MILP Model of Electricity Distribution System Expansion Planning Considering Incentive Reliability Regulations
This paper aims at proposing a mixed-integer linear formulation to incorporate reliability-oriented costs into the expansion planning model of electricity distribution networks. In this respect, revenue lost associated with the undelivered energy caused by network interruptions as well as costs incu...
Saved in:
| Published in: | IEEE transactions on power systems Vol. 34; no. 6; pp. 4300 - 4316 |
|---|---|
| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
New York
IEEE
01.11.2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects: | |
| ISSN: | 0885-8950, 1558-0679 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | This paper aims at proposing a mixed-integer linear formulation to incorporate reliability-oriented costs into the expansion planning model of electricity distribution networks. In this respect, revenue lost associated with the undelivered energy caused by network interruptions as well as costs incurred by the widely used reward-penalty regulations is considered as the major reliability-related costs from distribution companies point of view. A set of mixed-integer linear equations is proposed to calculate the most common distribution system reliability indices, i.e., expected energy not served, system average interruption frequency index, and system average interruption duration index. It is found that these equations can also facilitate the formulation of radiality constraint in the presence of distributed generation units. Moreover, application of the proposed method is investigated through various case studies performed on two test distribution networks with 24 and 54 nodes. |
|---|---|
| AbstractList | This paper aims at proposing a mixed-integer linear formulation to incorporate reliability-oriented costs into the expansion planning model of electricity distribution networks. In this respect, revenue lost associated with the undelivered energy caused by network interruptions as well as costs incurred by the widely used reward–penalty regulations is considered as the major reliability-related costs from distribution companies point of view. A set of mixed-integer linear equations is proposed to calculate the most common distribution system reliability indices, i.e., expected energy not served, system average interruption frequency index, and system average interruption duration index. It is found that these equations can also facilitate the formulation of radiality constraint in the presence of distributed generation units. Moreover, application of the proposed method is investigated through various case studies performed on two test distribution networks with 24 and 54 nodes. |
| Author | Fotuhi-Firuzabad, Mahmud Moeini-Aghtaie, Moein Lehtonen, Matti Abbaspour, Ali Jooshaki, Mohammad |
| Author_xml | – sequence: 1 givenname: Mohammad orcidid: 0000-0001-6442-7538 surname: Jooshaki fullname: Jooshaki, Mohammad email: jooshaki_mohammad@ee.sharif.edu organization: Department of Electrical Engineering, Sharif University of Technology, Shiraz, Iran – sequence: 2 givenname: Ali surname: Abbaspour fullname: Abbaspour, Ali email: abbaspour@sharif.edu organization: Department of Electrical Engineering, Sharif University of Technology, Tehran, Iran – sequence: 3 givenname: Mahmud orcidid: 0000-0002-5507-9938 surname: Fotuhi-Firuzabad