Distributed resilient control against denial of service attacks in DC microgrids with constant power load
Recent events have shown that cyber attacks are becoming real threats to the power system reliability and resiliency, and there is no exception to the DC microgrids which would become popular in the future. Currently, most secondary controls in DC microgrids heavily rely on communications, making th...
Gespeichert in:
| Veröffentlicht in: | Renewable & sustainable energy reviews Jg. 153; S. 111792 |
|---|---|
| Hauptverfasser: | , , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
| Veröffentlicht: |
Elsevier Ltd
01.01.2022
|
| Schlagworte: | |
| ISSN: | 1364-0321, 1879-0690 |
| Online-Zugang: | Volltext |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| Abstract | Recent events have shown that cyber attacks are becoming real threats to the power system reliability and resiliency, and there is no exception to the DC microgrids which would become popular in the future. Currently, most secondary controls in DC microgrids heavily rely on communications, making them specifically vulnerable to cyber attacks. This paper presents a resilient distributed control based on the average consensus algorithm and the proportional-integral (PI) consensus algorithm to enhance the system resilience against denial of service attacks and improve the microgrid stability, particularly in the presence of constant power loads. The proposed control casts the average voltage restoration problem into an optimization problem, and because of this, the voltage control is immune to the communication damage caused by malicious denial of service attacks. Moreover, the small-signal stability model of the DC microgrid with distributed energy storages and constant power loads is established, and the impacts of varying constant power loads, controller parameters and communication topology on the system stability are analyzed. Simulations are conducted to verify the effectiveness of the proposed method.
•Global voltage and current regulations are realized by distributed mechanisms.•Distributed controllers can keep the DC microgrids stable during cyber-attacks.•Proportional-integral consensus based controllers can recover from Denial of Service attacks.•Distributed controllers contribute to improving stability in the presence of constant power loads. |
|---|---|
| AbstractList | Recent events have shown that cyber attacks are becoming real threats to the power system reliability and resiliency, and there is no exception to the DC microgrids which would become popular in the future. Currently, most secondary controls in DC microgrids heavily rely on communications, making them specifically vulnerable to cyber attacks. This paper presents a resilient distributed control based on the average consensus algorithm and the proportional-integral (PI) consensus algorithm to enhance the system resilience against denial of service attacks and improve the microgrid stability, particularly in the presence of constant power loads. The proposed control casts the average voltage restoration problem into an optimization problem, and because of this, the voltage control is immune to the communication damage caused by malicious denial of service attacks. Moreover, the small-signal stability model of the DC microgrid with distributed energy storages and constant power loads is established, and the impacts of varying constant power loads, controller parameters and communication topology on the system stability are analyzed. Simulations are conducted to verify the effectiveness of the proposed method.
•Global voltage and current regulations are realized by distributed mechanisms.•Distributed controllers can keep the DC microgrids stable during cyber-attacks.•Proportional-integral consensus based controllers can recover from Denial of Service attacks.•Distributed controllers contribute to improving stability in the presence of constant power loads. |
| ArticleNumber | 111792 |
| Author | Wen, Jinyu Zhou, Jianyu Shi, Mengxuan Chen, Yin Chen, Xia |
| Author_xml | – sequence: 1 givenname: Xia surname: Chen fullname: Chen, Xia – sequence: 2 givenname: Jianyu surname: Zhou fullname: Zhou, Jianyu – sequence: 3 givenname: Mengxuan surname: Shi fullname: Shi, Mengxuan – sequence: 4 givenname: Yin orcidid: 0000-0002-3351-5065 surname: Chen fullname: Chen, Yin email: chenyin@hust.edu.cn – sequence: 5 givenname: Jinyu surname: Wen fullname: Wen, Jinyu |
| BookMark | eNp9kM9OAjEQhxuDiYC-gKe-wGKnhdJNvBjwX0LiRc-b0s7i4LJL2grx7e0GTx44zSSTb2Z-34gN2q5Fxm5BTECAvttOQsQwkULCBADmpbxgQzDzshC6FIPcKz0thJJwxUYxboWAmZmrIaMlxRRo_Z3Q84CRGsI2cde1KXQNtxtLbUzcY0u24V3N85kDOeQ2Jeu-IqeWLxd8Ry50m0A-8iOlz56PyeZF--6IgTed9dfssrZNxJu_OmYfT4_vi5di9fb8unhYFU4JkQpvnS_rGnOqqTZSzKCeodVeSa0NgDOwlqCVXktrSqlQeSsFekAz1YglqDEzp735oxgD1pWjZBP1iSw1FYiqV1Ztq15Z1SurTsoyKv-h-0A7G37OQ_cnCHOoA-VpdNmhQ08BXap8R-fwX7fFiWA |
