7)
TERcooling = Ecooling /Eelectric .
(8)
The TERs for heating and cooling of space are shown in the Figs. 7 and 8. The
TER for heating of space varies between 0.27 to 4 for DEE, and 0.25 to 3.4 for DME.
It is profitable when TER defined for the source of energy generation and TER
defined for user demands are identical. Although, if both TERs were similar, it does
Fig. 8.
(Color online) TER for space cooling-
F. Hussain et al.
Table 4.
Average daily and yearly TERs.
Daily average TER
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Departments
Yearly average TER
Heating TER
Cooling TER
Heating TER
Cooling TER
1.38
1.24
1.31
1.22
0.29
0.26
0.33
0.31
DEE
DME
not mean that all necessities would be achieved. It is because TER is an average
index and both electric and thermal demand of loads can have different fluctuations during the time. Such kind of problem was already heightened in the work of
Krist and Gleason.51 However, in our work, the daily and yearly average TER of
department’s requirements can be shown in Table 4.
The heating TER of daily average and yearly average for DEE varies from
1.38 to 0.29 and for DME it varies from 1.24 to 0.26. The cooling TER of daily
average and yearly average for DEE varies from 1.31 to 0.33 and for DME it varies
from 1.22 to 0.31. In Krist and Gleason, results of the yearly average TER of a
residential building are near 1, while for the similar load the hourly average of TER
can deviate between 0.2 and 9.51 In the work of Skowroński, this fluctuation is
even higher.33
3.4. Cost analysis
A model of fuel cell stack cost analysis has been prepared on the basis of the
price of each cell component including the capital cost. Initially, the cost of BCFZ
anode, NK-CDC electrolyte, BSCF cathode, was proposed and then for the fuel
cell used here. Also, it has been found that BCFZ anode has showed reliable open
circuit voltage (OCV), power density with hydrogen (fuel) and air (oxidant) at
comparatively low-temperature of 550◦ C. This is the unique electrode, which has
identified a competitive alternative runner to interchange the conventional electrode
(Ni-YSZ) in SOFC. Relatively, its cost has been established as the most economical
in all characteristics including power cost, raw materials, laboratory cost, shipment,
researcher’s salaries and others. The BCFZ anode current estimated ground cost
has been calculated 19A
C per 20 g, for NK-CDC electrolyte the cost estimated here
is 19A
C per 20 g, and for BSCF cathode its estimated cost is 100A
C per 20 g for
fine powder and its cost can be further reduced by large scale manufacturing. As
the most dominant part of the fuel cell is BCFZ anode in terms of powder usage,
its cost is important here. In contrast, the cost of conventional (Ni-YSZ) electrode
as stated on Sigma Aldrich website is 33.6A
C per 10 g powder.52 The current cost
of BCFZ anode powder expose that the BCFZ anode is more than 50% cheaper
than that of conventional (Ni-YSZ) electrode on small scale manufacturing. The
estimated cost of a single cell and stack can be shown in Table 5. Normally, stack
cost is around 40% to the capital cost of SOFC-based system,53 therefore capital
cost of the proposed system becomes 32250A
C-
Modeling approach with experimental investigation for LTSOFC
Table 5.
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Item
Anode (BCFZ)
Cathode (BSCF)
Electrolyte (NK-CDC)
Others
Estimated cost of a single cell and stack.
Weight (g)
Price (A
C)
Price (PKR)
-
Any extra
-
-
-
-
Cost of all components for single cell
Total cost of single thin film cell
Cost of Interconnectors
Total cost of Stack (45 cells = 5 kW)
Total cost of Module (10 stacks = 50 kW)
Total Capital cost of the System
4. Conclusion
The purpose of this study was to model and explore the fuel cell technologies to
compete with the ongoing conventional energy systems. A theoretical approach has
been developed to optimize the model of SOFC-based m-CHP system. To cover
at maximum of the application demand, a system has also been developed. It is
quite difficult to develop an optimized model for a CHP system because the load
demand of thermal power can be distinct from the electric power. Furthermore, the
combined heat and power systems have normally different responses for variations
in the generation of heat as well as electric power. Generally, the efficiency is higher
for the colder locations than for the warmer location of an SOFC-based m-CHP
units. The main reason behind this is higher requirements of heat, which turns CHP
unit more efficient. In terms of operation strategy for warmer and colder locations,
as a whole the comparison of efficiency is not affected.
Acknowledgments
The financial support under the Indigenous 5000 scholarship scheme Vide PIN No-EG1-388 from Higher Education Commission (HEC) of Pakistan is acknowledged. COMSATS University Islamabad, Lahore Campus, and International
Islamic University, Islamabad, are also acknowledged for providing facilities to carry
out this study. Furthermore, the authors pay especial thanks to Elsevier Publishers
for granting permission to reproduce Fig. 1.
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