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International Journal of Advanced Engineering, Management and Science (IJAEMS) [Vol-3, Issue-4, Apr- 2017]
https://dx.doi.org/10.24001/ijaems.3.4.17 ISSN: 2454-1311
www.ijaems.com Page | 378
Review on Super Capacitor-Battery based
Hybrid Energy Storage System for PV
Application
Astha Shrivastava1
, Sujata Gupta2
1
M.Tech Scholar, IES IPS ACADEMY Indore, India
2
Associate professor, IES IPS ACADEMY, Indore, India
Abstract— Hybrid energy storage systems are becoming
an option for energy management in better performance of
automotive, hybrid electrical vehicle and avionics systems.
The main objective of this paper is to review and study of
Hybrid Energy Storage System for PV application and to
increase energy efficiency, behavior of super capacitor
and utility scale storage facilities using renewable and
non-renewable energy sources. Literature survey clear
problem has been observed from single energy storage
system (ESS) aspects and solution of hybrid energy storage
system. Therefore review about Battery-super capacitor
Hybrid Energy Storage System to high energy density,
high power density as well as to improve battery lifetime
extension and power enhancement. This paper is based on
study and review of Hybrid Energy Storage System using
Super capacitor, Battery and PV Module for any Load.
Keywords— Hybrid Energy Storage system, Super
capacitor, PV.
I. INTRODUCTION
The main disadvantages of renewable energy sources are
that they are much expensive, intermittent, reliability of
supply reliability and to generate qualities of electricity.
The amount of solar energy reaching the earth's surface is
6000 times the amount of energy used by all human beings
worldwide. An HESS is characterized by a beneficial
coupling of two or more energy storage technologies with
energy and power density, self-discharge rate, efficiency,
life-time operating characteristics. The energy storage
industry has just begun exploring hybrid solutions for grid-
scale, called Hybrid Energy Storage Systems (HESS) it
combines two or more energy storage technologies with
complementary characteristics to provide optimal solution
not achievable by any one technology. The hybrid energy
storage system (HESS) concept is gaining importance in
applications requiring load leveling, high-density energy
storage, and emergency power [1]. Batteries are one of
most cost-effective energy storage technologies
[1][2][3][4]. They are widely used in portable electronics,
hybrid or electric vehicles, and even in utility power
systems [2]. Li-ion battery is widely used in applications to
its high energy density, proven safety, and competitive
cost. Super capacitor-Battery based hybrid energy storage
systems for PV Application shown that the HESS is able to
satisfy output power requirements, while allocating the
ripple current and the fast power fluctuations to the super
capacitor while maintaining operation of the super
capacitor within predefined voltage limits. Super-capacitor
with long lifecycle and high energy efficiency is evaluated
in automotive industry and academia for hybrid energy
storage system [11].
As the cost is continuously decreasing, photovoltaic (PV)
generation has become one of the most important
renewable energy sources and is being widely used. Grid-
connected solar photovoltaic power plants are being
installed globally at a fast pace [3]. Pumped hydro and
hydrogen storage have been applied for utility-scale
storage facilities and large [4].Power Electronics function
to establish quantitatively mathematical relationship
between the battery/SC parameters and HEV demanded
power [10]
II. OBJECTIVE OF REVIEW
The main objective of review is to presents a technique for
Hybrid Energy Storage System for PV system and to
increase the energy efficiency by using renewable energy
sources. The goals of this work are to design a
Supercapacitor-Battery based hybrid energy storage
system for PV Application. This document begins with a
technical review of relevant technologies for single energy
storage as well multiple energy storage technologies. The
hybrid storage systems to be tested and corresponding test
scenarios will be presented through MATLAB/Simulink.
In Thilo Bocklisch survey Energy storage coupling
architectures, basic energy management concepts and a
principle approach for the power flow decomposition
based on peak shaving and double low-pass filtering.
In Reza Hemmati et al survey hybridization principles and
proposed topologies; power electronics interface
architectures, control and energy management strategies,
International Journal of Advanced Engineering, Management and Science (IJAEMS) [Vol-3, Issue-4, Apr- 2017]
https://dx.doi.org/10.24001/ijaems.3.4.17 ISSN: 2454-1311
www.ijaems.com Page | 379
and application arenas. Biswajit Ray discusses about
pedagogical point of view, modeling and simulation of
HESS.
