A review of energy storage systems in electricity markets - TU Wien

 
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A review of energy storage systems in electricity markets - TU Wien
12. Internationale Energiewirtschaftstagung an der TU Wien IEWT 2021

 A review of energy storage systems in electricity
 markets.
 Zejneba Topalović1, Reinhard Haas, Amela Ajanović, Marlene Sayer

 Energy Economics Group, Vienna University of Technology, E-mail: zejneba.topalovic@student.tuwien.ac.at

Abstract:

Recent events in power systems: negative electricity prices, high fluctuations in the electricity
market, and positive progress of a variable generation, have influenced the need for energy
storage systems. These systems were first used as pumped hydro plants, but in recent years
new types of storage have been developing, as the technology costs decrease and renewables
installations increase. Policymakers defined a roadmap for reaching net-zero emissions by
2050., ensuring clean energy transition which has been questioned since the COVID-19
outbreak. At the beginning of the global pandemic, with the government restrictions and
industrial setbacks, a decrease in CO2 emissions occurred for a short period. Demand drop
and high supply of variable generation in the grids have been challenging for power systems
operators. Since the global energy sector has been under disruptions and has influenced high
socio-economic changes, a growing number of countries pledge net-zero emissions
agreement, towards sustainable and clean energy development. With the Paris Agreement's
goals for limiting global warming to 1,5 degrees Celsius, many countries are already going
towards carbon neutrality ambitious targets. These goals are opening a set of new
technologies, business opportunities, thus improving the economy. Measures for the
implementation of the set goals and a higher share of renewable generation are already taken,
showing that energy storage systems are becoming new emerging technology for balancing
power grids. With projections of new solar by 2050. it is expected for the storage market to rise
and balance possible price fluctuations. This paper presents a review of the up-to-date
research on storage technologies, different grid applications, but also economic assessment.
A brief history of storage development is given, along with an overview of the technologies in
the whole chain that explains their impact on total energy demand. There is a review of storage
systems applications divided into different categories. Since there is obscure information about
the costs of implementing storage systems, we provide a detailed review of cost analysis and
feasibility of storage projects. This paper presents an energy storage review using the method
of narrative. Collected up-to-date research on energy storage technologies, applications,
environmental and economic assessment is published in a wide range of articles with high
impact factors. Since, there is obscure research on relatively new technology such as energy
storage, and especially their costs, global databases are used. The main contribution of this
paper is a presentation of the current feasibility of these systems for investors and power
operators and other market players. Finally, we present prospects derived from the presented
review.
,Keywords: energy storage technologies, costs, storage feasibility, electricity market

1
 Jungautor, +38762914462, zejneba.topalovic@student.tuwien.ac.at

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1 Introduction

1.1 Motivation

IEA has built a roadmap for reaching net-zero emissions by 2050, ensuring clean energy
transition in the energy sector. COVID-19 global pandemic has put energy transition into the
perspective since it stopped green energy progress at the beginning. A setback of the industrial
consumption and high variable generation in the grids have left clean energy transitions in the
grey area, where it was predicted that after the pandemic, high industrial generation would
postpone climate mitigation policies. (International Energy Agency, 2020) examines different
scenarios of future pandemic solving with a focus on the next ten years and their impact on
the energy sector. A rapid decline in renewable generation costs has boosted energy
transformation with 9,6 GW installed capacity in 2019. (Irena, 2020). Since the global energy
sector has been under disruptions and has influenced high socio-economic changes, a
growing number of countries pledge net-zero emissions agreement, towards sustainable and
clean energy development. According to the new IEA report(IEA, 2020), China and India are
going to lead energy growth for the next year. India is facing extreme changes in the last 10
years, first due to extreme electrification and second due to high solar generation. Impact of
lockdown measures, increase of renewable generation and drop in energy demand impact
future need for long–term storage. Roadmap for India (India energy outlook report (IEA), 2015)
renewable and storage development is an example for other countries, showing rapid changes
in global emission mitigation. With the Paris Agreement's goals for limiting global warming to
1,5 degrees Celsius, many countries are already going towards carbon neutrality ambitious
targets. These goals are opening a set of new technologies, business opportunities and are
improving the economy. Measures were taken for the implementation of the set goals, and a
higher share of renewable generation. Some countries have more than a 30% share of variable
generation, which sometimes exceeds energy demand. Solar photovoltaics and onshore wind
are dominating, attracting 46% and 29%, respectively, of global renewable energy
investments, as seen in Figures 1,2, and 3. With projections of new solar by 2050., it is
expected for the storage market to rise and balance possible price fluctuations.