| CitedBy_id | crossref_primary_10_1016_j_ins_2023_119626 crossref_primary_10_1016_j_rser_2024_114965 crossref_primary_10_1049_rpg2_12848 crossref_primary_10_1109_TSG_2022_3190680 crossref_primary_10_1038_s41598_025_05524_w crossref_primary_10_1016_j_segan_2024_101578 crossref_primary_10_1109_TCC_2024_3480194 crossref_primary_10_32604_cmc_2023_039461 crossref_primary_10_1016_j_egyr_2023_05_087 crossref_primary_10_1109_TPEL_2025_3550178 crossref_primary_10_2478_amns_2023_2_01681 crossref_primary_10_1016_j_egyr_2023_05_184 crossref_primary_10_1038_s41598_023_48985_7 crossref_primary_10_1109_TASE_2023_3322043 crossref_primary_10_1109_TSMC_2024_3356028 crossref_primary_10_1016_j_ijhydene_2025_04_274 crossref_primary_10_1016_j_solener_2022_12_030 crossref_primary_10_1016_j_iot_2024_101325 crossref_primary_10_3233_JIFS_221425 crossref_primary_10_1049_gtd2_13018 crossref_primary_10_1155_etep_9385286 crossref_primary_10_1016_j_isatra_2022_02_022 crossref_primary_10_1002_acs_3875 crossref_primary_10_3233_JIFS_221632 crossref_primary_10_1049_rpg2_12498 crossref_primary_10_1177_14750902221096538 crossref_primary_10_1038_s44287_025_00189_z crossref_primary_10_3390_su15043516 crossref_primary_10_1016_j_jclepro_2023_140130 crossref_primary_10_1109_TSG_2024_3409154 crossref_primary_10_1016_j_epsr_2024_111123 crossref_primary_10_1049_cth2_12549 crossref_primary_10_1109_ACCESS_2024_3400768 crossref_primary_10_3390_en16124590 crossref_primary_10_1016_j_apenergy_2023_122037 crossref_primary_10_1016_j_apenergy_2025_126118 crossref_primary_10_1155_2023_6622346 crossref_primary_10_1016_j_ijepes_2022_108442 crossref_primary_10_1109_JIOT_2024_3509400 crossref_primary_10_1109_TSTE_2024_3440331 crossref_primary_10_1016_j_energy_2024_133081 |
| Cites_doi | 10.1016/j.ijepes.2020.105949 10.1016/j.ijepes.2019.105622 10.1109/TII.2018.2885170 10.1016/j.ijepes.2020.106468 10.1109/TCSI.2019.2948015 10.1016/j.ijepes.2019.105496 10.1016/j.ijepes.2020.105837 10.1016/j.automatica.2017.12.051 10.1109/TSG.2015.2457910 10.1016/j.ijepes.2020.106738 10.1109/MPE.2012.2212607 10.1109/TPWRS.2019.2897499 10.1016/j.rser.2017.04.094 10.1016/j.rser.2017.03.107 10.1016/j.rser.2019.06.006 10.1016/j.ijepes.2019.03.008 10.1016/j.jobe.2017.12.003 10.1016/j.ijepes.2017.02.008 10.1016/j.rser.2018.03.040 10.1146/annurev.es.04.110173.000245 10.1016/j.rser.2012.09.032 10.1016/j.ijepes.2018.02.039 10.1016/j.ifacol.2019.12.422 10.1016/j.rser.2020.110313 10.1109/TIE.2012.2227902 10.1109/TSG.2016.2632152 10.1016/j.ijepes.2020.106220 10.1016/j.ijepes.2020.105968 10.1016/j.apenergy.2017.07.110 10.1109/TSG.2017.2667586 10.1016/j.ijepes.2020.106207 10.1016/j.automatica.2013.05.018 10.1049/iet-pel.2015.0520 10.1016/j.rser.2015.12.193 10.1016/j.ijepes.2019.105575 10.1109/TPWRS.2014.2363874 10.1016/j.rser.2017.10.096 10.1109/TSG.2018.2832544 10.1016/j.rser.2017.01.027 10.1016/j.ijepes.2017.10.016 10.1016/j.est.2018.11.013 10.1016/j.automatica.2014.08.009 10.1016/j.rser.2017.01.064 |
| ContentType | Journal Article |
| Copyright | 2021 Elsevier Ltd |
| Copyright_xml | – notice: 2021 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.rser.2021.111792 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1879-0690 |
| ExternalDocumentID | 10_1016_j_rser_2021_111792 S1364032121010613 |
| GroupedDBID | --K --M .~1 0R~ 123 1B1 1RT 1~. 1~5 29P 4.4 457 4G. 5VS 7-5 71M 8P~ AABNK AACTN AAEDT AAEDW AAHCO AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AARJD AAXUO ABFNM ABJNI ABMAC ABXDB ABYKQ ACDAQ ACGFS ACRLP ADBBV ADEZE ADHUB ADMUD AEBSH AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHIDL AIEXJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ASPBG AVWKF AXJTR AZFZN BELTK BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-Q GBLVA HVGLF HZ~ IHE J1W JARJE KOM M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SDF SDG SDP SES SEW SPC SPCBC SSR SSZ T5K Y6R ZCA ~G- 9DU AATTM AAXKI AAYWO AAYXX ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AFXIZ AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD |
| ID | FETCH-LOGICAL-c300t-dacd9ffe0164682051f5ea6d3266811c81b21636b2a8923e3da20ed1e846ee913 |
| ISICitedReferencesCount | 47 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000714449100002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 1364-0321 |
| IngestDate | Sat Nov 29 07:02:42 EST 2025 Tue Nov 18 22:00:41 EST 2025 Fri Feb 23 02:40:28 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Denial of service DC microgrid Proportional-integral consensus algorithm Resilience Energy storage |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c300t-dacd9ffe0164682051f5ea6d3266811c81b21636b2a8923e3da20ed1e846ee913 |
| ORCID | 0000-0002-3351-5065 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_rser_2021_111792 crossref_primary_10_1016_j_rser_2021_111792 elsevier_sciencedirect_doi_10_1016_j_rser_2021_111792 |
| PublicationCentury | 2000 |
| PublicationDate | January 2022 2022-01-00 |
| PublicationDateYYYYMMDD | 2022-01-01 |
| PublicationDate_xml | – month: 01 year: 2022 text: January 2022 |
