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  <front>
    <journal-meta>
      <issn pub-type="ppub">1613-0073</issn>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Frequency Regulation in the Power System</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Artur Zaporozhets</string-name>
          <email>Zaporozhets@nas.gov.ua</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ganna Kostenko</string-name>
          <email>Kostenko_HP@nas.gov.ua</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Oleksandr Zgurovets</string-name>
          <email>Zgurovets_OV@nas.gov.ua</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Workshop</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>General Energy Institute of NAS of Ukraine</institution>
          ,
          <addr-line>172, Antonovych Str., 03150, Kyiv</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Green Technology Research Center, Yuan Ze University</institution>
          ,
          <addr-line>135, Yuandong Rd, Zhongli District, 320315, Taoyuan</addr-line>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>development of Ukraine of NAS of Ukraine”</institution>
          ,
          <addr-line>54, Volodymyrska St., 01030, Kyiv</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>Power system has to balance the processes of production and consumption of electricity in order to maintain a constant frequency in the grids. Frequency and active power regulation plays a decisive role in providing consumers with electricity of appropriate quality, as well as the economy and reliability of electric power systems operation. Ensuring the high quality of regulation, first of all, depends on the system regulator. In cases where there is a gap between the generation and the load, grid frequency will change and its value will deviate from the nominal. Frequency regulation of power grid is usually performed by power plants, which are controlled by changing the power (increasing or decreasing relative to nominal value). Over the past decade, electric vehicles (EVs) have gotten a significant attention owing to their numerous benefits, such as remarkable energy efficiency, enhanced driving convenience, and reduced environmental footprint The possibility of providing this function with EVs connected to the mains by changing the charging speed based on the frequency of the grid measured at the local level is considered. Given that the number of vehicles connected to the power grid in the world, Europe and Ukraine is constantly growing, the potential for frequency regulation through intelligent control of the vehicle charging process has been investigated means connected to the mains. In addition, in the current conditions of development of decentralized energy supply systems for Ukraine, a significant potential for the use of vehicle-to-grid (V2G) technology has been proven, it consists in improving the efficiency of the centralized electricity supply system through the rational introduction of consumers-regulators based on EVs. frequency regulation, electric vehicles, operation modes, V2G (vehicle-to-grid) Proceedings ITTAP'2023: 3rd International Workshop on Information Technologies: Theoretical and Applied Problems, November 22-24, Proceedings</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>Modern conditions dictate new requirements, under which reliable and safe operation of the
power system of Ukraine must be ensured. For this, at least the commissioning of highly maneuverable
capacities with the possibility of quick start-up (turning on from zero and output to nominal power in
10-15 minutes) and high-speed reserves based on electrical energy storage systems will provide the
opportunity to provide the Integrated Power System (IPS) of Ukraine with the necessary regulation
reserves. However, increasing the flexibility of the power system in this way does not solve the problem
of long-term power surpluses, in particular, due to the seasonality of the load. Its solution requires the
introduction of power grids from periods of the load schedule, where there is a surplus of energy, to</p>
      <p>2020 Copyright for this paper by its authors.
CEUR</p>
      <p>ceur-ws.org
periods where there is a shortage of it, as well as the search for new reserves, means and technologies
for their application in frequency and power regulation system.</p>
      <p>
        Electrical grids maintain a stable frequency only due to active control of generation and load
balance with the help of an auxiliary frequency control service. The frequency of the grid is constantly
changing in response to the imbalance of generation and load in real-time. Electrical grids maintain a
stable frequency only due to active control of the generation and load balance with the help of an
auxiliary frequency regulation service and in the presence of system means to ensure its functioning
(dispatching control and high-speed automatic control systems, in particular, automatic frequency and
power control systems) [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. The frequency of the grid is constantly changing in response to the
imbalance of generation and load in real-time. In order to regulate the frequency of alternating current
within (50±0.2 Hz), without going beyond the maximum permissible limits (50±0.4 Hz), a number of
auxiliary services within the electricity market of Ukraine is formed and operates. In Ukraine, the peak
load of the power system falls on average for 8 and 20 hours and days. To adjust and pass peak loads,
maneuvering capacities of thermal power plants (TPPs), hydropower plants (HPPs) and PSPs in
realtime are traditionally used to change the output power between the upper and lower limits. Power plants
are usually relatively slow to respond to changes in the desired output power [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], which reduces the
quality of regulation provided and often leads to the need to acquire more regulatory power than would
be necessary if the response was faster.