 800,000
 700,000
 600,000
 Installed capacity [MW]

 500,000
 400,000
 300,000
 200,000
 100,000
 0
 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
 PV solar thermal

Figure 1 Installed capacity trends of solar technology, source: (IRENA and CPI (2020), Global Landscape of
Renewable Energy Finance, 2020)

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 800,000
 700,000
 Installed capacity [MW]

 600,000
 500,000
 400,000
 300,000
 200,000
 100,000
 0
 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
 wind onshore wind offshore

Figure 2 Installed capacity trends of wind technology, source: (IRENA and CPI (2020), Global Landscape of
Renewable Energy Finance, 2020)

Figure 3 Annual financial commitments in renewable energy, source: (IRENA and CPI (2020), Global Landscape
of Renewable Energy Finance, 2020)

1.2 Core objective

Energy storage as new technology has been used recently more in the light of flexibility needs.
As seen in Figure 4, pumped hydro storage is still leading with an installed storage capacity of
182 GW. According to collected data from World Energy Database [DOE], other storage
technologies are still lagging behind historical installations of pumped hydro storage.
Nevertheless, energy storage systems are considered new emerging technology for adding
flexibility to power grids. As (Irena, 2020) predicts, stationary storage (excluding EVs) would
need to increase from 30 GWh today to 9000 GWh by 2050. These figures should be achieved
through proper sizing and installing energy storage.

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 Electro-
 Pumped hydro
 chemical Compress
 storage
 7% ed Air
 Compressed Air Energy
 Energy Storage Storage
 Electro-chemical 0%
 Thermal
 Storage
 Electro-
 Electro- 38%
 mechanic
 mechanical al
 39%
 Pumped Hydrogen Storage
 hydro
 storage Lead-Carbon Lead- Lithium
 97%
 Carbon Ion
 Liquid Air Energy 0% Battery Liquid Air
 Storage 15% Energy
 Hydrogen
 Lithium Ion Storage Storage
 Battery 1% 0%

 Figure 4 Installed energy storage capacities Figure 5 Installed energy storage capacities without
 globally[DOE] pumped hydro storage [DOE]

1.3 Major literature

Energy storage has been recently revitalized subject, but it still lacks information. (Olabi et al.,
2021) and (Koohi-Fayegh and Rosen, 2020) reviewed energy storage systems by mainly
focusing on the technology and application. Hence, this review paper covers the gap by
proposing an energy storage overview alongside economic criteria.

1.4 The organization of the paper

This paper is organized as follows: Section 2 gives a brief history of the storage development.
Section 4 gives an overview of the technologies, while Section 5 provides comprehensive
reviews of the economic assessment. Section 6 shows environmental aspects. Following is
Section 7 where the impact of energy policies is described, while the paper concludes with
Section 8.

2 History of storage
First storage systems by some researchers (Danila, 2015) date back from 2200 years ago,
considering archeological findings of a clay pot near Baghdad. Experiments showed that this
ancient battery could produce 1.5 to 2 Volts, but scientists are still divided on this topic since it
wasn't figured for what it was used. Later on, in the 19th century, Volta experimented with
copper and zinc and discovered Voltaic pile which led to series of discoveries of electrolysis
and batteries that we know of today. Following this, Plante discovered a rechargeable Lead-
acid battery. Throughout the century, batteries developed and were being used in large-scale
systems, as Faure and Sellon improved batteries by placing the positive and negative
electrodes in the spiral. Parallel development of the superconductors led to the possibility of

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storing quantities of electricity in the magnetic fields (Vyas and Dondapati, 2020), (Salama and
Vokony, 2020). Figure 6 illustrates the historical development of battery storage systems.

 Figure 6 History of battery storage development

Pumped hydro storage systems started developing in the early 1900s, but now are the most
used storage technology because of their characteristics to store a large amount of energy.
The system works on the principle of two reservoirs and the potential energy of water. When
demand is high, electricity is produced by storing the water from the upper to the lower
reservoir. At night, when demand is low, electricity from the grid is used to pump back up water,
as seen in Figure 6. This system balances and adjusts the demand/supply, thus providing the
stability of the power grids. Hence, pumped hydro storage is the most used storage technology
with installed capacities of 181 GW globally [DOE]. The development of renewables
technologies, their higher integration in power grids has led to a revitalization of already
installed pumped hydro storage plants. Overcoming challenges in operating power grids with
high shares of renewables is possible with storage technologies, especially ones with the
application as bulk energy storage systems.

Figure 7 Pumped hydro storage principle [ EASE 2021]

Nevertheless, bulk energy storage systems, such as pumped hydro storage, development of
the batteries have continued, especially considering a variety of their application. With the
technical revolution in the late 1970s and the new emergence of the telephone and computer
technology, storage developed beside batteries, as supercapacitors were discovered. A
detailed description of the technology is given by (Chang and Hang Hu, 2018). An Exponential
increase in electric and hybrid vehicles influenced new research, but supercapacitors are still
behind the main competitor for these applications: Lithium-ion batteries. (Miao et al.,

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2019),(Fang et al., 2020) and (Zubi et al., 2018) describe the progress and current state of
Lithium-ion batteries.