fullname: Fotuhi-Firuzabad, Mahmud email: fotuhi@sharif.edu organization: Department of Electrical Engineering, Sharif University of Technology, Tehran, Iran – sequence: 4 givenname: Moein orcidid: 0000-0002-7656-6807 surname: Moeini-Aghtaie fullname: Moeini-Aghtaie, Moein email: moeini@sharif.edu organization: Department of Energy Engineering, Sharif University of Technology, Tehran, Iran – sequence: 5 givenname: Matti orcidid: 0000-0002-9979-7333 surname: Lehtonen fullname: Lehtonen, Matti email: matti.lehtonen@aalto.fi organization: Department of Electrical Engineering, Aalto University, Espoo, Finland |
| BookMark | eNp9kE9PwkAQxTdGExH9Anpp4rm4f7rb3aNBVBKIBDAem-12SpaULe4WI9_eFogHD55mMjPvvczvCp272gFCtwQPCMHqYTn7mC8GFBM1oIoknIgz1COcyxiLVJ2jHpaSx1JxfImuQlhjjEW76CE3HU9m0bQuoIrqMhpVYBpvjW320ZMNbZvvGlu7aLEPDWyi0fdWu9ANZpV2zrpVNKzbQQG-68fOgGvsF0RzqKzObdUZzWG1q3RnE67RRamrADen2kfvz6Pl8DWevL2Mh4-T2DCmmlhTrTQrS844BYYhJakghVC5KYURJaGFYICpSXVOOYMCaE4SIxjVklOlCOuj-6Pv1tefOwhNtq533rWRGWWk_T1JpGqv6PHK-DoED2W29Xaj_T4jOOu4ZgeuWcc1O3FtRfKPqKV1-K7x2lb_S--OUgsAv1kyxYmUkv0A_CeKAg |
| CODEN | ITPSEG |
| CitedBy_id | crossref_primary_10_1109_TPWRD_2022_3215964 crossref_primary_10_1109_TPWRS_2023_3296101 crossref_primary_10_1049_iet_gtd_2019_0895 crossref_primary_10_1109_TNSE_2023_3279994 crossref_primary_10_1007_s40031_024_01097_w crossref_primary_10_3390_en15062275 crossref_primary_10_1016_j_epsr_2021_107392 crossref_primary_10_1109_TII_2022_3190550 crossref_primary_10_1016_j_epsr_2024_110241 crossref_primary_10_1016_j_ijepes_2019_105769 crossref_primary_10_3390_electricity5040046 crossref_primary_10_1049_iet_gtd_2020_0702 crossref_primary_10_1109_TR_2023_3310365 crossref_primary_10_1016_j_energy_2025_135409 crossref_primary_10_1109_TII_2020_2964049 crossref_primary_10_1002_2050_7038_12958 crossref_primary_10_1016_j_egyr_2022_12_064 crossref_primary_10_1109_TPWRS_2024_3354299 crossref_primary_10_1109_TSG_2023_3331359 crossref_primary_10_1109_ACCESS_2020_2995374 crossref_primary_10_1109_TIA_2023_3305403 crossref_primary_10_1049_enc2_12088 crossref_primary_10_1109_TPWRS_2020_3015061 crossref_primary_10_1049_iet_gtd_2020_1093 crossref_primary_10_1109_ACCESS_2021_3113944 crossref_primary_10_1016_j_compchemeng_2022_107924 crossref_primary_10_1109_TIA_2021_3122401 crossref_primary_10_1016_j_ijepes_2020_106200 crossref_primary_10_3390_en17215352 crossref_primary_10_1016_j_ijepes_2023_109559 crossref_primary_10_3390_en14196038 crossref_primary_10_1016_j_apenergy_2022_119438 crossref_primary_10_1016_j_ijepes_2021_107916 crossref_primary_10_1016_j_rser_2025_115461 crossref_primary_10_1016_j_segan_2023_101225 crossref_primary_10_1109_ACCESS_2020_3043391 crossref_primary_10_1109_ACCESS_2020_3048980 crossref_primary_10_1016_j_compchemeng_2023_108243 crossref_primary_10_1109_TPWRS_2021_3098065 crossref_primary_10_1109_TTE_2020_2996755 crossref_primary_10_3390_en15155382 crossref_primary_10_1016_j_segan_2023_101123 crossref_primary_10_1016_j_apenergy_2022_119655 crossref_primary_10_1016_j_scs_2025_106304 crossref_primary_10_1109_TSG_2021_3092405 crossref_primary_10_1007_s12667_023_00572_5 |