      </p>
      <p>
        Simultaneously, contemporary trends in global energy development and predictions regarding
the expansion of renewable energy sources (RES) underscore a profound transformation taking place
in the electrical power sector across numerous countries worldwide. This transformation aims to
achieve widespread access to cost-effective, dependable, sustainable, and modern energy resources for
all. This objective is attained through the active integration and fusion of diverse traditional and
renewable energy sources spanning a broad spectrum of capacities, ranging from small-scale distributed
generation units to large-scale grid-connected power plants. Ultimately, this undertaking results in a
substantial overhaul of power systems [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
      </p>
      <p>It is noteworthy that in contrast to conventional energy sources, renewable energy generation
facilities lack the inherent capability to autonomously ensure the stabilization of frequency and power
levels within the power grid. Consequently, variable renewable generation exacerbates grid instability,
substantially complicating and increasing the costs associated with frequency and power regulation
processes. The adoption of EVs as regulators of frequency and power offers a potential solution,
reducing the required financial outlay and offsetting these expenses with the additional benefit of
providing ancillary services to the power system. This approach involves the storage of energy in
batteries placed in close proximity to consumers, charging these batteries during periods of minimal
energy consumption, and discharging energy during periods of heightened demand.</p>
      <p>Arranging the entire power grid with batteries is an extremely costly financial project, so until
recently, it remained only in theory. With the appearance of EVs and the growing demand for them,
this approach has received a new chance for implementation. An electric car can act not only as a
means of transportation, but also as a storage device with a significant amount of energy, which can be
connected to the general power grid during recharging, or if necessary. Since according to statistics,
most cars are not in use for their transport fuction up to 90% of the time, they can become full-fledged
participants in the power grid, accumulating energy at the moments of production of excess energy, for
example, at night and the return of part of the energy at the moments of peak consumption directly to
the grid or to power a particular private building. In this approach, the batteries are as close as possible
to the consumer and are a decentralized grid, which makes it impossible to turn them off centrally.</p>
      <p>One of the main global trends of the last ten years has been the gradual replacement of vehicles
using internal combustion engines with EVs, primarily in order to reduce CO2 emissions. The growth
of the total fleet of EVs in the country makes them a promising part of the energy supply system both
at the regional level and at the national level. Due to its capacity and quick response, there is a technical
and technological opportunity to use electric vehicle traction batteries to support a number of power
grid services, provided that the Vehicle-to-Grid (V2G) concept is created and implemented in the power
system. A sufficient number of EVs operating in parallel in the mode of regulation of load and frequency
is similar in the mode of operation and the principle of operation at the PSP. Therefore, the
implementation of this mode of operation provides economic and environmental benefits for the power
system, including the reduction of CO2 emissions. When combining (aggregating) and managing an
organized virtual battery, EVs can provide various ancillary services such as load shifting and frequency
control, as well as generally facilitate the integration of renewables.</p>
      <p>The purpose of the work is to determine how suitable EVs are for use in the frequency control system
in the terms of Ukraine.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Frequency and power control in Ukraine</title>
      <p>In recent years, various pivotal factors have been instrumental in reshaping global power
systems. These factors include endeavours to enhance the reliability of power systems and extend
energy accessibility through innovative technologies. Furthermore, there is a concerted drive to bolster
environmental and climate safety, with a particular focus on the utilization of renewable energy sources
in conjunction with heightened energy efficiency measures to address climate-related concerns.</p>
      <p>Another significant factor is the substantial reduction in the cost of electricity production and
consumption technologies. This reduction encompasses various areas, including wind and solar power
generation, distributed energy generation, electric transportation, demand management systems, and
energy storage technologies. Additionally, trends towards the electrification of various sectors of the
economy, the proliferation of digitalization, and the increased automation of power systems, epitomized
by the widespread adoption of the Smart Grid concept, are also contributing to this transformation.</p>
      <p>Technological changes require the creation of a base that defines the regulatory, technological
and economic rules for the reliable and efficient development and functioning of power systems in new
conditions, including the creation of regulatory conditions, as well as the establishment of the practice
of planning and operating power systems using intelligent, efficient, reliable and safe technologies.