3 Literature review
In this paper, three main research topics are in focus. Firstly, we consider the energy storage
system's technical characteristics and application, then focus on the feasibility and economic
assessment of these systems. Thirdly, we provide a comprehensive analysis of the flexibility
and ancillary services of storage. Figure 8 presents collected information about storage
systems in this paper and the main storage division concerning material, application, and future
applications and RES development most important: feasibility.

 Figure 8 Storage classification

Storage systems were first used as pumped-hydro plants (Al-hadhrami and Alam,
2015),(Barbour et al., 2016)(Hunt et al., 2020). During the peak hours, water potential was
used to generate electricity. When demand decreases in night hours, water was pumped back
up the hill, so it was reused the other day again for the electricity. This system was useful in
coordination with nuclear and fossil power plants which were non- dispatchable. Regardless

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of pumped hydro storage capacity, geographical requirements are still a major constraint. In
recent years, distributed generation has been influencing other storage technologies. Off-grid
application of batteries in remote areas, together with solar generation is changing electricity
market operation (Telaretti and Dusonchet, 2017). Depending on the renewable energy system
application, battery energy storage system sizing methodology is chosen (Yang et al., 2018).
As there is high potential in using hybrid energy storage systems, some researchers found
energy costs to be lower in comparison to single storage cases (Münderlein et al., 2020)(Javed
et al., 2020). Pumped hydro storage power plants have been revitalized in recent years due to
the flexibility mechanism of operating in the electricity market. Some countries' main plan for
reaching targeted renewable shares, is investing in pumped hydro storage systems (Blakers
et al., 2018). The profitability study shows a reduction in reserve capacity and investments in
peaking units in Europe, as the storage capacities increase (Dallinger et al., 2019). The
contribution of energy storage is caused by additional charging to replace generators in the
merit order, capacity utilization and for renewable-induced systems (Soini, Parra and Patel,
2020). In recent literature, there has been a lack of energy storage economic parameters. Most
of the literature is about dispatching and modeling renewable generation with energy storage
(Santos et al., 2021),(Mohandes et al., 2021), (Mazzoni et al., 2019) or using mobile storage
systems for unbalanced distribution grids (Nazemi et al., 2021). Alongside planning renewable
generation, energy storage capacities must be considered and analyzed(Wu et al., 2021), as
well as operational energy storage strategy (Habibi et al., 2020). Energy storage overview
(Olabi et al., 2021) underlines increase in predictability method for RES, but as well economic
perspective for further storage developments as in (AL Shaqsi, Sopian and Al-Hinai, 2020).
(Martin and Rice, 2021) make an analysis of future generation mix in Australia for minimizing
future outages risks and network failures using energy storage estimated increase of 19 GW
by 2041. Energy storage reviews (AL Shaqsi, Sopian and Al-Hinai, 2020) and (Das et al., 2018)
main concern is the capacity of energy storage, which lack proper description given from
production companies. In this paper wide range of literature is analyzed and collected. The
most valuable information about technical and economical parameters is provided,
respectively in Table 1 and Table 2. With all data collected, Table 3 gives an overview of all
possible storage applications.

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Table 1 Energy storage characteristics

 Power density (voumetric) Energy density (voumetric) ( Energy density Cycle efficicency Response
 Type of storage Power Range MW Lifetime(cycles) References
 (kW/m3) kWh/m3) (mass) (kWh/kg) % time

 10-5000 - - - 75-85 s-min 40-60 (>13000) (Das et al. , 2018)
 4
 0.1-0.2 0.2-2 0.2-2 70-80 >0.5x10
 Pumped hydro storage 0.5-1.5 0.5-1.5 0.5-1.5 70-85 - >1000 (Koohi-Fayegh and Rosen, 2020)
 - 0.01-0.10 0.5-1.3 0.3-1.3 65-90 -6x

 10-1000 - - 0.1-0.4 65-80 min 30-50 (Olabi et al. , 2021)

 5-1000 - - - 70-89 1-15min 20-40(>13000) (Das et al. , 2018)
 0.2-0.6 2-6 41-75
 Compressed Air Energy
 0.5-2 3-6 30-60 - (Koohi-Fayegh and Rosen, 2020)
 Storage
 - 0.04-10 0.4-20 3-60 60-90 -3x

 50-300 - - 3.2-5.5 70-73 - 30-40 (Olabi et al. , 2021)

 0.1-20 - - 93-95 100000) (Das et al. , 2018)
 5000 20-80 5-30 80-90 2x104-107
 Flywheel - 1000-2000 20-80 10-30 90-95 - >2x104 (Koohi-Fayegh and Rosen, 2020)
 40-2000 0.3-400 5-200 70-96 -

 0.1-20 - - 5-100 85 - 20 (Olabi et al. , 2021)