III. HYBRID ENERGY STORAGE SYSTEM
The hybrid energy storage system (HESS) concept is
gaining importance in applications requiring load leveling,
high-density energy storage, and emergency power.
Energy sources used in modern HESS in automotive and
avionics sectors include high performance batteries such as
Li-Ion, super capacitors, and flywheels. HESS provides an
excellent platform for system-level modeling and
simulation while integrating aspects of electrical power,
control systems, and power electronics. Circuit-level
models of energy storage devices such as batteries and
super capacitors/ultra capacitor can be developed to
perform characteristics.
Energy storage Technologies are studied according to
below table:
Table.1: Energy Storage Technology
Techn
ology
Pow
er
Ener
gy
Densi
ty
Bac
k-
up
time
Respo
nse
Time
Effeci
ency
Lifet
ime
Pumpe
d
Hydro
100
mW-
2G
W
400M
wh-
20G
wh
Hou
rs
12
Minute
s
70-
80%
50
CAES 110
mW-
290
Mw
1.16
Gwh-
3Gw
h
Hou
rs
12
Minute
s
99% <50
BESS 100
mW
1kwh
-200
Mwh
Hou
rs
Second
s
60-
80%
<10
Flywh
eels
5kW
-100
MW
5Kw
h-200
Kwh
Min
uts
12
Minute
s
80-
95%
20
Super
capacit
ors
<1m
W
1wh-
1kW
h
Seco
nds
Millise
conds
>95% >10
IV. SUPERCAPACITOR
Super capacitors are governed by same fundamental
equations as conventional capacitors, but utilize higher
surface area electrodes and thinner dielectrics to achieve
greater capacitances. Electrochemical double-layer
capacitors (EDLCs) are constructed from two carbon-
based electrodes, an electrolyte, and a separator. In
contrast to EDLCs, which store charge electro statically,
pseudo capacitors store charge faradaically through the
transfer of charge between electrode and electrolyte.
Hybrid Capacitors Utilizing both Faradaic and non-
Faradaic processes to store charge. These are a new energy
storage technology ideally suited for applications needing
repeated bursts of power for fraction of seconds to several
minutes. They are capable of packing up to 100 times the
energy of conventional capacitors and deliver ten times the
power of ordinary batteries. Battery-Super capacitor
hybrid energy storage system (HESS) is popular choice for
battery lifetime extension, system power enhancement and
it can also be used to handle a high frequency power
variation which enables the battery lifetime extension as
well as reduction in peak power requirement of battery.
Battery-Supercapacitor hybrid energy storage system
(HESS) gained increased popularity in the energy storage
system applications in Grid Energy Storage Systems and
Electrical Vehicles. Super capacitors are becoming a
promising solution for brake energy storage in rail
vehicles.
Fig.1: Super capacitor
Table.2: Comparison between Super capacitor and Battery
Sr. No. Characteristics Battery Super
capacitor
1. Charge Time 10-60
Minutes
1-10 Seconds
2. Cycle Life 500 &
Higher
1million of
30000 h
3. Specific
Power(W/kg)
1000 to
3000
Upto 10000
4. Service Life 5 to 10
Years
10 to 15 years
5. Charge
Temperature(‘C)
0 to 45 -40 to 65
V. SOLAR PHOTOVOLTAIC SYSTEM
Hybrid Energy Storage System-configuration can be
beneficially employed in the context of decentralized PV-
systems. HESS are an interesting and very promising
flexibility technology, which can help to cover short-, mid-
and longterm fluctuations in a future sustainable, 100%-
renewable energy system. Energy storage coupling
International Journal of Advanced Engineering, Management and Science (IJAEMS) [Vol-3, Issue-4, Apr- 2017]
https://dx.doi.org/10.24001/ijaems.3.4.17 ISSN: 2454-1311
www.ijaems.com Page | 380
architectures, basic energy management concepts and a
principle approach for the power flow decomposition
based on peak shaving and double low-pass filtering.
Moreover, HESS-configurations, suitable for the
application in decentralized PV-systems. Solar
photovoltaic system is shown in below figure:
Fig.2: Solar Photovoltaic System
PV plants use silicon solar cells, where Iph is the current
of a photo-generated current source, D is a non-linear
diode, Rsh and Rs are theinternal parallel and series
resistance respectively, IPV is the photovoltaic output
current, VPV is thephotovoltaic output voltage.
sh
spvpvAKT
IVq
sphpv
R
RIV
eIII PV
RSpv












1
)(
(I)
Where Isis the diode saturation current, q is a constant
(1.602_10_19C), k is the Boltzmann constant (1.381 _
10_23 J {K), TPV is absolute temperature when the
photovoltaic works, A is a diode feature fitting coefficient.