| PublicationDecade | 2020 |
| PublicationTitle | Renewable & sustainable energy reviews |
| PublicationYear | 2022 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Allee, Tschudi (bib16) 2012; 10 Liu, Lu, Wang (bib38) 2019; 34 Holling (bib3) 1973; 4 Wang, Rousis, Strbac (bib9) 2020; 134 Batiyah, Sharma, Abdelwahed, Zohrabi (bib29) 2020; 120 Luo, Yao, Wang, Guan (bib31) 2018; 101 Ghaderi, Adelpour, Rashidirad, Hamzeh (bib41) 2020; 123 Hu, Yuan, Yue, Dou, Cheng, Zhang (bib37) 2020; 67 Simpson-Porco, Dörfler, Bullo (bib44) 2013; 49 Nasirian, Moayedi, Davoudi, Lewis (bib50) 2015; 30 Lotfi, Khodaei (bib15) 2017; 8 Prehoda, Schelly, Pearce (bib10) 2017; 78 Anand, Fernandes (bib45) 2013; 60 Howell, Rezgui, Hippolyte, Jayan, Li (bib24) 2017; 77 Freeman, Yang, Lynch (bib51) 2006 Mishra, Ghadi, Azizivahed, Li, Zhang (bib6) 2021 Shuai, Fang, Ning, Shen (bib20) 2018; 82 Hirsch, Parag, Guerrero (bib7) 2018; 90 Akhbari, Rahimi (bib46) 2020; 117 Morstyn, Hredzak, Agelidis (bib26) 2015; 30 Srinivasan, Kwasinski (bib42) 2020; 122 Poudel, Mustafa, Bidram, Modares (bib30) 2020; 120 Chlela, Joos, Kassouf, Brissette (bib33) 2016 Shetty, Krishnappa, Nikol (bib4) 2018 Wang, Luo, Zhang, Guan (bib32) 2019; 110 Singh, Kumar, Fulwani (bib48) 2017; 10 Schiffer, Ortega, Astolfi, Raisch, Sezi (bib43) 2014; 50 Arghandeh, Von Meier, Mehrmanesh, Mili (bib5) 2016; 58 Liu, Hu, Wang, Wu (bib35) 2019; 15 Zenginis, Vardakas, Echave, Morató, Abadal, Verikoukis (bib11) 2017; 203 Beg, Nguyen, Johnson, Davoudi (bib39) 2019; 10 Cheng, Yue, Hu (bib34) 2020; 115 Abdin, Fang, Zio (bib1) 2019; 112 Shafiee-Rad, Sadabadi, Shafiee, Jahed-Motlagh (bib13) 2021; 125 Kumar, Agarwal, Agarwal (bib22) 2019; 21 Hossain, Perez, Nasiri, Bayindir (bib47) 2018; 96 Harkouss, Fardoun, Biwole (bib17) 2018; 16 Tang, Bai, Jiang (bib25) 2019; 52 Hu, Bhowmick (bib23) 2020; 116 Muhammad, Muhammad, Khurram (bib27) 2020; 128 Sudhoff, Pekarek, Swanson, Duppalli, Horvath, Kasha (bib18) 2015 Liu, Su, Sun, Han (bib49) 2018; 90 Planas, Gil-De-Muro, Andreu, Kortabarria, Martínez De Alegría (bib21) 2013; 17 Ni, Zheng, Xie, Xiao, Zong, Huang (bib19) 2021; 128 Chen, Hou, Ron Hui (bib28) 2017; 8 Singh, Gautam, Fulwani (bib40) 2017; 72 Chlela, Mascarella, Joos, Kassouf (bib36) 2018; 9 Mahmoud, Alyazidi, Abouheaf (bib12) 2017; 90 Batiyah, Sharma, Abdelwahed, Zohrabi (bib14) 2020; 120 Liu, Hou, Jia, Zhao, Mili, Mu (bib2) 2020; 118 Yoldaş, Önen, Muyeen, Vasilakos, Alan (bib8) 2017; 72 Holling (10.1016/j.rser.2021.111792_bib3) 1973; 4 Chlela (10.1016/j.rser.2021.111792_bib33) 2016 Prehoda (10.1016/j.rser.2021.111792_bib10) 2017; 78 Hu (10.1016/j.rser.2021.111792_bib37) 2020; 67 Srinivasan (10.1016/j.rser.2021.111792_bib42) 2020; 122 Cheng (10.1016/j.rser.2021.111792_bib34) 2020; 115 Lotfi (10.1016/j.rser.2021.111792_bib15) 2017; 8 Singh (10.1016/j.rser.2021.111792_bib48) 2017; 10 Abdin (10.1016/j.rser.2021.111792_bib1) 2019; 112 Mahmoud (10.1016/j.rser.2021.111792_bib12) 2017; 90 Shafiee-Rad (10.1016/j.rser.2021.111792_bib13) 2021; 125 Singh (10.1016/j.rser.2021.111792_bib40) 2017; 72 Howell (10.1016/j.rser.2021.111792_bib24) 2017; 77 Wang (10.1016/j.rser.2021.111792_bib32) 2019; 110 Chlela (10.1016/j.rser.2021.111792_bib36) 2018; 9 Simpson-Porco (10.1016/j.rser.2021.111792_bib44) 2013; 49 Hirsch (10.1016/j.rser.2021.111792_bib7) 2018; 90 Morstyn (10.1016/j.rser.2021.111792_bib26) 2015; 30 Hossain (10.1016/j.rser.2021.111792_bib47) 2018; 96 Ghaderi (10.1016/j.rser.2021.111792_bib41) 2020; 123 Shetty (10.1016/j.rser.2021.111792_bib4) 2018 Liu (10.1016/j.rser.2021.111792_bib35) 2019; 15 Shuai (10.1016/j.rser.2021.111792_bib20) 2018; 82 Liu (10.1016/j.rser.2021.111792_bib49) 2018; 90 Freeman (10.1016/j.rser.2021.111792_bib51) 2006 Beg (10.1016/j.rser.2021.111792_bib39) 2019; 10 Wang (10.1016/j.rser.2021.111792_bib9) 2020; 134 Harkouss (10.1016/j.rser.2021.111792_bib17) 2018; 16 Tang (10.1016/j.rser.2021.111792_bib25) 2019; 52 Arghandeh (10.1016/j.rser.2021.111792_bib5) 2016; 58 Liu (10.1016/j.rser.2021.111792_bib2) 2020; 118 Anand (10.1016/j.rser.2021.111792_bib45) 2013; 60 Hu (10.1016/j.rser.2021.111792_bib23) 2020; 116 Schiffer (10.1016/j.rser.2021.111792_bib43) 2014; 50 Liu (10.1016/j.rser.2021.111792_bib38) 2019; 34 Poudel (10.1016/j.rser.2021.111792_bib30) 2020; 120 Chen (10.1016/j.rser.2021.111792_bib28) 2017; 8 Ni (10.1016/j.rser.2021.111792_bib19) 2021; 128 Batiyah (10.1016/j.rser.2021.111792_bib14) 2020; 120 Luo (10.1016/j.rser.2021.111792_bib31) 2018; 101 Yoldaş (10.1016/j.rser.2021.111792_bib8) 2017; 72 Akhbari (10.1016/j.rser.2021.111792_bib46) 2020; 117 Zenginis (10.1016/j.rser.2021.111792_bib11) 2017; 203 Mishra (10.1016/j.rser.2021.111792_bib6) 2021 Muhammad (10.1016/j.rser.2021.111792_bib27) 2020; 128 Planas (10.1016/j.rser.2021.111792_bib21) 2013; 17 Batiyah (10.1016/j.rser.2021.111792_bib29) 2020; 120 Sudhoff (10.1016/j.rser.2021.111792_bib18) 2015 Nasirian (10.1016/j.rser.2021.111792_bib50) 2015; 30 Kumar (10.1016/j.rser.2021.111792_bib22) 2019; 21 Allee (10.1016/j.rser.2021.111792_bib16) 2012; 10 |