 0-100 - - - 85-90 20ms-s 5-15 (1000-20000) (Das et al. , 2018)
 1300-10000 200-400 60-200 85-98 500-10000
 Lithium-ion Battery - 1500-10000 200-500 75-200 90-97 - 1000-10000 (Koohi-Fayegh and Rosen, 2020)
 60-800 90-500 30-300 70-100 250-10000

 0.1-50 - - 80-150 78-88 - 14-16 (Olabi et al. , 2021)

 0-40 - - - 60-65 ms 10-20(2000-3500) (Das et al. , 2018)
 75-700 15-80 15-40 60-80 1500-3000
 Nickel-Cadmium - 80-600 60-150 50-75 60-70 - (Koohi-Fayegh and Rosen, 2020)
 40-140 15-150 10-80 60-90 300-10000

 50 - - 30-50 72 - 13-20 (Olabi et al. , 2021)

 0-40 - - - 70-90 5-10ms 3-15(2000) (Das et al. , 2018)
 90-700 50-80 30-45 75-90 250-1500
 Lead -acid - 10-400 50-80 30-50 70-80 - 500-1000 (Koohi-Fayegh and Rosen, 2020)
 10-400 25-90 10-50 60-90 300-3000

 0.05-10 - - 30-50 75-80 - 15 (Olabi et al. , 2021)

 0.05-34 - - - 80-90 1ms 10-15(2500-4500) (Das et al. , 2018)
 120-160 150-300 100-250 70-85 2500-4500
 Natrium Sulfur - 140-180 150-250 150-240 - 2500 (Koohi-Fayegh and Rosen, 2020)
 1-50 150-350 100-240 65-90 1000-4500

 0.05-0.0534 - - 100-175 75-87 - 12-20 (Olabi et al. , 2021)

 0.03-03 - - - 85 1000 (Koohi-Fayegh and Rosen, 2020)
 Hydrogen Fuel Cell
 100-370 150-250 75-90

 0.1-50 - - - 35-42 - 15 (Olabi et al. , 2021)

 0-0.3 - - - 90-95 8ms 20+(>100000) (Das et al. , 2018)
 2600 6 75-80
 4
 Superconducting magnetic - 0.2-2.5 0.5-5 95-97 - >2x10 (Koohi-Fayegh and Rosen, 2020)
 300-4000 0.2-14 0.3-75 80-99

 0.05-0.25 - - 2-69 80-95 - 20 (Olabi et al. , 2021)

 0-0.03 - - - 90-95 8ms 20+(>100000) (Das et al. , 2018)

 Super capacitor - 40,000-120,000 10-20 1-15 85-98 - (Koohi-Fayegh and Rosen, 2020)
 >100,000 10-30 2.5-15 90-97
 -
 15-4500 1-35 - 65-99 - (Olabi et al. , 2021)

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Table 2 Economic and environmental parameters of the storage

 Capital cost (power Capital cost(energy Environmental
 Type of storage Charge time Discharge time References
 based) €/kW based) €/kWh impact

Pumped hydro 1700-2550 4.25-85 hr-months 1-24hr+ Large (Das et al. , 2018)
 510-1700 4.25-85 (Koohi-Fayegh and Rosen, 2020)
 10.2-71.4 (Olabi et al. , 2021)
Compressed air 340-850 1.7-102 hr-months 1-24hr+ Large (Das et al. , 2018)
 340-680 1.7-42.5 (Koohi-Fayegh and Rosen, 2020)
 3.4-71.4 (Olabi et al. , 2021)
Flywheel 212.5-297.5 850-11900 sec-min ms-15min Almost none (Das et al. , 2018)
 255-850 2550-5100 (Koohi-Fayegh and Rosen, 2020)
 340-680 (Olabi et al. , 2021)
Lithium- ion 765-3400 510-3230 min-days min-hr Moderate (Das et al. , 2018)
 1020-3400 85-2125 (Koohi-Fayegh and Rosen, 2020)
 765-1105 (Olabi et al. , 2021)
Lead-acid 255-510 170-340 min-days s-hr Moderate (Das et al. , 2018)
 255-510 170-340 (Koohi-Fayegh and Rosen, 2020)
 51-102 (Olabi et al. , 2021)
Nickle-Cadmium 425-1275 340-2040 min-days s-hr Moderate (Das et al. , 2018)
 425-1275 680-1275 (Koohi-Fayegh and Rosen, 2020)
 340-2040 (Olabi et al. , 2021)
Natrium-Sulfur 850-2550 255-425 sec-hr s-hr Moderate (Das et al. , 2018)
 850-2550 255-425 (Koohi-Fayegh and Rosen, 2020)
 212.5-456.45 (Olabi et al. , 2021)
Vanadium-Redox 510-1275 127.5-850 hr-months s-24hr+ Moderate (Das et al. , 2018)
 850-2550 255-425 (Koohi-Fayegh and Rosen, 2020)
 - - (Olabi et al. , 2021)
Capacitor 170-340 425-850 sec-hr ms-60min Small (Das et al. , 2018)
 170-340 425-850 (Koohi-Fayegh and Rosen, 2020)
 - - (Olabi et al. , 2021)
Supercapacitor 85-382.2 255-1700 sec-hr ms-60 min None (Das et al. , 2018)
 110.5-437.75 8500 (Koohi-Fayegh and Rosen, 2020)
 - - (Olabi et al. , 2021)
Magnetic 170-415.65 850-61200 min-hr ms-8s Moderate (Das et al. , 2018)
 110.5-437.75 850-8500 (Koohi-Fayegh and Rosen, 2020)
 6083.45-17000 (Olabi et al. , 2021)
Hydrogen 425-850 12.75 hr-months 1-24hr+ Small (Das et al. , 2018)
 425-850 - (Koohi-Fayegh and Rosen, 2020)
 11.9-15.3 (Olabi et al. , 2021)
Thermal CES 170-255 2.55-25.5 min-days 1-8 hr Bening (Das et al. , 2018)
 170-255 2.55-51 (Koohi-Fayegh and Rosen, 2020)
 - - (Olabi et al. , 2021)