VI. CONCLUSION
As per review of Hybrid energy storage system, super
capacitor, Battery and its combinations for any load for
application of PV Module. In Hybrid Energy Storage
System (HESS) Supercapacitors offer long life, low
maintenance, light weight and environmentally friendly
solutions when compared to batteries. Behavior of hybrid
energy storage systems was study, learned and
investigated. It has educational, analysis, experimental
behavior and helps for the future work to have a better
understanding about designing of Super capacitor-battery
based Hybrid Energy Storage System (HESS). Block
diagram representation is used to Study about more
reliable storage system. Energy storage systems (ESS) are
expected to play key roles to improve efficiency and
reliability either PV Application or particular load. Hybrid
energy storage system (HESS) is an emerging system-level
design technique to build a high-performance ESS in a
cost-performance way by complementary use of
heterogeneous energy storage technologies available.
Hybrid energy storage system was studied, designing to
perform analysis for different load like linear, non-linear
cases which supplied from a battery like lithium ion, lead
acid and super capacitor and ultra-capacitor. Energy
management of hybrid energy systems is significant
against the background of wide application of photovoltaic
generation.
REFERENCES
[1] Y. Zhang et al., “Small-signal modeling and analysis
of battery-super capacitor hybrid energy storage
systems,” IEEE Power and Energy Society. Page1-8,
July 2009
[2] K. Yoshimoto, T. Nanahara, G. Koshimizu and Y.
Uchida, "New Control Strategy for Regulating State-
of-Charge of a Battery in Hybrid Wind
Power/Battery Energy Storage System", IEEE PES,
pp. 1244-1251, 2006.
[3] Chang Ye, Shihong Miao *, Qi Lei and Yaowang Li
“Dynamic Energy Management of Hybrid Energy
Storage Systems with a Hierarchical Structure” MDP
Energies 2016.
[4] Florian Klumpp “Potential for large scale energy
storage technologies – comparison and ranking
including an outlook to 2030” International
Renewable Energy Storage Conference, page 124-
135 IRES 2015
[5] Dmith Buddika Wickramasinghe Abeywardana,et.al
“A Fixed Frequency Sliding Mode Controller For A
Boost-Inverter-Based Battery Suparcapacitor Hybrid
Energy Storage System” IEEE Transaction On
Power Electronics, Volume 32, Page 668-680,
January 2017.
[6] ThiloBocklisch “Hybrid Energy Storage Systems for
Renewable Energy Applications” 9th International
Renewable Energy Storage Conference, IRES 2015
Volume 73, Pages 103-111, June 2015.
[7] Reza Hemmati, HedayatSaboori “Emergence of
hybrid energy storage systems in renewable energy
and transport applications – A review” Renewable
and Sustainable Energy Volume 65, Pages 11–23
November 2016.
[8] Biswajit Ray, “Battery/ultra Capacitor Hybrid
Energy Storage System for Electric, Hybrid and
Plug-in Hybrid Electric Vehicles” IDOSI
Publications Page 1122-1126, Year 2014
[9] Biswajit Ray “Designing Hybrid Energy Storage
Systems: A Tool for Teaching System-Level
Modeling and Simulation” American Society for
Engineering Education, 2014.
[10] Cong Zhang, Haitao Min, Yuanbin Yu,
QingnianWang,andHuanli Sun “A New Method to
Optimize Semiactive Hybrid Energy Storage System
for Hybrid Electrical Vehicle by Using PE Function”
International Journal of Advanced Engineering, Management and Science (IJAEMS) [Vol-3, Issue-4, Apr- 2017]
https://dx.doi.org/10.24001/ijaems.3.4.17 ISSN: 2454-1311
www.ijaems.com Page | 381
Hindawi Publishing Corporation Volume 2015,
pages 14 year 2015.
[11] M. Masih-Tehrani, M.-R. Hairi-Yazdi, V.
Esfahanian, and H. Sagha, “Development of a hybrid
energy storage sizing algorithm associated with the
evaluation of power management in different driving
cycles,” Journal of Mechanical Science and
Technology, vol. 26, pages 4149–4159, year 2012.