| References_xml | – volume: 120 year: 2020 ident: bib29 article-title: An MPC-based power management of standalone DC microgrid with energy storage publication-title: Int J Electr Power Energy Syst – volume: 50 start-page: 2457 year: 2014 end-page: 2469 ident: bib43 article-title: Conditions for stability of droop-controlled inverter-based microgrids publication-title: Automatica – volume: 90 start-page: 402 year: 2018 end-page: 411 ident: bib7 article-title: Microgrids: a review of technologies, key drivers, and outstanding issues publication-title: Renew Sustain Energy Rev – volume: 116 year: 2020 ident: bib23 article-title: A consensus-based robust secondary voltage and frequency control scheme for islanded microgrids publication-title: Int J Electr Power Energy Syst – volume: 72 start-page: 407 year: 2017 end-page: 421 ident: bib40 article-title: Constant power loads and their effects in DC distributed power systems: a review publication-title: Renew Sustain Energy Rev – volume: 16 start-page: 57 year: 2018 end-page: 71 ident: bib17 article-title: Multi-objective optimization methodology for net zero energy buildings publication-title: J Build Eng – volume: 72 start-page: 205 year: 2017 end-page: 214 ident: bib8 article-title: Enhancing smart grid with microgrids: challenges and opportunities publication-title: Renew Sustain Energy Rev – volume: 15 start-page: 4066 year: 2019 end-page: 4075 ident: bib35 article-title: Stochastic stability analysis and control of secondary frequency regulation for islanded microgrids under random denial of service attacks publication-title: IEEE Trans Ind Informatics – start-page: 464 year: 2015 end-page: 471 ident: bib18 article-title: A reduced scale naval DC microgrid to support electric ship research and development publication-title: 2015 IEEE Electr Sh Technol Symp ESTS 2015 – volume: 101 start-page: 127 year: 2018 end-page: 138 ident: bib31 article-title: Observer-based cyber attack detection and isolation in smart grids publication-title: Int J Electr Power Energy Syst – volume: 30 start-page: 2780 year: 2015 end-page: 2789 ident: bib26 article-title: Distributed cooperative control of microgrid storage publication-title: IEEE Trans Power Syst – volume: 34 start-page: 3199 year: 2019 end-page: 3208 ident: bib38 article-title: Resilience analysis of DC microgrids under denial of service threats publication-title: IEEE Trans Power Syst – volume: 60 start-page: 5040 year: 2013 end-page: 5049 ident: bib45 article-title: Reduced-order model and stability analysis of low-voltage dc microgrid publication-title: IEEE Trans Ind Electron – volume: 122 year: 2020 ident: bib42 article-title: Control analysis of parallel DC-DC converters in a DC microgrid with constant power loads publication-title: Int J Electr Power Energy Syst – volume: 10 start-page: 3585 year: 2019 end-page: 3595 ident: bib39 article-title: Signal temporal logic-based attack detection in DC microgrids publication-title: IEEE Trans Smart Grid – volume: 115 year: 2020 ident: bib34 article-title: Resilient load frequency control design: DoS attacks against additional control loop publication-title: Electr. Power Energy Syst. – start-page: 135 year: 2021 ident: bib6 article-title: A review on resilience studies in active distribution systems publication-title: Renew Sustain Energy Rev – volume: 90 start-page: 292 year: 2017 end-page: 305 ident: bib12 article-title: Adaptive intelligent techniques for microgrid control systems: a survey publication-title: Int J Electr Power Energy Syst – volume: 125 year: 2021 ident: bib13 article-title: Robust decentralized voltage control for uncertain DC microgrids publication-title: Int J Electr Power Energy Syst – volume: 77 start-page: 193 year: 2017 end-page: 214 ident: bib24 article-title: Towards the next generation of smart grids: semantic and holonic multi-agent management of distributed energy resources publication-title: Renew Sustain Energy Rev – year: 2018 ident: bib4 article-title: Cyber resilience metrics for bulk power system publication-title: Industrial Control Systems Joint Working Group (ICSJWG) Quarterly Newsletter – volume: 8 start-page: 296 year: 2017 end-page: 304 ident: bib15 article-title: AC versus DC microgrid planning publication-title: IEEE Trans Smart Grid – volume: 128 year: 2021 ident: bib19 article-title: Enhancing resilience of DC microgrids with model predictive control based hybrid energy storage system publication-title: Int J Electr Power Energy Syst – volume: 9 start-page: 4702 year: 2018 end-page: 4711 ident: bib36 article-title: Fallback control for isochronous energy storage systems in autonomous microgrids under denial-of-service cyber-attacks publication-title: IEEE Trans Smart Grid – year: 2016 ident: bib33 article-title: Real-time testing platform for microgrid controllers against false data injection cybersecurity attacks publication-title: IEEE power energy Soc gen Meet 2016 – volume: 120 year: 2020 ident: bib30 article-title: Detection and mitigation of cyber-threats in the DC microgrid distributed control system publication-title: Int J Electr Power Energy Syst – volume: 58 start-page: 1060 year: 2016 end-page: 1069 ident: bib5 article-title: On the definition of cyber-physical resilience in power systems publication-title: Renew Sustain Energy Rev – volume: 110 start-page: 208 year: 2019 end-page: 222 ident: bib32 article-title: Distributed detection and isolation of false data injection attacks in smart grids via nonlinear unknown input observers publication-title: Int J Electr Power Energy Syst – volume: 90 start-page: 62 year: 2018 end-page: 72 ident: bib49 article-title: Stability analysis of dc microgrids with constant power load under distributed control methods publication-title: Automatics – volume: 10 start-page: 50 year: 2012 end-page: 59 ident: bib16 article-title: Edison redux: 380 Vdc brings reliability and efficiency to sustainable data centers publication-title: IEEE Power Energy Mag – volume: 8 start-page: 1350 year: 2017 end-page: 1359 ident: bib28 article-title: Distributed control of multiple electric springs for voltage control in microgrid publication-title: IEEE Trans Smart Grid – volume: 118 year: 2020 ident: bib2 article-title: A resilience assessment approach for power system from perspectives of system and component levels publication-title: Int J Electr Power Energy Syst – volume: 112 start-page: 706 year: 2019 end-page: 719 ident: bib1 article-title: A modeling and optimization framework for power systems design with operational flexibility and resilience against extreme heat waves and drought events publication-title: Renew Sustain Energy Rev – volume: 134 start-page: 110313 year: 2020 ident: bib9 article-title: On microgrids and resilience: a comprehensive review on modeling and operational strategies publication-title: Renew Sustain Energy Rev – volume: 203 start-page: 972 year: 2017 end-page: 981 ident: bib11 article-title: Cooperation in microgrids through power exchange: an optimal sizing and operation approach publication-title: Appl Energy – volume: 10 start-page: 387 year: 2017 end-page: 397 ident: bib48 article-title: Mitigation of destabilising effect of CPLs in island DC micro-grid using non-linear control publication-title: IET Power Electron – volume: 128 year: 2020 ident: bib27 article-title: A distributed average-based enhanced resilient control for sustainable energy DC microgrids publication-title: IFAC-PapersOnLine – volume: 78 start-page: 167 year: 2017 end-page: 175 ident: bib10 article-title: Strategic solar photovoltaic-powered microgrid deployment for enhanced national security publication-title: Renew Sustain Energy Rev – volume: 120 year: 2020 ident: bib14 article-title: An MPC-based power management of standalone DC microgrid with energy storage publication-title: Int J Electr Power Energy Syst – volume: 49 start-page: 2603 year: 2013 end-page: 2611 ident: bib44 article-title: Synchronization and power sharing for droop-controlled inverters in islanded microgrids publication-title: Automatica – volume: 21 start-page: 113 year: 2019 end-page: 138 ident: bib22 article-title: A review on overall control of DC microgrids publication-title: J Energy Storage – volume: 117 year: 2020 ident: bib46 article-title: Control and stability analysis of DFIG wind system at the load following mode in a DC microgrid comprising wind and microturbine sources and constant power loads publication-title: Int J Electr Power Energy Syst – volume: 123 year: 2020 ident: bib41 article-title: Analysis and damping of high-frequency oscillations at the presence of distributed constant power loads publication-title: Int J Electr Power Energy Syst – volume: 4 start-page: 1 year: 1973 end-page: 23 ident: bib3 article-title: Resilience and stability of ecological systems publication-title: Annu Rev Ecol Systemat – volume: 82 start-page: 3670 year: 2018 end-page: 3682 ident: bib20 article-title: Hierarchical structure and bus voltage control of DC microgrid publication-title: Renew Sustain Energy Rev – volume: 30 start-page: 2288 year: 2015 end-page: 2303 ident: bib50 article-title: Distributed cooperative control of DC microgrids publication-title: IEEE Trans Smart Grid – volume: 52 start-page: 283 year: 2019 end-page: 289 ident: bib25 article-title: Distributed power sharing control of the grid-connected ac microgrid publication-title: IFAC-PapersOnLine – volume: 67 start-page: 699 year: 2020 end-page: 710 ident: bib37 article-title: Attack-resilient event-triggered controller design of DC microgrids under DoS attacks publication-title: IEEE Trans Circuits Syst I Regul Pap – volume: 96 start-page: 442 year: 2018 end-page: 456 ident: bib47 article-title: Stability improvement of microgrids in the presence of constant power loads publication-title: Int J Electr Power Energy Syst – volume: 