Particular attention should be paid to the fact that with an increase in the share of renewable energy
sources (RES) especially wind and solar energy, the share of frequency-sensitive generation in the
overall balance of production and consumption of electricity gradually decreases. Therefore, it is
necessary to find new potential sources of frequency and power regulation in the power system.</p>
      <p>To ensure the safe and reliable operation of the power system, the production and consumption
of electricity must be constantly balanced. As the level of renewable energy integration grows, the
random or unpredictable nature of renewable energy sources contributes to greater uncertainty in both
energy systems and generation. At the same time, the demand for electricity is also marked by a high
degree of uncertainty. The most effective method of dealing with uncertainty in the power system is to
maintain a certain level of stock or reserve between generating capacity and expected load. Thus, the
power system becomes able to effectively cope with uncertainty and unexpected unforeseen
circumstances both from the parties and generation and from the parties and electricity consumption.
This reserve is called the operational reserve, which is usually provided by specially designated units.</p>
      <p>
        Today, the IPS of Ukraine uses the SCADA/AGC (Supervisory Control And Data
Acquisition/Automatic generation control), which is designed to regulate the balance of active power
flows on interstate power lines in parallel operation of the UES In countries with power systems of
neighboring states, as well as to regulate the frequency in the conditions of its isolated operation by
automatically changing the generation of control stations participating in the secondary frequency
adjustment. The system has a central regulator (SCADA/AGC), established in the State Enterprise
"National Energy Company "Ukrenergo" UES of the country (without the Burshtyn energy "island").
Control actions from the central regulator are transmitted to the dispatching system for regulating
hydroelectric power plants, where they are received and processed by station control systems and
distributed between hydroelectric units of hydroelectric power plants [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]-[
        <xref ref-type="bibr" rid="ref5">5</xref>
        ].
      </p>
      <p>
        The results of domestic research [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]-[
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] indicate that Ukraine has the opportunity to build a
complex of automatic frequency and power control (ARCP) as part of the IPS of Ukraine on a
fundamentally new basis - on reducing (up to disconnecting) energy use by a special group of consumer
regulators. It should be noted that the technological processes of these consumers are organized in such
a way that they allow unlimited reduction of electricity consumption for a long time (several hours) at
any time of the day or year. Until recently, the opportunities to engage such consumers in the ARCP
were very limited due to the practical absence of these technologies with the necessary power and speed.
Among the participants on the part of consumers, EVs should be considered as a potential
consumerregulator to maintain the balance of electricity between production and consumption in real-time [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
      </p>
      <p>.</p>
    </sec>
    <sec id="sec-3">
      <title>3. Vehicle-To-Grid concept</title>
      <p>
        In Ukraine, in recent years, there has been an increase in demand for EVs, but there are no
economic and legal levers to stimulate the use of traction batteries as a maneuverable source, besides,
the V2G technology has not been approved at the legislative level, there are no technical requirements
for the relevant charging stations, and the grid of standard charging stations is not sufficiently developed
to implement this Technology. Thus, the Law 5436-d, adopted in 2022, which regulates electricity
storage activities, settled an issue relevant to owners of EVs and a grid of electric charging stations,
clearly defining that charging an electric car is consumption, not storage of electricity (therefore, this
activity will not require a license). At the same time, this law does not mention the possibility of using
V2G technology at all [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], so further development and implementation of this issue at the state level
is necessary.
      </p>
      <p>
        In recent years, the world has successfully used the V2G concept of energy exchange, which
provides for the connection of EVs to a common power grid not only for recharging a traction battery
but also for transmitting "excessive" electricity of a traction battery to the distribution grid [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]. In fact,
the car-grid technology is what allows you to take the accumulated electricity in the battery of an electric
car and return it back to the power grid. The main scheme of the V2G concept is shown in Figure 1.