[12] Younghyun Kim , Jason Koh , Qing Xie , Yanzhi
Wang , Naehyuck Changb, Massoud Pedram “A
scalable and flexible hybrid energy storage system
design and implementation” Journal of Power
Sources year 2014.

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Review on Super Capacitor-Battery based Hybrid Energy Storage System for PV Application

  • 1. International Journal of Advanced Engineering, Management and Science (IJAEMS) [Vol-3, Issue-4, Apr- 2017] https://dx.doi.org/10.24001/ijaems.3.4.17 ISSN: 2454-1311 www.ijaems.com Page | 378 Review on Super Capacitor-Battery based Hybrid Energy Storage System for PV Application Astha Shrivastava1 , Sujata Gupta2 1 M.Tech Scholar, IES IPS ACADEMY Indore, India 2 Associate professor, IES IPS ACADEMY, Indore, India Abstract— Hybrid energy storage systems are becoming an option for energy management in better performance of automotive, hybrid electrical vehicle and avionics systems. The main objective of this paper is to review and study of Hybrid Energy Storage System for PV application and to increase energy efficiency, behavior of super capacitor and utility scale storage facilities using renewable and non-renewable energy sources. Literature survey clear problem has been observed from single energy storage system (ESS) aspects and solution of hybrid energy storage system. Therefore review about Battery-super capacitor Hybrid Energy Storage System to high energy density, high power density as well as to improve battery lifetime extension and power enhancement. This paper is based on study and review of Hybrid Energy Storage System using Super capacitor, Battery and PV Module for any Load. Keywords— Hybrid Energy Storage system, Super capacitor, PV. I. INTRODUCTION The main disadvantages of renewable energy sources are that they are much expensive, intermittent, reliability of supply reliability and to generate qualities of electricity. The amount of solar energy reaching the earth's surface is 6000 times the amount of energy used by all human beings worldwide. An HESS is characterized by a beneficial coupling of two or more energy storage technologies with energy and power density, self-discharge rate, efficiency, life-time operating characteristics. The energy storage industry has just begun exploring hybrid solutions for grid- scale, called Hybrid Energy Storage Systems (HESS) it combines two or more energy storage technologies with complementary characteristics to provide optimal solution not achievable by any one technology. The hybrid energy storage system (HESS) concept is gaining importance in applications requiring load leveling, high-density energy storage, and emergency power [1]. Batteries are one of most cost-effective energy storage technologies [1][2][3][4]. They are widely used in portable electronics, hybrid or electric vehicles, and even in utility power systems [2]. Li-ion battery is widely used in applications to its high energy density, proven safety, and competitive cost. Super capacitor-Battery based hybrid energy storage systems for PV Application shown that the HESS is able to satisfy output power requirements, while allocating the ripple current and the fast power fluctuations to the super capacitor while maintaining operation of the super capacitor within predefined voltage limits. Super-capacitor with long lifecycle and high energy efficiency is evaluated in automotive industry and academia for hybrid energy storage system [11]. As the cost is continuously decreasing, photovoltaic (PV) generation has become one of the most important renewable energy sources and is being widely used. Grid- connected solar photovoltaic power plants are being installed globally at a fast pace [3]. Pumped hydro and hydrogen storage have been applied for utility-scale storage facilities and large [4].Power Electronics function to establish quantitatively mathematical relationship between the battery/SC parameters and HEV demanded power [10] II. OBJECTIVE OF REVIEW The main objective of review is to presents a technique for Hybrid Energy Storage System for PV system and to increase the energy efficiency by using renewable energy sources. The goals of this work are to design a Supercapacitor-Battery based hybrid energy storage system for PV Application. This document begins with a technical review of relevant technologies for single energy storage as well multiple energy storage technologies. The hybrid storage systems to be tested and corresponding test scenarios will be presented through MATLAB/Simulink. In Thilo Bocklisch survey Energy storage coupling architectures, basic energy management concepts and a principle approach for the power flow decomposition based on peak shaving and double low-pass filtering. In Reza Hemmati et al survey hybridization principles and proposed topologies; power electronics interface architectures, control and energy management strategies,
