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Power systems with high renewable energy sources: A review of inertia and frequency control strategies over time

TLDR
This paper reviews the inertia concept in terms of values and their evolution in the last decades, as well as the damping factor values.
Abstract
Traditionally, inertia in power systems has been determined by considering all the rotating masses directly connected to the grid. During the last decade, the integration of renewable energy sources, mainly photovoltaic installations and wind power plants, has led to a significant dynamic characteristic change in power systems. This change is mainly due to the fact that most renewables have power electronics at the grid interface. The overall impact on stability and reliability analysis of power systems is very significant. The power systems become more dynamic and require a new set of strategies modifying traditional generation control algorithms. Indeed, renewable generation units are decoupled from the grid by electronic converters, decreasing the overall inertia of the grid. ‘Hidden inertia’, ‘synthetic inertia’ or ‘virtual inertia’ are terms currently used to represent artificial inertia created by converter control of the renewable sources. Alternative spinning reserves are then needed in the new power system with high penetration renewables, where the lack of rotating masses directly connected to the grid must be emulated to maintain an acceptable power system reliability. This paper reviews the inertia concept in terms of values and their evolution in the last decades, as well as the damping factor values. A comparison of the rotational grid inertia for traditional and current averaged generation mix scenarios is also carried out. In addition, an extensive discussion on wind and photovoltaic power plants and their contributions to inertia in terms of frequency control strategies is included in the paper.

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UNCORRECTED PROOF
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Dept. of Electrical Engineering, Universidad Politécnica de Cartagena, 30202 Cartagena, Spain
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Renewable Energy Research Institute and DIEEAC-EDII-AB, Universidad de Castilla-La Mancha, 02071 Albacete, Spain
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Dept. of Electrical and Computer Engineering, Auburn University, 220 Broun Hall, Auburn, AL 36849, USA
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Keywords
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Nomenclature
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1. Introduction
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UNCORRECTED PROOF
A. Fernández-Guillamón et al. Renewable and Sustainable Energy Reviews xxx (xxxx) xxx-xxx
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AF=JLA9 9F< <9EHAF? >9;LGJ 9F9DQKAK >GJ HGO=J KQKL=EK AK <AK;MKK=< AF <=
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2. Inertia analysis in power systems
2.1. Modeling the inertial response of a rotational synchronous generator:
inertia constant analysis
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DG9<K #1@=9LAF? N=FLAD9LAGF 9AJ ;GF<ALAGFAF?  /@AK >9;L ;9F :=
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Table 1
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#Q<JG=D=;LJA;  JHE )GLAF<A;9L=< 67 
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.M:KLALMLAF? I  AFLG I  L@= E9L@=E9LA;9D J=HJ=K=FL9LAGF G>
L@= EGLAGF G> 9 KQF;@JGFGMK ?=F=J9LGJ AK G:L9AF=< $L AK ;GEEGFDQ J=
>=JJ=< LG 9K swing equation K== I  $L ;9F := =PHJ=KK=< AF L@= >GJE
G> 9 :DG;C <A9?J9E 9K K@GOF AF !A? #=F;= L@= AFALA9D J=KHGFK= G> 9
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F=LA; =F=J?Q 9L L@= J9L=< >J=IM=F;Q 67
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2.2. Aggregated swing equation: equivalent inertia constant and damping
factor analysis
$F GJ<=J LG 9HHDQ L@= KOAF? =IM9LAGF LG 9 HGO=J KQKL=E I  AK
J=OJALL=F DD KQF;@JGFGMK ?=F=J9LGJK 9J= J=<M;=< LG 9F =IMAN9D=FL JG
L9LAF? E9KK OAL@ 9F =IMAN9D=FL AF=JLA9