4 An overview of the technologies
In this chapter, we present a detailed review of all types of energy storage systems. Energy
storage systems have different characteristics, as seen above, hence they are used for various
applications, which is given in Table 3.

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Table 3 Technical characteristics for energy storage technologies

 Installed back- bulk increase of
 bridging energy energy frequency load long- medium- network peak power primary
 Type of storage capacities up energy self-
 power arbitrage management regulation balancing term term operation shaving quality regulation
 MW power storage consumption
Pumped hydro storage 181911 * * * * * * * * *
Compressed Air Energy Storage 8,41 * * * * * * *
Flywheel Energy Storage - * * * * * *

 Lead- acid - * * * * * * * * *

 Lithium-ion 754,61 * * * * * * * * * *
 Sodium- sulfur (NaS) - * * * * * * * *
 Nickle- Cadmium - * * * *
 Vanadium Redox Battery - * * * * * * * * * *

 Zn- Br - * * * * * * * *
 reducing support of uninterrup wind
 PV self- renewable renewables short- system time-
 Type of storage peak voltage ted power utility energy Storage duration
 consumption integration support term operation shift
 demand regulation supply curtailment
Pumped hydro storage * * * * 16 h discharge
Compressed Air Energy Storage * * * * 16 h discharge
Flywheel Energy Storage * * * 0.25 h discharge ( short)
 4 h discharge ( short and long
 Lead- acid * * * * * * * *
 duration)
 Lithium-ion * * * * * * * 4 h discharge ( medium term)
 Sodium- sulfur (NaS) * * * * * long and short duration
 Nickle- Cadmium * long and short duration
 Vanadium Redox Battery * * * * * * * * long and short duration, 4 h discharge

 Zn- Br * * * * long and short duration

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4.1 Mechanical

4.1.1 Pumped hydro storage

(Al-hadhrami and Alam, 2015) presented review of the existing global PHES systems and
hybrid systems such as solar PV-hydro and wind-hydro, questioning the technology for island
grids and bulk storage systems. (Hunt et al., 2020) case study for pumped hydro storage large
scale with innovative arrangements shows possibilities for storage with low topography
variations and water availability. Some examples of countries' renewed interest in PHS
(Dursun and Alboyaci, 2010) and analyses considering scenarios based on hourly prices
(Barbaros, Aydin and Celebioglu, 2021). This evaluation shows that pricing policies on storage
schemes provide infeasible projects. Pumped hydro storage can effectively manage energy
variations in hybrid mode with battery bank, especially for off-grid renewable systems, as PHS
and battery storage have complementary characteristics, complementing each other in the low
state of charge periods(Javed et al., 2020).

4.1.2 Compressed air energy storage

As well as pumped hydro storage systems, compressed air energy storage systems depend
on geographical locations. These systems utilize large underground storage caverns for
providing large-scale and long-term electricity storage. In (King et al., 2021) recent large-scale
CAES projects are presented alongside a method for utilizing these systems. Since operating
non- dispatchable energy generation is quite challenging, the first economic characterization
of offshore compressed air energy storage is given in (Li and Decarolis, 2015).
CAES is beside PHES systems, the most cost-efficient technology for large-scale application,
but it is also limited with geographical position. Liquid air energy storage systems, on the
contrary, have simple construction, regardless of geographical location, hence they are the
main alternative to large-scale energy storage, reviewed in (Borri et al., 2021).