  • 2. International Journal of Advanced Engineering, Management and Science (IJAEMS) [Vol-3, Issue-4, Apr- 2017] https://dx.doi.org/10.24001/ijaems.3.4.17 ISSN: 2454-1311 www.ijaems.com Page | 379 and application arenas. Biswajit Ray discusses about pedagogical point of view, modeling and simulation of HESS. III. HYBRID ENERGY STORAGE SYSTEM The hybrid energy storage system (HESS) concept is gaining importance in applications requiring load leveling, high-density energy storage, and emergency power. Energy sources used in modern HESS in automotive and avionics sectors include high performance batteries such as Li-Ion, super capacitors, and flywheels. HESS provides an excellent platform for system-level modeling and simulation while integrating aspects of electrical power, control systems, and power electronics. Circuit-level models of energy storage devices such as batteries and super capacitors/ultra capacitor can be developed to perform characteristics. Energy storage Technologies are studied according to below table: Table.1: Energy Storage Technology Techn ology Pow er Ener gy Densi ty Bac k- up time Respo nse Time Effeci ency Lifet ime Pumpe d Hydro 100 mW- 2G W 400M wh- 20G wh Hou rs 12 Minute s 70- 80% 50 CAES 110 mW- 290 Mw 1.16 Gwh- 3Gw h Hou rs 12 Minute s 99% <50 BESS 100 mW 1kwh -200 Mwh Hou rs Second s 60- 80% <10 Flywh eels 5kW -100 MW 5Kw h-200 Kwh Min uts 12 Minute s 80- 95% 20 Super capacit ors <1m W 1wh- 1kW h Seco nds Millise conds >95% >10 IV. SUPERCAPACITOR Super capacitors are governed by same fundamental equations as conventional capacitors, but utilize higher surface area electrodes and thinner dielectrics to achieve greater capacitances. Electrochemical double-layer capacitors (EDLCs) are constructed from two carbon- based electrodes, an electrolyte, and a separator. In contrast to EDLCs, which store charge electro statically, pseudo capacitors store charge faradaically through the transfer of charge between electrode and electrolyte. Hybrid Capacitors Utilizing both Faradaic and non- Faradaic processes to store charge. These are a new energy storage technology ideally suited for applications needing repeated bursts of power for fraction of seconds to several minutes. They are capable of packing up to 100 times the energy of conventional capacitors and deliver ten times the power of ordinary batteries. Battery-Super capacitor hybrid energy storage system (HESS) is popular choice for battery lifetime extension, system power enhancement and it can also be used to handle a high frequency power variation which enables the battery lifetime extension as well as reduction in peak power requirement of battery. Battery-Supercapacitor hybrid energy storage system (HESS) gained increased popularity in the energy storage system applications in Grid Energy Storage Systems and Electrical Vehicles. Super capacitors are becoming a promising solution for brake energy storage in rail vehicles. Fig.1: Super capacitor Table.2: Comparison between Super capacitor and Battery Sr. No. Characteristics Battery Super capacitor 1. Charge Time 10-60 Minutes 1-10 Seconds 2. Cycle Life 500 & Higher 1million of 30000 h 3. Specific Power(W/kg) 1000 to 3000 Upto 10000 4. Service Life 5 to 10 Years 10 to 15 years 5. Charge Temperature(‘C) 0 to 45 -40 to 65 V. SOLAR PHOTOVOLTAIC SYSTEM Hybrid Energy Storage System-configuration can be beneficially employed in the context of decentralized PV- systems. HESS are an interesting and very promising flexibility technology, which can help to cover short-, mid- and longterm fluctuations in a future sustainable, 100%- renewable energy system. Energy storage coupling