:=AF? L@= FME:=J G> ?=F=J9LGJK ;GMHD=< LG L@= HGO=J KQKL=E
67 KM;@ 9K ;GFN=FLAGF9D HGO=J HD9FLK 9F< !.2/K $F L@= H9KL AL O9K
;GFKA<=J=< L@9L L@= =IMAN9D=FL AF=JLA9D ;GFKL9FL G> 9 HGO=J KQKL=E
O9K ;GFKL9FL 9F< LAE=AF<=H=F<=FL #GO=N=J <M= LG L@= - . AFL=?J9
LAGF 9F< L@= N9JA9LAGF AF L@=AJ ?=F=J9LAGF L@JGM?@GML L@= <9Q L@= K=9
KGF G> L@= Q=9J =L; AL AK MF<=JKLGG< L@9L ;@9F?=K OAL@ LAE= F
=P9EHD= G> L@AK N9JA9LAGF AK HJ=K=FL=< >GJ L@= "=JE9F HGO=J KQKL=E
<MJAF?  AF -=> 67 K== !A? !JGE L@=K= <9L9 L@= ;MEMD9
Fig. 1. DG;C <A9?J9E J=HJ=K=FL9LAGF G> L@= KOAF? =IM9LAGF

UNCORRECTED PROOF
A. Fernández-Guillamón et al. Renewable and Sustainable Energy Reviews xxx (xxxx) xxx-xxx
Fig. 2. #AKLG?J9E G> =IMAN9D=FL AF=JLA9 AF L@= "=JE9F HGO=J KQKL=E <MJAF? 
67
LAN= >J=IM=F;Q ;MJN= AK G:L9AF=< 9F< <=HA;L=< AF !A? $L ;9F := K==F
L@9L <MJAF?  G> L@= Q=9J  L@= =IMAN9D=FL AF=JLA9 O9K MF<=J  K
 G> L@= Q=9J O9K MF<=J K 9F< GFDQ  G> L@= Q=9J ALK N9DM=
O9K MF<=J K
Fig. 3. MEMD9LAN= >J=IM=F;Q G> L@= =IMAN9D=FL AF=JLA9 AF L@= "=JE9F HGO=J KQKL=E
<MJAF? 
Table 2
9EHAF? >9;LGJ N9DM=K 'AL=J9LMJ= J=NA=O
-=>
19DM=
F9DQKAK 4=9J
67 +GO=JKQKL=EKL9:ADALQ 
67  /OG9J=9KOAL@FGFJ=@=9LL@=JE9DMFALK 
67  /OG9J=9KOAL@L@=JE9DMFALK 
67  /@J==9J=9KOAL@FGFJ=@=9LL@=JE9DMFALK 
67 *F=9J=9OAL@FM;D=9JL@=JE9DOAF<9F<+1 
67  /@J==9J=9KOAL@FGFDAF=9JL@=JE9DMFALK 
67  /OG9J=9KFGFJ=@=9LL@=JE9DMFALK 
67  /OG9J=9KOAL@L@=JE9DMFALK 
67  /OG9J=9KOAL@J=@=9LMFALK 
67  $ :MKKQKL=EOAL@@Q<JGHGO=J?9K9F<
OAF<LMJ:AF=K

67  *F=9F<L@J==9J=9KOAL@FGFJ=@=9LL@=JE9D
MFALK

67  /@J==9J=9KOAL@FGFJ=@=9LL@=JE9DMFALK 
67 /OG9J=9KOAL@FGFJ=@=9LL@=JE9DMFALK 
$F L@= K9E= O9Q 9K KQF;@JGFGMK ?=F=J9LGJK 9DD DG9<K 9J= ?JGMH=< AF
9F =IMAN9D=FL GF= OAL@ 9F =IMAN9D=FL <9EHAF? >9;LGJ K KL9L=< AF
-=> 67 L@= AEH9;L G> 9F AF9;;MJ9L= N9DM= G> AK J=D9LAN=DQ KE9DD
A> L@= HGO=J KQKL=E AK KL9:D= :ML L@AK ;9F := 9 E9BGJ ;GFLJA:MLAGF MF
<=J <AKLMJ:9F;=K (GJ=GN=J AL AK =PH=;L=< LG <=;J=9K= 9;;GJ<AF?DQ LG L@=
MK= G> N9JA9:D= >J=IM=F;Q <JAN=K 67 /9:D= KMEE9JAR=K L@= <A>>=J
=FL N9DM=K HJGHGK=< >GJ L@= <9EHAF? >9;LGJ AF L@= DAL=J9LMJ= GN=J J=;=FL
<=;9<=K
Q MKAF? I  9F =KLAE9LAGF G> L@= =IMAN9D=FL AF=JLA9 G> K=N
=J9D H9JLK G> L@= OGJD< @9K :==F ;9JJA=< GML :Q L@= 9ML@GJK /@= $FL=J
F9LAGF9D F=J?Q ?=F;Q $  HJGNA<=K ?DG:9D KL9LAKLA;K 9:GML =F=J?Q
67 Q ;GFKA<=JAF? L@= 9FFM9D 9N=J9?=< =D=;LJA;ALQ 9F 9N=J9?=< =IMAN
9D=FL AF=JLA9 ;GFKL9FL HJGNA<=< :Q KM;@ ;GFN=FLAGF9D HGO=J HD9FLK
/9:D= ;9F := =KLAE9L=< )GL= L@9L >GJ L@AK =KLAE9LAGF S G> I 
AK J=HD9;=< :Q L@= 9FFM9D =D=;LJA;ALQ N9DM=  /@= =PHJ=KKAGF MK=< LG
=KLAE9L= L@= AF=JLA9 AK L@=F I  :=AF? L@= LGL9D =D=;LJA;ALQ KMH
HDA=< ;GFN=FLAGF9D - . ?=F=J9LAGF OAL@AF 9 Q=9J