4.1.3 Flywheel

This type of storage, as an alternative to electrochemical energy storage systems because of
the same characteristics of short-duration time, is examined from a techno-economic point of
view (Rahman et al., 2021). Detailed principle of flywheel technology, application,
development, and systems practice is given in (Arabkoohsar and Sadi, 2021). As flywheels
application in peak shaving is important when analyzing the future of e-mobility, (Thormann,
Puchbauer and Kienberger, 2021) investigate the economic and technical suitability of FESS
for charging electric vehicle use cases. They find that electric buses can be operated with cost-
efficiency when FESS is at the technical optimum.

4.2 Electrochemical Energy Storage Systems
Energy storage technologies reviews by (Behabtu et al., 2020) and (Yang et al., 2018) fill the
gap as stated, in storage literature and show potential for Li-ion batteries as fully integrated
parts of the grid. Battery energy storage has been developing recently hence the improvement

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in electric vehicles production and decrease in the material costs. (Poullikkas, 2013) has
compiled a dataset on large-scale storage systems and industrial storage systems, while
(Figgener et al., 2020) shows a wide range of possibilities for further development, from
currently 415 MW battery power installations in Germany.
Trends in the spreading of stationary batteries in the USA (Telaretti and Dusonchet, 2017),
show that the profitability of ESS depends on the revenues, which is an indication for the
stakeholders to ensure to compensate for storage costs. Most of the applications of battery
energy storage have been used for electric vehicles, but recently more in end-user installations
for self-consumption. One of the storage applications, market-oriented is price arbitrage, which
shows potential in operation strategy with price differentials. (Metz and Saraiva, 2018) estimate
the required price volatility in the German intraday market, to justify an investment in a 1 MW
storage device. These calculations analyze battery technologies from the economic
perspective as it is vital for their future usage. Simulation of hybrid battery storage systems,
used as primary reserve control in (Münderlein et al., 2020) proved to be profitable because of
the multi-use strategy. Other concerns about battery storage are durability and size, hence
(Kelly and Leahy, 2020) explore optimal investment. Overview of different battery technologies
of EVs and comparison regarding environmental impacts in (Balali and Stegen, 2021) indicates
advantages and current limitations.
 A lifetime of the batteries is the main issue for wider usage, hence the lower market price for
lead-acid shows they are still operable for primary reserve and peak-shaving. (Fares and
Webber, 2018) found greater benefit when increasing the life cycle of lead-acid batteries since
they have lower cycle life than other batteries for which is better to increase calendar life.
Lithium-ion batteries are mainly used for distribution or household storage(Alimardani,
Narimani and Member, 2021). Since self-consumption is increasing due to the decrease in
solar technology costs, prosumers are a new group of storage users, who are slowly becoming
local energy market players (El-batawy, Morsi and Member, 2021) (Shen et al., 2021)(Dai,
Member and Charkhgard, 2021). When implementing battery storage, optimal energy and
power control in grid-connected systems becomes the main concern (Malysz, 2014),(Shi et al.,
2017)(Pand, Pand and Kuzle, 2019). Modular storage systems are growing faster than large-
scale ones (Irany et al., 2019), which indicates that the mass market of storage should be more
frequently analyzed and monitored.

4.3 Thermal Energy Storage Systems
The potential for utilizing thermal energy storage technologies has not been fully used. (Yang
et al., 2021) presents the current state of the art of technology and provides a comprehensive
review of potential applications. Usage of thermal energy storage is being utilized as large-
scale compressed air energy storage, but this application needs suitable geological locations
for large underground caverns. (King et al., 2021) presents an overview of CAES potential in
India and the UK showing development in finding new possibilities for storage utilization.
A large-scale electrical energy storage alternative to PHS and CAES is liquid air energy
storage, which can enhance its profitability and technology performance in hybrid solutions
with the design of the waste energy recovery sections (Borri et al., 2021). Since solar thermal
systems aren’t still economically feasible, (Gautam and Saini, 2020), presented the techno-
economic potential of these systems together with packed back storage systems.

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4.4 Chemical Energy Storage Systems ( hydrogen)
This type of storage system can be used as energy arbitrage and long-term storage, rather
than fast response storage. Low efficiencies of 54%, are applicable in hybrid storage systems
such as wind-hydrogen storage units (Storage, Energy and Abdi, 2019). Findings show that
pumped hydro energy storage is the most cost-effective storage technology and for short-term
and medium-term deployment scenarios, followed by compressed air storage and opposed to
hydrogen storage (Klumpp, 2016), but for large-scale storage, hydrogen cost-effectiveness is
behind compressed air storage.

4.5 Electrical Energy Storage Systems ( Capacitor, Supercapacitor, SMEs
Supercapacitors can be used as fast charge or backup systems since they have long cycling
life, high power density, and reversibility. These systems are described in detail in (Chang and
Hang Hu, 2018). (Wang et al., 2021) summarized materials for flexible supercapacitors
provided an overview of strategies for improving their performance and described future
aspects of supercapacitors considering high costs at the moment. Study (Miller and Butler,
2021) gives a design approach for every storage application and shows that there is no the
best capacitor since every examined capacitor has the best performance for a specific
application.