17 start-page: 147 year: 2013 end-page: 159 ident: bib21 article-title: General aspects, hierarchical controls and droop methods in microgrids: a review publication-title: Renew Sustain Energy Rev – start-page: 398 year: 2006 end-page: 403 ident: bib51 article-title: Stability and convergence properties of dynamic average consensus estimators publication-title: Proc IEEE Conf Decis Control – volume: 120 year: 2020 ident: 10.1016/j.rser.2021.111792_bib29 article-title: An MPC-based power management of standalone DC microgrid with energy storage publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2020.105949 – volume: 117 year: 2020 ident: 10.1016/j.rser.2021.111792_bib46 article-title: Control and stability analysis of DFIG wind system at the load following mode in a DC microgrid comprising wind and microturbine sources and constant power loads publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2019.105622 – year: 2018 ident: 10.1016/j.rser.2021.111792_bib4 article-title: Cyber resilience metrics for bulk power system publication-title: Industrial Control Systems Joint Working Group (ICSJWG) Quarterly Newsletter – volume: 15 start-page: 4066 year: 2019 ident: 10.1016/j.rser.2021.111792_bib35 article-title: Stochastic stability analysis and control of secondary frequency regulation for islanded microgrids under random denial of service attacks publication-title: IEEE Trans Ind Informatics doi: 10.1109/TII.2018.2885170 – volume: 125 year: 2021 ident: 10.1016/j.rser.2021.111792_bib13 article-title: Robust decentralized voltage control for uncertain DC microgrids publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2020.106468 – volume: 67 start-page: 699 year: 2020 ident: 10.1016/j.rser.2021.111792_bib37 article-title: Attack-resilient event-triggered controller design of DC microgrids under DoS attacks publication-title: IEEE Trans Circuits Syst I Regul Pap doi: 10.1109/TCSI.2019.2948015 – volume: 115 year: 2020 ident: 10.1016/j.rser.2021.111792_bib34 article-title: Resilient load frequency control design: DoS attacks against additional control loop publication-title: Electr. Power Energy Syst. doi: 10.1016/j.ijepes.2019.105496 – volume: 118 year: 2020 ident: 10.1016/j.rser.2021.111792_bib2 article-title: A resilience assessment approach for power system from perspectives of system and component levels publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2020.105837 – volume: 90 start-page: 62 year: 2018 ident: 10.1016/j.rser.2021.111792_bib49 article-title: Stability analysis of dc microgrids with constant power load under distributed control methods publication-title: Automatics doi: 10.1016/j.automatica.2017.12.051 – volume: 120 year: 2020 ident: 10.1016/j.rser.2021.111792_bib14 article-title: An MPC-based power management of standalone DC microgrid with energy storage publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2020.105949 – volume: 8 start-page: 296 year: 2017 ident: 10.1016/j.rser.2021.111792_bib15 article-title: AC versus DC microgrid planning publication-title: IEEE Trans Smart Grid doi: 10.1109/TSG.2015.2457910 – year: 2016 ident: 10.1016/j.rser.2021.111792_bib33 article-title: Real-time testing platform for microgrid controllers against false data injection cybersecurity attacks – volume: 128 year: 2021 ident: 10.1016/j.rser.2021.111792_bib19 article-title: Enhancing resilience of DC microgrids with model predictive control based hybrid energy storage system publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2020.106738 – volume: 10 start-page: 50 year: 2012 ident: 10.1016/j.rser.2021.111792_bib16 article-title: Edison redux: 380 Vdc brings reliability and efficiency to sustainable data centers publication-title: IEEE Power Energy Mag doi: 10.1109/MPE.2012.2212607 – volume: 34 start-page: 3199 year: 2019 ident: 10.1016/j.rser.2021.111792_bib38 article-title: Resilience analysis of DC microgrids under denial of service threats publication-title: IEEE Trans Power Syst doi: 10.1109/TPWRS.2019.2897499 – start-page: 398 year: 2006 ident: 10.1016/j.rser.2021.111792_bib51 article-title: Stability and convergence properties of dynamic average consensus estimators publication-title: Proc IEEE Conf Decis Control – volume: 78 start-page: 167 year: 2017 ident: 10.1016/j.rser.2021.111792_bib10 article-title: Strategic solar photovoltaic-powered microgrid deployment for enhanced national security publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2017.04.094 – start-page: 135 year: 2021 ident: 10.1016/j.rser.2021.111792_bib6 article-title: A review on resilience studies in active distribution systems publication-title: Renew Sustain Energy Rev – volume: 77 start-page: 193 year: 2017 ident: 10.1016/j.rser.2021.111792_bib24 article-title: Towards the next generation of smart grids: semantic and holonic multi-agent management of distributed energy resources publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2017.03.107 – volume: 112 start-page: 