  • 3. International Journal of Advanced Engineering, Management and Science (IJAEMS) [Vol-3, Issue-4, Apr- 2017] https://dx.doi.org/10.24001/ijaems.3.4.17 ISSN: 2454-1311 www.ijaems.com Page | 380 architectures, basic energy management concepts and a principle approach for the power flow decomposition based on peak shaving and double low-pass filtering. Moreover, HESS-configurations, suitable for the application in decentralized PV-systems. Solar photovoltaic system is shown in below figure: Fig.2: Solar Photovoltaic System PV plants use silicon solar cells, where Iph is the current of a photo-generated current source, D is a non-linear diode, Rsh and Rs are theinternal parallel and series resistance respectively, IPV is the photovoltaic output current, VPV is thephotovoltaic output voltage. sh spvpvAKT IVq sphpv R RIV eIII PV RSpv             1 )( (I) Where Isis the diode saturation current, q is a constant (1.602_10_19C), k is the Boltzmann constant (1.381 _ 10_23 J {K), TPV is absolute temperature when the photovoltaic works, A is a diode feature fitting coefficient. VI. CONCLUSION As per review of Hybrid energy storage system, super capacitor, Battery and its combinations for any load for application of PV Module. In Hybrid Energy Storage System (HESS) Supercapacitors offer long life, low maintenance, light weight and environmentally friendly solutions when compared to batteries. Behavior of hybrid energy storage systems was study, learned and investigated. It has educational, analysis, experimental behavior and helps for the future work to have a better understanding about designing of Super capacitor-battery based Hybrid Energy Storage System (HESS). Block diagram representation is used to Study about more reliable storage system. Energy storage systems (ESS) are expected to play key roles to improve efficiency and reliability either PV Application or particular load. Hybrid energy storage system (HESS) is an emerging system-level design technique to build a high-performance ESS in a cost-performance way by complementary use of heterogeneous energy storage technologies available. Hybrid energy storage system was studied, designing to perform analysis for different load like linear, non-linear cases which supplied from a battery like lithium ion, lead acid and super capacitor and ultra-capacitor. Energy management of hybrid energy systems is significant against the background of wide application of photovoltaic generation. REFERENCES [1] Y. Zhang et al., “Small-signal modeling and analysis of battery-super capacitor hybrid energy storage systems,” IEEE Power and Energy Society. Page1-8, July 2009 [2] K. Yoshimoto, T. Nanahara, G. Koshimizu and Y. Uchida, "New Control Strategy for Regulating State- of-Charge of a Battery in Hybrid Wind Power/Battery Energy Storage System", IEEE PES, pp. 1244-1251, 2006. [3] Chang Ye, Shihong Miao *, Qi Lei and Yaowang Li “Dynamic Energy Management of Hybrid Energy Storage Systems with a Hierarchical Structure” MDP Energies 2016. [4] Florian Klumpp “Potential for large scale energy storage technologies – comparison and ranking including an outlook to 2030” International Renewable Energy Storage Conference, page 124- 135 IRES 2015 [5] Dmith Buddika Wickramasinghe Abeywardana,et.al “A Fixed Frequency Sliding Mode Controller For A Boost-Inverter-Based Battery Suparcapacitor Hybrid Energy Storage System” IEEE Transaction On Power Electronics, Volume 32, Page 668-680, January 2017. [6] ThiloBocklisch “Hybrid Energy Storage Systems for Renewable Energy Applications” 9th International Renewable Energy Storage Conference, IRES 2015 Volume 73, Pages 103-111, June 2015. [7] Reza Hemmati, HedayatSaboori “Emergence of hybrid energy storage systems in renewable energy and transport applications – A review” Renewable and Sustainable Energy Volume 65, Pages 11–23 November 2016. [8] Biswajit Ray, “Battery/ultra Capacitor Hybrid Energy Storage System for Electric, Hybrid and Plug-in Hybrid Electric Vehicles” IDOSI Publications Page 1122-1126, Year 2014 [9] Biswajit Ray “Designing Hybrid Energy Storage Systems: A Tool for Teaching System-Level Modeling and Simulation” American Society for Engineering Education, 2014. [10] Cong Zhang, Haitao Min, Yuanbin Yu, QingnianWang,andHuanli Sun “A New Method to Optimize Semiactive Hybrid Energy Storage System for Hybrid Electrical Vehicle by Using PE Function”
  • 4. International Journal of Advanced Engineering, Management and Science (IJAEMS) [Vol-3, Issue-4, Apr- 2017] https://dx.doi.org/10.24001/ijaems.3.4.17 ISSN: 2454-1311 www.ijaems.com Page | 381 Hindawi Publishing Corporation Volume 2015, pages 14 year 2015. [11] M. Masih-Tehrani, M.-R. Hairi-Yazdi, V. Esfahanian, and H. Sagha, “Development of a hybrid energy storage sizing algorithm associated with the evaluation of power management in different driving cycles,” Journal of Mechanical Science and Technology, vol. 26, pages 4149–4159, year 2012. [12] Younghyun Kim , Jason Koh , Qing Xie , Yanzhi Wang , Naehyuck Changb, Massoud Pedram “A scalable and flexible hybrid energy storage system design and implementation” Journal of Power Sources year 2014.