4.6 Hybrid power systems with storage
With the high penetration of photovoltaics in distribution grids in recent years, there have been
operational challenges for maintaining frequency stability. Technologies decrease in solar,
increases household installations for self-consumption. Home storage systems that store
excess electricity generation during the day are making roof-top solars feasible. Decreasing
prices in battery technology are boosting economic effects for end-users. Home storage in
Germany has grown at more than 50% per year since 2013., which shows a usable storage
capacity of about 600 MWh and a total output of more than 200 MW by the end of 2017.
(Kairies et al., 2019). Initial investment costs are still a barrier for wider renewable and storage
grid integration. Techno-economic analysis of battery, thermal, and pumped hydro storage is
based on the Levelized Cost of electricity (He et al., 2021). This comparison shows that thermal
energy storage is the most cost-effective. New research of superconducting magnetic energy
storage in wind power generation systems, shows flexibility potential (Xu et al., 2018). A review
of different sizing methodologies and capacity optimization for these hybrid systems is given
in (Rı, 2012), (He et al., 2021). Battery hybrid systems can be a suitable option for enhancing
storage profitability since it was proven that calendar aging of batteries is a major limit instead
of cycling aging (Münderlein et al., 2020).

5 An economic analysis of storage technologies
Energy storage advantages are presented in the chapters above. Nevertheless, economic
assessment is important for mitigating wider storage installation and hence wider renewables

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grid integration (Zerrahn, Schill, and Kemfert, 2018). (Aguiar and Gupta, 2021) proposed the
energy storage insurance contract, which is signed between renewable producers and store
owners, promoting the increase of renewables in the market, and provides revenue for storage
units in the market. Different flexibility options are analyzed in (Resch et al., 2021) showing
techno-economic possibilities of large-scale battery storage for PV grid expansion as opposites
to traditional distribution grids. Reviewed storage technologies for load shifting in (Frate,
Ferrari, and Desideri, 2019) proved non-feasibility, but for very low charging energy prices
promising technologies are: ACAES, ICAES, and Ra-PTES, followed by Br-PTES, PHES, and
UPHES.
On the other side, end-users play important role in the energy revolution, as self-consumption
increases (Kairies et al., 2019). Case study of the proposed model for optimal dispatching
energy storage system as integrated into user-side, (Ding et al., 2021) ensures system's
economy and minimizes operational costs. Economic benefits must be maximized for energy
systems to be properly utilized. Based on the current storage costs and electricity market
policy, installations of energy storage systems on the customer side, cannot gain profits, but
can consequently reduce CO2 emissions (Chen, Li, and Li, 2021), which leads to high
environmental impact. New research (Schram et al., 2020), (Liu et al., 2021) shows high
potential in community energy storage, developed for trading electricity between local
households.
When analyzing investment profitability of storage installations, Levelized costs of storage are
recently used as a comparison between different technologies (Borri et al., 2021).
Levelized cost of storage (€/kWh) is the internal average price at which electricity can
be sold for the investment's net present value to be zero. This is the sum of the Levelized Cost of
electricity discharged and electricity market price (€/kWh) divided with energy storage
system efficiency factor (input/output of energy storage system). Detailed levelized storage
costs assesment is given in (Topalovic et al., 2022).

 = + 
 (1)

5.1 Overview of the economic assessment

Further development of energy storage technologies is wildly influenced by economic
characteristics. (Li and Decarolis, 2015) used mixed integer programming for examination of
the cost-effectiveness of offshore wind coupled to offshore compressed air energy storage.
Other studies not older than 5 years are examined through the research, showing most of the
data is collected from articles and using Levelized cost of storage (Rahman et al., 2020)
(Mostafa et al., 2020). (Parra et al., 2017) used also Levelized cots of storage but, as well two
other complementary techno-economic methods: the Levelized value and profitability. The
main difference between results found in the given literature is the cost variation due to the
proposed assumptions. Depending on the different discharge time, life cycle, efficiency, and
market price, the uniformity of the Levelized cost of storage is reduced. Cost comparison of
three large-scale energy storage technologies ( hydro, compressed air, and hydrogen (power-

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to-gas), given in(Klumpp, 2016) uses CAPEX and OPEX for Levelized electricity calculation.
OPEX consists of costs for operating and maintaining installations, but as well as electricity
consumed for charging storage, which equals in the end to the Levelized cost of storage. The
first economic characterization of offshore compressed air energy storage is given in (Li and
Decarolis, 2015). The model is also based on the Levelized Cost of electricity and optimization
of the grid-tied cable capacity. (de Boer et al., 2014) analyzed economic consequences of the
application of power-to-gas, PHS, and CAES in electricity systems at different wind power
penetration levels. They conclude that the application of large-scale energy storage systems
reduces costs. These reductions are higher when using storage systems with higher cycle
efficiency, higher storage production capacity, or coupling storage to an energy system with a
higher wind penetration. Environmental effects for some scenarios resulted in higher fuel use
and emissions.