| Cites_doi | 10.1109/TSG.2016.2624898 10.1109/TPWRS.2017.2650210 10.1109/TPWRD.2011.2167990 10.1109/TPWRD.2004.832404 10.1109/TPWRS.2014.2304539 10.1109/TPWRS.2014.2364960 10.1109/TPWRD.2009.2028785 10.1049/iet-gtd.2013.0115 10.1109/TPWRS.2017.2764331 10.1109/TPWRS.2013.2279859 10.1109/TPWRS.2014.2339301 10.1049/iet-gtd.2011.0339 10.1109/TPWRS.2006.879234 10.1007/978-3-540-73444-4 10.1109/TPWRS.2015.2430278 10.1109/TPWRD.2008.917916 10.1016/j.jup.2017.01.001 10.1007/978-81-322-0987-4 10.1109/TPWRS.2015.2503604 10.1109/TPWRD.2011.2142200 10.1016/j.epsr.2014.12.006 10.1109/TPWRS.2013.2291660 |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019 |
| DBID | 97E RIA RIE AAYXX CITATION 7SP 7TB 8FD FR3 KR7 L7M |
| DOI | 10.1109/TPWRS.2019.2914516 |
| DatabaseName | IEEE Xplore (IEEE) IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Electronics & Communications Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database Civil Engineering Abstracts Advanced Technologies Database with Aerospace |
| DatabaseTitle | CrossRef Civil Engineering Abstracts Engineering Research Database Technology Research Database Mechanical & Transportation Engineering Abstracts Advanced Technologies Database with Aerospace Electronics & Communications Abstracts |
| DatabaseTitleList | Civil Engineering Abstracts |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1558-0679 |
| EndPage | 4316 |
| ExternalDocumentID | 10_1109_TPWRS_2019_2914516 8704888 |
| Genre | orig-research |
| GroupedDBID | -~X .DC 0R~ 29I 3EH 4.4 5GY 5VS 6IK 85S 97E AAJGR AARMG AASAJ AAWTH ABAZT ABFSI ABQJQ ABVLG ACGFO ACGFS ACIWK ACKIV AENEX AETIX AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ASUFR ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 E.L EBS EJD HZ~ H~9 ICLAB IFIPE IFJZH IPLJI JAVBF LAI M43 MS~ O9- OCL P2P RIA RIE RNS TAE TN5 VH1 VJK AAYXX CITATION 7SP 7TB 8FD FR3 KR7 L7M |
| ID | FETCH-LOGICAL-c339t-a2a9a3ff5352e30e71761d69bcf6c6f12d63e02c7ab253ede2b14c632a8529913 |
| IEDL.DBID | RIE |
| ISICitedReferencesCount | 54 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000503069700015&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0885-8950 |
| IngestDate | Fri Jul 25 19:01:46 EDT 2025 Tue Nov 18 22:43:55 EST 2025 Sat Nov 29 02:52:17 EST 2025 Wed Aug 27 02:40:42 EDT 2025 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 6 |
| Language | English |
| License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html https://doi.org/10.15223/policy-029 https://doi.org/10.15223/policy-037 |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c339t-a2a9a3ff5352e30e71761d69bcf6c6f12d63e02c7ab253ede2b14c632a8529913 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0001-6442-7538 0000-0002-5507-9938 0000-0002-9979-7333 0000-0002-7656-6807 |
| OpenAccessLink | https://aaltodoc.aalto.fi/handle/123456789/42220 |
| PQID | 2310664489 |
| PQPubID | 85441 |
| PageCount | 17 |
| ParticipantIDs | crossref_citationtrail_10_1109_TPWRS_2019_2914516 proquest_journals_2310664489 ieee_primary_8704888 crossref_primary_10_1109_TPWRS_2019_2914516 |
| PublicationCentury | 2000 |
| PublicationDate | 2019-Nov. 2019-11-00 20191101 |
| PublicationDateYYYYMMDD | 2019-11-01 |
| PublicationDate_xml | – month: 11 year: 2019 text: 2019-Nov. |
| PublicationDecade | 2010 |
| PublicationPlace | New York |
| PublicationPlace_xml | – name: New York |
| PublicationTitle | IEEE transactions on power systems |
| PublicationTitleAbbrev | TPWRS |
| PublicationYear | 2019 |
| Publisher | IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher_xml | – name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| References | ref13 ref12 ref15 ref14 ref11 ref10 ref1 ref17 ref16 ref19 ref18 (ref2) 2016 ref23 ref20 ref22 ref21 ref8 ref7 ref9 ref4 ref3 ref6 ref5 bollobás (ref24) 2013; 184 (ref25) 0 |