!A? K@GOK 9 KA?FA>A;9FL ;@9F?= AF L@= 9N=J9?=< ?=F=J9LAGF EAP
:=LO==F  9F<  /@= LGL9D =D=;LJA;ALQ ;GFKMEHLAGF @9K :==F AF
;J=9K=< :Q EGJ= L@9F  OAL@AF L@=K= LOG <=;9<=K #GO=N=J - .
?=F=J9LAGF @9K GFDQ AF;J=9K=< :Q  AF L@= K9E= LOG <=;9<=K (GJ=
GN=J L@= K@9J= G> L@= <A>>=J=FL J=F=O9:D= KGMJ;=K @9K ;@9F?=< KA?
FA>A;9FLDQ $F<==< L@= ;GFLJA:MLAGF K@9J= >JGE @Q<JGHGO=J @9K :==F
KMJH9KK=< :Q :AGE9KK :AG>M=DK OAF< 9F< +1 9K=< GF L@= 9HHJG9;@
HJ=NAGMKDQ <=K;JA:=< !A? <=HA;LK L@= <A>>=J=F;=K :=LO==F L@= AF=J
LA9 ;GFKL9FL >GJ <A>>=J=FL ;GFLAF=FLK AF  9F< AF  0 @9K J=
Fig. 4. "=F=J9LAGF EAP AF L@= OGJD< ;@9F?= :=LO==F  9F< 

UNCORRECTED PROOF
A. Fernández-Guillamón et al. Renewable and Sustainable Energy Reviews xxx (xxxx) xxx-xxx
Fig. 5. IMAN9D=FL AF=JLA9 ;GFKL9FLK =KLAE9L=< AF L@= OGJD< :Q ;GFLAF=FL @9F?= :=LO==F  9F< 
<M;=< L@= =IMAN9D=FL AF=JLA9 ;GFKL9FL :Q F=9JDQ  $F ;GFLJ9KL L@= J=
<M;LAGF G> AF=JLA9 AF KA9 0. 9F< .GML@ E=JA;9 DA=K :=LO==F  9F<