      </p>
      <p>
        It should be noted that the interactions between a vehicle and a grid occur only if there is an interest of
the vehicle owner to participate in the V2G system and/or if EVs are widely used in Ukraine. However,
EVs as distributed energy resources can also perform distributed storage functions, such as battery
banks in people's homes (usually the private sector is most suitable for this), especially with the advent
of solar panels on the roof, which is especially important in conditions of stabilization or emergency
outages. Nevertheless, an electric car is becoming a real object for taking them into account as energy
accumulators in the modern power system, especially considering the fact that a new generation of EVs
is being created already equipped with devices for participation in V2G concepts and will immediately
be available for use in the grid [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. Since an electric car battery is a special case of a standard distributed
drive, the results of this review can be distributed by analogy on any type of drive that may be suitable
for frequency control. In addition, the impact on battery charging and, as a result, on the handling of
the car can be used to inform vehicle owners when they make decisions about participating and
adjusting the frequency via V2G. The schedule of daily EV operations with the V2G concept is shown
in Table 1
      </p>
      <p>
        The V2G concept allows to use the energy of the traction battery of EVs and hybrid cars in
distributed systems for storing (accumulating) electricity. The traction battery can be used both for
energy storage during periods of high level of energy generation in the system and its supply to the grid
during periods of low generation. It should be noted that the integration of EVs' electricity into the grid
contributes to an increase in the share and use of renewable energy sources and develop microgrids
[
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]-[14]. In this case, owners of EVs when using V2G have the opportunity to sell electricity to the
power system during the hours when the electric car is not in use and charge it during the hours when
electricity is cheaper. In many countries (including Ukraine), the cost of electricity depends on time of
day and is charged accordingly. The V2G concept is widely developed in the United States (Google,
Tesla), Japan (Nissan), Italy (Enel) and other countries.
      </p>
      <p>The main problem for the large-scale use of the V2G concept for the effective provision of the
aforementioned services is the limitations on the state of battery power, degradation and battery life.
The battery life is inversely proportional to the charge/discharge cycles that the battery goes through
during operation. Thus, the charging/discharging operation should be optimized to get the maximum
benefit for both EV owners and EV owners grid operator and extend its service life.</p>
      <p>
        The solution is to create a smart charging station for hybrid cars and EVs with a built-in power
control, monitoring and balancing device [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. This development is connected to an external public
power grid and an electric car or a hybrid car. At peak moments of electricity consumption, energy to
the final consumer comes from the battery of the connected car, and during the hours of lowest
consumption, the charge goes to batteries to fill the batteries with a supply of energy for later use in the
SmartGrid system or movement on an electric vehicle.
      </p>
      <p>Classic smart grids have the following characteristics [15]:
– ability to manage the work of consumers;
– self-recovery from failures;
– protection from physical and programmatic external interference;
– ensuring power supply of the required quality;
– synchronous operation of generating sources and centers for storing electricity.</p>
      <p>The device of the charging station must transmit data of the electric vehicle, such as current strength,
voltage, battery temperature, time of departure of the car, permission to use the accumulated energy in
decentralized supply systems, agent in control, monitoring and balancing power. Data should also be
exchanged with a power agent who provides information on consumption activity energy, the workload
of the general grid, the cost of energy consumption and supply by the end user at specified intervals.</p>
      <p>For a rational charge-discharge at the station, each car owner must have an appropriate template for
using an electric car, where a certain "technological" armour of the residual battery charge level will be
reserved, the parameters of which are energy consumption to overcome the distance to the main
destination, taking into account the most unfavorable conditions. Justifying the level of such an energy
intensity reserve is a difficult task. It should take into account both the technical aspect (topology of
available charging points of an electric car, the real mileage of a fully charged battery, etc.) and the
human factor (driver behavior, punctuality, accuracy in planning the operation of an electric car). At
the research stage, such a reserve can be taken at the level of energy supply of movement from the
workplace home, while considering the almost "ideal" mode of using the vehicle. That is, the residual
charge should cover the value of the average daily use of an electric car of an individual user.</p>
      <p>The use of an electric car battery as a consumer-regulator will cover 50-60% of its cost for 3-3.5
years (1/2 of the normal service life) for household consumers-regulators, after which it will be