706 year: 2019 ident: 10.1016/j.rser.2021.111792_bib1 article-title: A modeling and optimization framework for power systems design with operational flexibility and resilience against extreme heat waves and drought events publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2019.06.006 – volume: 110 start-page: 208 year: 2019 ident: 10.1016/j.rser.2021.111792_bib32 article-title: Distributed detection and isolation of false data injection attacks in smart grids via nonlinear unknown input observers publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2019.03.008 – volume: 16 start-page: 57 year: 2018 ident: 10.1016/j.rser.2021.111792_bib17 article-title: Multi-objective optimization methodology for net zero energy buildings publication-title: J Build Eng doi: 10.1016/j.jobe.2017.12.003 – volume: 90 start-page: 292 year: 2017 ident: 10.1016/j.rser.2021.111792_bib12 article-title: Adaptive intelligent techniques for microgrid control systems: a survey publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2017.02.008 – volume: 90 start-page: 402 year: 2018 ident: 10.1016/j.rser.2021.111792_bib7 article-title: Microgrids: a review of technologies, key drivers, and outstanding issues publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2018.03.040 – volume: 4 start-page: 1 year: 1973 ident: 10.1016/j.rser.2021.111792_bib3 article-title: Resilience and stability of ecological systems publication-title: Annu Rev Ecol Systemat doi: 10.1146/annurev.es.04.110173.000245 – volume: 17 start-page: 147 year: 2013 ident: 10.1016/j.rser.2021.111792_bib21 article-title: General aspects, hierarchical controls and droop methods in microgrids: a review publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2012.09.032 – volume: 101 start-page: 127 year: 2018 ident: 10.1016/j.rser.2021.111792_bib31 article-title: Observer-based cyber attack detection and isolation in smart grids publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2018.02.039 – start-page: 464 year: 2015 ident: 10.1016/j.rser.2021.111792_bib18 article-title: A reduced scale naval DC microgrid to support electric ship research and development – volume: 30 start-page: 2288 year: 2015 ident: 10.1016/j.rser.2021.111792_bib50 article-title: Distributed cooperative control of DC microgrids publication-title: IEEE Trans Smart Grid – volume: 52 start-page: 283 issue: 24 year: 2019 ident: 10.1016/j.rser.2021.111792_bib25 article-title: Distributed power sharing control of the grid-connected ac microgrid publication-title: IFAC-PapersOnLine doi: 10.1016/j.ifacol.2019.12.422 – volume: 134 start-page: 110313 year: 2020 ident: 10.1016/j.rser.2021.111792_bib9 article-title: On microgrids and resilience: a comprehensive review on modeling and operational strategies publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2020.110313 – volume: 60 start-page: 5040 year: 2013 ident: 10.1016/j.rser.2021.111792_bib45 article-title: Reduced-order model and stability analysis of low-voltage dc microgrid publication-title: IEEE Trans Ind Electron doi: 10.1109/TIE.2012.2227902 – volume: 8 start-page: 1350 year: 2017 ident: 10.1016/j.rser.2021.111792_bib28 article-title: Distributed control of multiple electric springs for voltage control in microgrid publication-title: IEEE Trans Smart Grid doi: 10.1109/TSG.2016.2632152 – volume: 123 year: 2020 ident: 10.1016/j.rser.2021.111792_bib41 article-title: Analysis and damping of high-frequency oscillations at the presence of distributed constant power loads publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2020.106220 – volume: 120 year: 2020 ident: 10.1016/j.rser.2021.111792_bib30 article-title: Detection and mitigation of cyber-threats in the DC microgrid distributed control system publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2020.105968 – volume: 203 start-page: 972 year: 2017 ident: 10.1016/j.rser.2021.111792_bib11 article-title: Cooperation in microgrids through power exchange: an optimal sizing and operation approach publication-title: Appl Energy doi: 10.1016/j.apenergy.2017.07.110 – volume: 9 start-page: 4702 year: 2018 ident: 10.1016/j.rser.2021.111792_bib36 article-title: Fallback control for isochronous energy storage systems in autonomous microgrids under denial-of-service cyber-attacks publication-title: IEEE Trans Smart Grid doi: 10.1109/TSG.2017.2667586 – volume: 122 year: 2020 ident: 10.1016/j.rser.2021.111792_bib42 article-title: Control analysis of parallel DC-DC converters in a DC microgrid with constant power loads publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2020.106207 – volume: 49 start-page: 2603 year: 2013 ident: 10.1016/j.rser.2021.111792_bib44 article-title: Synchronization and power sharing for droop-controlled inverters in islanded microgrids publication-title: Automatica doi: 10.1016/j.automatica.2013.05.018 – volume: 10 start-page: 387 year: 2017 ident: 10.1016/j.rser.2021.111792_bib48 article-title: Mitigation of destabilising