EGJ= =PL=FKAN= 9F9DQKAK AK ;GF<M;L=< >GJ L@= 0 O@=J= 9F 9N=J
9?= AF=JLA9 J=<M;LAGF G>  K ;9F := =KLAE9L=< $F !A? 9F GN=JNA=O
G> L@= =NGDMLAGF G> L@= =IMAN9D=FL AF=JLA9 AF KGE= 0 ;GMFLJA=K AK KME
E9JAR=< .AEAD9J AF>GJE9LAGF AK ?AN=F AF !A? O@=J= L@= J=<M;LAGF
Fig. 6. IMAN9D=FL AF=JLA9 ;GFKL9FLK =KLAE9L=< AF 0 @9F?= :=LO==F  9F< 
Fig. 7. IMAN9D=FL AF=JLA9 J=<M;LAGF AF 0 :=LO==F  9F< 
G> L@= =IMAN9D=FL AF=JLA9 AK ADDMKLJ9L=< >GJ L@GK= 0 ;GMFLJA=K O@A;@ @9N=
KM>>=J=< 9 J=<M;LAGF D9J?=J L@9F   !A? J=HJ=
K=FLK L@= =IMAN9D=FL AF=JLA9 =NGDMLAGF G> 0 9K O=DD 9K AF L@J== <A>>=J=FL
;GMFLJA=K $J=D9F< .H9AF 9F< =FE9JC !GJ L@= 0 - . KMHHDQ @9K AF
;J=9K=< F=9JDQ :Q  AF DAF= OAL@ L@= J=<M;LAGF G> ALK AF=JLA9 ;GFKL9FL
J=>=J LG !A?  .AEAD9J LG L@= ?=F=J9LAGF EAP AF L@= OGJD< OAF< :AG
E9KK :AG>M=DK 9F< +1 @9N= KMJH9KK=< L@= <=N=DGHE=FL G> @Q<JGHGO=J
O@A;@ @9K <J9KLA;9DDQ KDGO=< <GOF AF J=;=FL Q=9JK
2.3. Modi@ed equivalent inertia analysis: emulating hidden and virtual
inertia from RES
/G G:L9AF L@= E9PAEME HGO=J >JGE L@= F9LMJ9D J=KGMJ;= :GL@ OAF<
9F< +1 HGO=J HD9FLK 9J= ;GFLJGDD=< :Q HGO=J ;GFN=JL=JK MKAF? L@= E9P
AEME HGO=J HGAFL LJ9;CAF? (++/ L=;@FAIM= 67 /@AK HGO=J ;GF
N=JL=J HJ=N=FLK OAF< 9F< +1 HGO=J HD9FLK LG <AJ=;LDQ ;GFLJA:ML= LG
L@= AF=JLA9 G> L@= KQKL=E :=AF? L@MK J=>=JJ=< LG 9K <=;GMHD=< >JGE
L@= ?JA< 67 K 9 ;GFK=IM=F;= LG =>>=;LAN=DQ AFL=?J9L= - . AFLG L@=
?JA< >J=IM=F;Q ;GFLJGD KLJ9L=?A=K @9N= :==F <=N=DGH=< 67 .M;@
E=L@G<K 9J= ;GEEGFDQ F9E=< 9K KQFL@=LA; =EMD9L=< GJ NAJLM9D AF=J
LA9 67 $> L@AK =EMD9LAGF G> AF=JLA9 ;GEAF? >JGE - . O9K AF;DM<=< AF
HGO=J KQKL=EK AL OGMD< @9N= LG := ;GFKA<=J=< LG =KLAE9L= L@= =IMAN9
D=FL AF=JLA9 /@=F L@AK EG<Aa=< =IMAN9D=FL AF=JLA9 OGMD< @9N= LOG <A>
>=J=FL ;GEHGF=FLK KQF;@JGFGMK AF=JLA9 ;GEAF? >JGE ;GFN=FLAGF9D
?=F=J9LGJK 9F< =EMD9L=<NAJLM9D AF=JLA9 ;GEAF? >JGE - .
67 EG<A>QAF? I  LG I  AK L@= FME:=J G>
Fig. 8. NGDMLAGF G> =IMAN9D=FL AF=JLA9 AF 0 9F< KGE= ;GMFLJA=K :=LO==F  9F<


UNCORRECTED PROOF
A. Fernández-Guillamón et al. Renewable and Sustainable Energy Reviews xxx (xxxx) xxx-xxx
Fig. 9. "=F=J9LAGF EAP AF MJGH= ;@9F?= :=LO==F  9F< 
- . ;GFF=;L=< LG L@= ?JA< L@JGM?@ =EMD9LAGFNAJLM9D ;GFLJGD E=L@G<K
9F< AK L@= AF=JLA9 ;GFKL9FL G> L@= =EMD9L=<NAJLM9D ?=F=J9LAGF MFAL