necessary to replace it. However, over the next three years, in the case of using the spent battery as a
decentralized consumer-regulator with a capacity of 60-70% of the nominal, it is possible to obtain a
similar additional effect from its use for indirect purposes [16]. That is, for 6-7 years of combined use
of the working and used battery, you can benefit from the purchase of a new battery, that is, the most
capital-intensive equipment of an electric car for a car owner participating in the regulation of the
operating modes of the power system will be compensated by the cost of the generated electricity. In
the case of regulation of the gene of the power system at the tariffs of legal entities, the resulting effect
for generation will be even greater, and the cost of the traction battery will be covered during the period
of basic use of the car's battery and will bring similar profit as a drive.</p>
      <p>The transferability of the load of electric transport, a sufficiently high response rate and special
characteristics of energy storage make it suitable for the provision of all types of auxiliary services and
reserves (as shown in Table 2). With a well-developed market mechanism, EVs as consumer regulators
can be an effective source for operational or emergency reserves. Based on these characteristics, special
attention should be paid to the need to develop a mechanism for the aggregation of EV, providing
operational reserve, as well as a reserve in case of unforeseen circumstances, and its impact on the
reliability of the power system.</p>
      <sec id="sec-3-1">
        <title>EVs can supply additional power to the grid during peak load periods, providing an additional reserve</title>
      </sec>
      <sec id="sec-3-2">
        <title>EVs can use their batteries to reduce energy</title>
        <p>consumption during peak load periods,
reducing the need for new generating units</p>
      </sec>
      <sec id="sec-3-3">
        <title>When there is excess renewable energy production, EVs can store this surplus electricity, reducing curtailment and energy wastage.</title>
      </sec>
      <sec id="sec-3-4">
        <title>When the grid frequency drops below the</title>
        <p>desired level, EVs can inject power into the
grid, while they can absorb excess power
when the frequency rises, effectively
regulating and stabilizing grid frequency.</p>
      </sec>
      <sec id="sec-3-5">
        <title>EVs can correct high or low voltage levels in the grid, maintaining stability.</title>
      </sec>
      <sec id="sec-3-6">
        <title>EVs can evenly distribute loads over time, reducing peak loads and optimizing network operation</title>
      </sec>
      <sec id="sec-3-7">
        <title>V2G technology essentially transforms EVs into mobile energy storage. This function can be harnessed into enhancing of Total Grid Backup Power</title>
      </sec>
      <sec id="sec-3-8">
        <title>Additional Services</title>
      </sec>
      <sec id="sec-3-9">
        <title>Resilience by offering redundancy and rapid response capabilities during grid failures or blackouts.</title>
      </sec>
      <sec id="sec-3-10">
        <title>EVs can act as a backup power source for homes and businesses during power outages.</title>
      </sec>
      <sec id="sec-3-11">
        <title>EVs can provide additional services for consumers, such as charging various devices or even serving as a source of electrical power for household needs.</title>
        <p>Through V2G, it is possible to increase operating reserves and reduce energy generation costs.
Peak shaving can help reduce fuel consumption during peak load periods and minimize the
environmental impact. At the distribution level, voltage regulation and load balancing can enhance the
quality of electrical supply. Backup power and additional services for consumers can make EVs more
attractive to owners and support grid resilience. As it was mentioned in Tab.1, V2G essentially
transforms EVs into mobile energy storage. This energy storage function can be harnessed in various
ways, such as Peak Shaving, Load Shifting, Emergency Backup as well as Grid Resilience, when
distributed EV batteries offer redundancy and rapid response capabilities during grid failures or
blackouts.</p>
        <p>
          In summary, V2G technology presents a multifaceted approach to enhancing the efficiency,
reliability, and sustainability of the power grid. These potential services demonstrate the versatility of
EVs in contributing to a more integrated, responsive, and robust power system while maximizing the
value of EVs to both grid operators and consumers. In addition to storing excess energy produced by
RES, EVs can also participate in energy trading, becoming a source of income for its owner to
compensate battery cost and degradation through participation in V2G [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ]. However, most energy
markets in the world (Ukrainian as well) set a minimum capacity for participation (e.g. 1 MW), which
requires the formation of an aggregator of a significant number of EVs. With increasing penetration
into the electric vehicle market, an electric vehicle aggregator can drive a large number of EVs to
provide significant regulatory potential. While EVs can offer effective frequency support, the growing
dependence on electricity and the impact of stochastic charging/discharging on power system loads are
major concerns of EVs involved in secondary om frequency regulation. As a result, EVs can provide
several ancillary services, including rotating reserve, voltage stabilization, energy storage and
frequency regulation [17]-[18].