6 Environmental aspects of energy storage
Energy policies are focused on reducing CO2 emissions, shifting towards intermittent
renewable power, and maintaining grids stability (European Commission, 2013), but also on
the environmental aspect of these technologies. A comprehensive review that integrates both
economic and environmental criteria of energy storage is (Rahman et al., 2020). Techno-
economic assessment in this paper shows that the Levelized cost of energy decreases with
an increase in storage duration. Challenge for electrochemical energy storage wider
integration is the disposal of material, besides already issued life cycle. Recycling and disposal
costs are usually excluded from Levelized storage costs calculations since there is scarce
information from production companies, but the environmental impact of each storage
technology is analyzed when considering GHG mitigation (Balali and Stegen, 2021),(Schram
et al., 2020).

7 Energy and market policies for ES grid integration
The impact of energy policies in further storage development is evident in (Lai and Locatelli,
2021). Policy mechanism designed to support low-carbon technologies such as CFD – contract
for difference is affecting energy storage adoption in the UK and energy storage market. Paper
presents mechanisms for promoting energy storage growth: direct subsidies and price floor.
Europe plans to be an emission-free continent by 2050(European Commission, 2019), which
can be ensured by adequate energy policies. In the USA several electricity markets include a
capacity market where energy storage operators can participate and provide additional
revenue(Geske and Green, 2016). This is implemented in Britain as well, but it is questioned
if capacity market rules which include penalties for not delivering electricity, can be a guarantee
for precautionary storage. Simulation model for prosumagers, as seen in (Say, Schill and John,
2020) underlines importance of controlling future growth of prosumagers. Regulators should
promote battery flexibility in energy transition, but investors and power system planners of
large-scale renewable generation should prevent possible prosumagers overinvestment.

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8 Conclusion
We are facing dramatic challenges with climate changes, that can be overcome with adequate
planning of power systems, installing renewable generation, and flexible operating. Energy
storage systems play a key role in providing sustainable and flexible power grids with
generation from renewable sources. When grids were regional with a small number of
interconnections, pumped hydro plants had one simple regional usage. Today, with new
technologies and generation from renewable energy sources, the electricity market needs
energy storage more than ever to ensure stability. Considering smart grids and distributed
energy sources, prosumagers are new market players, hence storage systems are needed
locally as well. Analysis of storage systems shows that we need storage installations in every
part of the electricity grids: transmission, distribution, for large- scale, locally beside wind and
solar plants and in our homes.
Future development of net-zero emissions by 2050, depends on energy storage systems
development as storage technology costs are still a major barrier. Overview of storage
technology shows wide research in different systems, but still, PHS, CAES is leading cost-
efficient technology for large scale storage. Batteries and flywheels are important for backup
and fast response application, hence we conclude that cost for batteries technology will further
decrease, especially with the changes in the transport sector and a new paradigm of e-mobility.
The environmental aspect should be analyzed in every cost calculation since costs for
recycling and disposing of batteries are rather omitted in the analyzed literature. Storage
systems should be developed proportionally to the renewable shares in the power systems
and following demand for electric vehicles. The major contribution of this paper is a
comprehensive energy storage review considering technology and feasibility. Analysis shows
the importance of installing higher capacity levels of storage systems in power grids, as a
measure for operating and balancing the future Internal European market. As energy storage
systems are the main source of flexibility in the electricity market, it is expected for the storage
market to rise and balance possible price fluctuations. Hence, future research should focus on
improving operating strategies and market frameworks.

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Nomenclature
kWh kilowatt-hour
MW megawatt
MWh megawatt-hour
GW gigawatt
GWh gigawatt-hour

Abbreviations
ACAES Adiabatic CAES
Br-PTES Brayton cycles Pumped Thermal Electricty Storage
CAES Compressed Air Energy Storage
CAPEX Capital Expenditure
COVID-19 Corona Virus Disease 2019.
CO2 Carbon dioxide
DOE Global Energy Storage Database
ES Energy Storage
EU European Union
EVs Electric vehicles
FESS Flywheel Energy Storage
GHG Green House Emissions
ICAES Isothermal CAES
IEA International Energy Agency
Li-ion Lithium-ion
NTSS National Technology & Engineering Sciences of Sandia
OPEX Operating Expenses
PV Photovoltaic
PHS Pumped Hydro Storage
PHES Pumped Hydro Energy Storage
Ra-PTES Rankine cycles Pumped Thermal Electricity Storage
RES Renewable Energy Sources
UK United Kingdom
UPHES Underground PHES
USA United States of America

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