/@AK EG<Aa=< =IMAN9D=FL AF=JLA9 =PHJ=KK=< AF I  AK ?J9H@A;9DDQ
ADDMKLJ9L=< AF !A?  :9K=< GF 67 )GL= L@= <A>>=J=FL J=HJ=K=FL9
LAGF :=LO==F L@= ;GMHDAF? G> 1.2/ 9F< +1 LG L@= ?JA< /@= J=9KGF
LG L@AK AK L@9L 2++ @9K @A<<=F <=HDGQ9:D= AF=JLA9 :9K=< GF L@= CA
F=LA; =F=J?Q KLGJ=< AF L@=AJ :D9<=K <JAN= LJ9AF 9F< =D=;LJA;9D ?=F=J9LGJK
O@=J=9K +1 @9K FG KLGJ=< CAF=LA; =F=J?Q <M= LG L@= 9:K=F;= G> JGL9L
AF? E9KK=K ;LM9DDQ EG<=JF 1.2/ @9N= JGL9LAGF9D AF=JLA9 ;GFKL9FLK
;GEH9J9:D= LG L@GK= G> ;GFN=FLAGF9D ?=F=J9LGJK 67 #GO=N=J
L@AK AF=JLA9 AK @A<<=F >JGE L@= HGO=J KQKL=E HGAFL G> NA=O <M= LG L@=
;GFN=JL=J 67 !GJ AFKL9F;= AF /9:D= 9F< !A?  L@= AF=JLA9 ;GF
KL9FL G> K=N=J9D LQH=K G> OAF< LMJ:AF=K 9J= KMEE9JAR=< 9F< EGKL G>
L@=E 9J= OAL@AF L@= J9F?= K AF DAF= OAL@ N9DM=K HJ=K=FL=< >GJ ;GF
N=FLAGF9D MFALK AF /9:D= K 9 ;GFK=IM=F;= AL AK ;GEEGFDQ ;GFKA<
=J=< L@9L 1.2/ HJGNA<= =EMD9L=< @A<<=F AF=JLA9 9K JGL9LAGF9D AF=JLA9
;GMD< := HJGNA<=< :Q L@=E 67 *F L@= GL@=J @9F< +1 AFKL9DD9
LAGFK <GFL @9N= 9FQ JGL9LAF? E9KK=K 67 @9NAF? 9F AF=JLA9 ;GFKL9FL
67 /@=J=>GJ= <M= LG L@AK 9:K=F;= G> JGL9LAGF9D E9KK=K 9F< KM:
K=IM=FLDQ 9:K=F;= G> AF=JLA9 L@= KH=;Aa; DAL=J9LMJ= J=>=JK LG L@= =EM
Fig. 10. +GO=J KQKL=E OAL@ KQF;@JGFGMK @A<<=F 9F< NAJLM9D AF=JLA9
Table 3
2AF< LMJ:AF=K AF=JLA9 ;GFKL9FLK H 9;;GJ<AF? LG J9L=< HGO=J 9F< J=>=J=F;=
/QH=G>OAF<LMJ:AF= -9L=<HGO=J H K -=>=J=F;= 4=9J
)GLAF<A;9L=< )GLAF<A;9L=< 67 
)GLAF<A;9L=< (2  67 
)GLAF<A;9L=< (2  67 
)GLAF<A;9L=< C2  67 
#2/OAL@.$"  C2  67 
!.2/ C2  67 
!.2/ )GLAF<A;9L=<  67 
1.2/ (2 67 
1.2/ (2  67 
/QH=K (2 67 
!$" (2  67 
!$" C2 67 
!$" (2  67 
!$" (2  67 
!$" (2  67 
!$" (2  67 
!$" (2  67 
!$" C2 67 
!$"2++ (2 67 
!$" (2  67 
!$" (2 67 
!$" (2 67 
!$" (2  67 
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Citations
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Journal ArticleDOI

Grid-connected renewable energy sources: Review of the recent integration requirements and control methods

TL;DR: Although the recent integration requirements can improve the grid operation, stability, security, and reliability, further improvements are still required with respect to protective regulations, global harmonization, and control optimization.
Journal ArticleDOI

Future low-inertia power systems: Requirements, issues, and solutions - A review

TL;DR: This study reviews the various control techniques and technologies that offset a decrease in inertia and discusses the inertia emulation control techniques available for inverters, wind turbines, photovoltaic systems, and microgrid.
Journal ArticleDOI

Classification and summarization of solar photovoltaic MPPT techniques: A review based on traditional and intelligent control strategies

TL;DR: The main MPPT techniques for PV systems are reviewed and summarized, and divided into three groups according to their control theoretic and optimization principles.
Journal ArticleDOI

Review on deep learning applications in frequency analysis and control of modern power system

TL;DR: In this article, the authors reviewed the history, state-of-the-art and the future of the DL's application in power system frequency analysis and control, and the application status of DL in frequency situation awareness, frequency security and stability assessment, and frequency regulation and control were summarized.
Journal ArticleDOI