        </p>
        <p>The main aspects that need to be studied regarding frequency regulation using the V2G concept
relate to grid stability and saving feasibility. The feasibility of integrating EV into the grid and its role
in regulating frequency in the UK power system is analyzed in [19]. Modelling shows that the
integration of EV into the grid can stabilize the grid by reducing frequency deviations [20].</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. EVs aggregation</title>
      <p>There are several strategies for implementing the V2G concept using centralized or distributed
circuits, emphasizing the effective use of EVs for secondary frequency regulation [21]-[22]. In
centralized mode, the aggregator controls the fleet of EVs that are located on the charging station.
However, EVs are located in public places and are controlled by the grid operator in a distributed mode.
In addition, the hierarchical approach uses intermediate levels of aggregation and coordinates the
control signal between aggregators and EV to increase the flexibility and scalability of the system.
Regulation signals are evaluated at the physical level, which includes a substation unit, aggregators and
charging stations. Whereas these adjustment signals are distributed among physical objects at the
control level. Charging and discharging strategies are optimized on the basis of mixed integer linear
programming [23].</p>
      <p>The aggregator should be able to participate in the electricity market through various auxiliary
services of the grid, organizing and optimizing the charging of EVs and managing the load profile. The
simplified architecture of the V2G system, which emphasizes the role of the aggregator, is shown in
Figure 2.</p>
      <p>.</p>
      <p>Aggregator plays the role of an interface between electric vehicle fleets and grid operators. In the
first phase of the process, the aggregator establishes a connection to each vehicle in the vehicle fleet,
which has a service contract with an aggregator to use its battery based on its current SOC to participate
in grid ancillary services. Data from the electric car will transmit the parameters necessary for the
aggregator, the condition for participation in this V2G system is that that the electric car is sufficiently
charged during the shutdown time. However, it should be noted that if the driver of the electric car does
not comply with the terms of the contract and drives before the previously notified departure time, the
battery may not be sufficiently charged during the shutdown. Since the aggregator deals with thousands
of vehicles at a time, the proportion of vehicles that depart before the previously notified time will
remain constant and is negligible given the regulatory process [24].</p>
      <p>As a final step, the aggregator enters into another contract, this time with the grid operator, and
determines the type of services and regulatory power that will be supplied to the grid, or the available
power required by the aggregator to charge EVs, thus greatly simplifying the task of the grid operator
[25].</p>
    </sec>
    <sec id="sec-5">
      <title>5. Simulation and results.</title>
      <p>Studies of frequency and power stabilization processes with the help of regulators on the basis of
HPP and EVs were carried out using the method of equivalent generators for the calculation scheme of
the power system, the parameters of which are specified in Table 3 as well as a regulator of a certain
type, the calculated power system included equivalent thermal, nuclear and hydropower plants of large
capacity, as well as loads and losses in the network. This study was carried out for two work scenarios
- the use as a frequency and power regulator of a hydroelectric power plant (HPP) with a capacity of
300 MW or aggregated EVs with the same total capacity of 300 MW and the simulation results are
shown in Figure 3.</p>
      <p>
        This method and appropriate models were developed under the guidance of Academician
Mykhailo Kulik at the General Energy Institute of the National Academy of Sciences of Ukraine
[
        <xref ref-type="bibr" rid="ref4">4</xref>
        ][
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], and implemented in the software [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]-[
        <xref ref-type="bibr" rid="ref9">9</xref>
        ], and information complex "Frequency-M" [26]-[27].
Features of the implementation of the numerical calculation method allow at each step of the calculation
to control the values of all variables for compliance with the nonlinear constraints specified in the
model, providing a high accuracy and adequacy of the calculation of transient processes in the power
system.
      </p>
      <sec id="sec-5-1">
        <title>Regulator</title>
        <p>(HPP/V2G)
300</p>
        <p>As it can be seen from the simulation results, EVs exhibit remarkable ability compared to HPPs.
As such, they emerge as a highly promising avenue for the regulation of both grid frequency and power
within the power system. Traditionally, hydroelectric power stations have been a stalwart resource for
grid operators, offering a means to swiftly respond to shifts in electricity demand and generation.