effect of CPLs in island DC micro-grid using non-linear control publication-title: IET Power Electron doi: 10.1049/iet-pel.2015.0520 – volume: 58 start-page: 1060 year: 2016 ident: 10.1016/j.rser.2021.111792_bib5 article-title: On the definition of cyber-physical resilience in power systems publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2015.12.193 – volume: 116 year: 2020 ident: 10.1016/j.rser.2021.111792_bib23 article-title: A consensus-based robust secondary voltage and frequency control scheme for islanded microgrids publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2019.105575 – volume: 30 start-page: 2780 year: 2015 ident: 10.1016/j.rser.2021.111792_bib26 article-title: Distributed cooperative control of microgrid storage publication-title: IEEE Trans Power Syst doi: 10.1109/TPWRS.2014.2363874 – volume: 82 start-page: 3670 year: 2018 ident: 10.1016/j.rser.2021.111792_bib20 article-title: Hierarchical structure and bus voltage control of DC microgrid publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2017.10.096 – volume: 10 start-page: 3585 year: 2019 ident: 10.1016/j.rser.2021.111792_bib39 article-title: Signal temporal logic-based attack detection in DC microgrids publication-title: IEEE Trans Smart Grid doi: 10.1109/TSG.2018.2832544 – volume: 72 start-page: 407 year: 2017 ident: 10.1016/j.rser.2021.111792_bib40 article-title: Constant power loads and their effects in DC distributed power systems: a review publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2017.01.027 – volume: 96 start-page: 442 year: 2018 ident: 10.1016/j.rser.2021.111792_bib47 article-title: Stability improvement of microgrids in the presence of constant power loads publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2017.10.016 – volume: 21 start-page: 113 year: 2019 ident: 10.1016/j.rser.2021.111792_bib22 article-title: A review on overall control of DC microgrids publication-title: J Energy Storage doi: 10.1016/j.est.2018.11.013 – volume: 128 year: 2020 ident: 10.1016/j.rser.2021.111792_bib27 article-title: A distributed average-based enhanced resilient control for sustainable energy DC microgrids publication-title: IFAC-PapersOnLine – volume: 50 start-page: 2457 year: 2014 ident: 10.1016/j.rser.2021.111792_bib43 article-title: Conditions for stability of droop-controlled inverter-based microgrids publication-title: Automatica doi: 10.1016/j.automatica.2014.08.009 – volume: 72 start-page: 205 year: 2017 ident: 10.1016/j.rser.2021.111792_bib8 article-title: Enhancing smart grid with microgrids: challenges and opportunities publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2017.01.064 |
| SSID | ssj0015873 |
| Score | 2.5525632 |
| Snippet | Recent events have shown that cyber attacks are becoming real threats to the power system reliability and resiliency, and there is no exception to the DC... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 111792 |
| SubjectTerms | DC microgrid Denial of service Energy storage Proportional-integral consensus algorithm Resilience |
| Title | Distributed resilient control against denial of service attacks in DC microgrids with constant power load |
| URI | https://dx.doi.org/10.1016/j.rser.2021.111792 |
| Volume | 153 |
| WOSCitedRecordID | wos000714449100002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1879-0690 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0015873 issn: 1364-0321 databaseCode: AIEXJ dateStart: 19970301 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwELaWLQc4IJ6ivOQDtyhVnMR5HKvdIkCoQqhIC5fITuySaptdbbJl-Q_8aMaPOGlVKnrgEkVR7ESeT5PPk_lmEHobcRGkUsY-FTLwY05Tn9FE-FFJiOBpxtJKC4U_pcfH2WKRf55MfvdamItl2jTZbpev_6up4RoYW0lnb2FuNylcgHMwOhzB7HD8J8PPVSlc1cVKKGFKWy-V4tGlpLNTVgMj9CqVZKd5aGu8hce6TuntVQBkPvPOVaLe6aauWpedrnhk561VWzVvuWKXOnx-AZf5U6uwFJTakSpLGHGhrXo6ZBMYd7eo3Wfh-4_VVmMKAPtr6yI_uumwTr7dbQck9-O_2cLhNm4RhqO4hXG1URL7QWT00c4X02jkTYmqVxde6-hNzOHsYAOLBLv8kBwMN1-uqn3la-dyEPv0trNCzVGoOQozxx20F6Y0z6Zo7_DD0eKj-ytFM52x4N7cirBMvuDVN7me6IzIy8lD9MDuOvChQcsjNBHNY3R_VIvyCapHuMEON9jiBlvcYIMbvJLY4gZb3OC6wfMZHnCDFW5wjxuscYMVbp6ir--OTmbvfduHwy-jIOj8ipVVLqXQteiAMVIiqWBJBcw_yQgpYecTAq1PeMgy2C-IqGJhICoigNsKkZPoGZo2q0Y8R5iXhAsicxoLFnMW5yWHlU55LIUklLN9RPpFK0pbpF71SlkWfzfXPvLcmLUp0XLj3bS3RWFJpiGPBUDrhnEvbvWUl-jegPlXaNpttuI1ultedHW7eWNx9QezpqIU |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Distributed+resilient+control+against+denial+of+service+attacks+in+DC+microgrids+with+constant+power+load&rft.jtitle=Renewable+%26+sustainable+energy+reviews&rft.au=Chen%2C+Xia&rft.au=Zhou%2C+Jianyu&rft.au=Shi%2C+Mengxuan&rft.au=Chen%2C+Yin&rft.date=2022-01-01&rft.issn=1364-0321&rft.volume=153&rft.spage=111792&rft_id=info:doi/10.1016%2Fj.rser.2021.111792&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_rser_2021_111792 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1364-0321&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1364-0321&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1364-0321&client=summon |