Review on deep learning applications in frequency analysis and control of modern power system

TL;DR: In this article , the authors reviewed the history, state-of-the-art and the future of the DL's application in power system frequency analysis and control, and the application status of DL in frequency situation awareness, frequency security and stability assessment, and frequency regulation and control.
References
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Book

Power System Stability and Control

P. Kundur
TL;DR: In this article, the authors present a model for the power system stability problem in modern power systems based on Synchronous Machine Theory and Modelling, and a model representation of the synchronous machine representation in stability studies.
Book

Power System Control and Stability

TL;DR: In this paper, the authors present a mathematical model of the Synchronous Machine and the effect of speed and acceleration on the stability of a three-phase power system with constant impedance load.
BookDOI

Wind Power in Power Systems

Thomas Ackermann
- 01 Jan 2005 - 
TL;DR: In this article, the authors focus on the generation of electricity from clean and renewable sources, and show that wind energy has become the world's fastest growing energy source, and that renewable energy is the most promising energy source.
Book

Power System Analysis

TL;DR: In this paper, the authors present a model for estimating the Impedance of Transmission Lines and the Capacitance of Transformer Lines in the presence of Symmetrical Faults.
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Overview of current and future energy storage technologies for electric power applications

TL;DR: An overview of the current and future energy storage technologies used for electric power applications is carried out in this paper, where a comparison between the various technologies is presented in terms of the most important technological characteristics of each technology.
Related Papers (5)
Frequently Asked Questions (15)
Q1. What are the contributions mentioned in the paper "Power systems with high renewable energy sources: a review of inertia and frequency control strategies over time" ?

This paper reviews the inertia concept in terms of values and their evolution in the last decades, as well as the damping factor values. In addition, an extensive discussion on wind and photovoltaic power plants and their contributions to inertia in terms of frequency control strategies is included in the paper. 

PV power plants can use ESS such as batteries [115–117], super-capacitors [118,119] and flywheels [117] in order to provide additional active power in an imbalanced situation. 

The fast power reserve technique is based on supplying the kinetic energy stored in the rotating masses of the wind turbine to the grid as additional active power. 

Among the different renewable sources available, PV and wind (especially doubly fed induction generators, DFIG [10]) are the two most promising resources for generating electrical energy [11]. 

Their findings indicate that, nowadays, Europe presents a significant averaged inertia decreasing –around 20% in the last two decades–, mainly due to the renewable integration decoupled from the grid –from 14% in 1996 to 31% in 2016–. 

significant deviations from the nominal value may cause under/over frequency relay operations, and even lead to the disconnection of some loads from the grid [95]. 

As an example, in Europe, it is expected that 323 and 192GW of wind and PV will be installed in 2030, which will cover up to 30% and 18% of the demand, respectively [8,9]. 

The pitch angle control consists of increasing the pitch angle from tofor a constant wind speed , keeping the rotor speed at the maximum power point (Fig. 16). 

Similar to the generation mix in the world, wind, biomass, biofuels, and PV have surpassed the development of hydro-power, which has drastically slowed down in recent years. 

The paper provides significant information for wind turbines frequency control strategies and studies of current power systems with high renewable energy source integration. 

low system inertia is related with a faster rate of change of frequency (ROCOF) and larger frequency deviations (lower frequency nadir during frequency dips) within a short-time frame [19]. 

due to this absence of rotational masses and, subsequently, absence of inertia, the specific literature refers to the ‘emuFig. 

9. Generation mix in Europe: change between 1996 and 2016.RES connected to the grid through emulation/virtual control methods, and is the inertia constant of the emulated/virtual generation unit. 

This fact is considered as one of the main drawbacks of integrating a large amount of non-synchronous generators (i.e. RES) into the grid [17], as the frequency stability and its transient response is compromised [18]. 

This power converter prevents wind and PV power plants to directly contribute to the inertia of the system, being thus referred to as ‘decoupled’ from the grid [49]. 

Trending Questions (1)
•How have power systems developed historically in terms of frequency dynamics, and what key milestones have shaped their evolution?

The provided paper does not directly discuss the historical development of power systems in terms of frequency dynamics or key milestones that have shaped their evolution.