However, the modelling results have illuminated that EVs possess a decisive advantage in terms of
responsiveness. Their inherent mobility, coupled with advanced grid interaction technologies like V2G,
positions them as rapid and adaptable assets.</p>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>6. Results/Discussion</title>
      <p>EVs are uniquely equipped to expedite grid frequency and power regulation in several ways:
1. Rapid Response Time: EVs can promptly adjust their charging and discharging patterns in
direct response to grid signals. This nimble response time enables them to effectively address
fluctuations in supply and demand.</p>
      <p>2. Distributed Grid Support: EVs are dispersed across urban landscapes, providing distributed
support to the grid. This spatial distribution enhances their ability to balance localized power needs,
reducing the need for centralized power plants and lengthy transmission lines.</p>
      <p>3. Bidirectional Energy Flow: V2G technology empowers EVs to not only draw power from the
grid but also inject surplus energy back into it. This bidirectional flow enables EVs to act as energy
reservoirs, absorbing excess electricity during periods of high generation and releasing it during peak
demand.</p>
      <p>4. Frequency Stabilization: By dynamically participating in load-shifting and energy storage,
EVs play a crucial role in stabilizing grid frequency. They can absorb excess power during periods of
overgeneration and release it when demand surges, contributing to a well-balanced grid.</p>
      <p>In conclusion, the modelling outcomes have cast a spotlight on EVs as a swift, adaptable, and
forward-looking solution for grid frequency and power regulation. Their innate characteristics,
combined with the transformative potential of V2G technology, position EVs as invaluable assets in
the modern energy landscape. As Ukraine move toward a more dynamic and sustainable grid, EVs stand
ready to meet the challenges of a rapidly evolving energy ecosystem.</p>
    </sec>
    <sec id="sec-7">
      <title>7. Conclusions</title>
      <p>An overview of the features and prerequisites for the use of EVs for frequency control in the power
system was carried out. It was considered about the scenario and charge of EVs using the concept of
smart charging V2G. The adjusting ability of EVs aggregation to serve frequency control is closely
related to charging scenarios. For EVs with conventional charging, high power adjustment can only be
achieved during peak load hours of charging loads. On the contrary, intelligent charging is able to
distribute the ability to adjust for most of the time throughout the day Aggregation is one of the best
strategies for implementing the V2G concept using centralized or distributed circuits, emphasizing the
effective use of EVs for secondary frequency regulation.</p>
      <p>The integration of EVs into the power grid has unlocked a spectrum of opportunities for enhancing
grid stability, balancing supply and demand, and promoting the integration of renewable energy
sources. A comprehensive analysis of the potential of EVs interactions was performed:</p>
      <p>Interaction with the Power Grid: EVs can play a pivotal role in load balancing and grid frequency
stabilization. The bidirectional capability of V2G technology enables seamless interaction between EVs
and the grid.</p>
      <p>Integration of RES: EVs have the capacity to harmonize with renewable energy generation. This
transforms EVs into mobile energy storage units, capable of absorbing surplus renewable energy and
discharging it when needed. This synergy not only promotes the utilization of RES but also mitigates
the intermittency challenges associated with renewables.</p>
      <p>Interconnection with the Power system: During instances of grid congestion or peak loads, EVs
can feed excess energy back into the grid, helping to modulate demand and bolster grid stability.
Furthermore, V2G facilitates the return of stored energy to the grid or end user, acting as a reserve or
emergency power source. This dynamic interaction reduces strain on traditional power plants and
enhances overall grid resilience.</p>
      <p>Energy Storage Systems: The batteries within EVs serve as mobile energy storage systems. This
dual-purpose functionality not only supports transportation needs but also contributes to grid stability
and optimizes energy utilization.</p>
      <p>Comparative studies of frequency and power stabilization processes with the help of regulators
on the basis of HPP and EVs were carried out using the method of equivalent generators for the
calculation scheme of the power system modelling outcomes have cast a spotlight on EVs as a swift,
adaptable, and forward-looking solution for grid frequency and power regulation. However, the
modelling results have illuminated that EVs possess a decisive advantage in terms of responsiveness.
Their inherent mobility, coupled with advanced grid interaction technologies like V2G, positions them
as rapid and adaptable assets. As Ukraine move toward a more dynamic and sustainable grid, EVs stand
ready to meet the challenges of a rapidly evolving energy ecosystem.
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