| References_xml | – ident: ref11 doi: 10.1109/TSG.2016.2624898 – ident: ref7 doi: 10.1109/TPWRS.2017.2650210 – ident: ref9 doi: 10.1109/TPWRD.2011.2167990 – ident: ref19 doi: 10.1109/TPWRD.2004.832404 – ident: ref17 doi: 10.1109/TPWRS.2014.2304539 – ident: ref13 doi: 10.1109/TPWRS.2014.2364960 – ident: ref4 doi: 10.1109/TPWRD.2009.2028785 – ident: ref5 doi: 10.1049/iet-gtd.2013.0115 – ident: ref12 doi: 10.1109/TPWRS.2017.2764331 – ident: ref21 doi: 10.1109/TPWRS.2013.2279859 – ident: ref6 doi: 10.1109/TPWRS.2014.2339301 – ident: ref22 doi: 10.1049/iet-gtd.2011.0339 – ident: ref15 doi: 10.1109/TPWRS.2006.879234 – ident: ref3 doi: 10.1007/978-3-540-73444-4 – ident: ref8 doi: 10.1109/TPWRS.2015.2430278 – ident: ref14 doi: 10.1109/TPWRD.2008.917916 – year: 2016 ident: ref2 article-title: 6th CEER benchmarking report on the quality of electricity and gas supply – ident: ref18 doi: 10.1016/j.jup.2017.01.001 – ident: ref1 doi: 10.1007/978-81-322-0987-4 – ident: ref10 doi: 10.1109/TPWRS.2015.2503604 – year: 0 ident: ref25 – ident: ref23 doi: 10.1109/TPWRD.2011.2142200 – ident: ref20 doi: 10.1016/j.epsr.2014.12.006 – volume: 184 year: 2013 ident: ref24 publication-title: Modern Graph Theory – ident: ref16 doi: 10.1109/TPWRS.2013.2291660 |
| SSID | ssj0006679 |
| Score | 2.5604002 |
| Snippet | This paper aims at proposing a mixed-integer linear formulation to incorporate reliability-oriented costs into the expansion planning model of electricity... |
| SourceID | proquest crossref ieee |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 4300 |
| SubjectTerms | Distributed generation Distributed power generation Distribution system expansion planning Electric power distribution Electricity pricing incentive reliability regulations Integers Investment Linear equations Mathematical model Mathematical models Mixed integer linear programming mixed-integer linear programming (MILP) Network reliability Networks Power system planning Power system reliability Regulations Reliability reward-penalty scheme System reliability |
| Title | MILP Model of Electricity Distribution System Expansion Planning Considering Incentive Reliability Regulations |
| URI | https://ieeexplore.ieee.org/document/8704888 https://www.proquest.com/docview/2310664489 |
| Volume | 34 |
| WOSCitedRecordID | wos000503069700015&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: PRVIEE databaseName: IEEE Electronic Library (IEL) customDbUrl: eissn: 1558-0679 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0006679 issn: 0885-8950 databaseCode: RIE dateStart: 19860101 isFulltext: true titleUrlDefault: https://ieeexplore.ieee.org/ providerName: IEEE |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LS8QwEB508aAH3-L6IgdvWm2TbdocRVcUVBYf6K2kyUQE2RV3XfTfm0nbRVEEb3NISumXTGbSme8D2JWZ4FpTKQ4ajDplqr0f5FlUWh99CKdsKkwQm8iurvKHB9Wbgv1JLwwihuIzPCAz_Mu3A_NGV2WHfm359ZZPw3SWZVWv1sTrSlnx6uV5GuUqjZsGmVgd3vbur2-oiksdcBWUab8dQkFV5YcrDufL6cL_3mwR5us4kh1VwC_BFPaXYe4Lu-AK9C_PL3qMxM6e2cCxbhC8eTI-7GYnRJdbK12xirScdd-9Y6C7M9YIGbFGzZNs70iosGiMjKqYK3bvD28_1vpfw1W4O-3eHp9FtbxCZIRQo0hzrbRwjgheUMToEzuZWKlK46SRLuFWCoy5yXTJU4EWeZl0jPTY5qk_xBKxBq3-oI_rwHRiO5g4YtahzlSpMCudsKW20hlueBuS5nsXpuYeJwmM5yLkILEqAkYFYVTUGLVhbzLnpWLe-HP0CqEyGVkD0oatBtai3pzDgkJaSXmp2vh91ibM0rOrlsMtaI1e33AbZsx49DR83Qnr7hOgSddN |
| linkProvider | IEEE |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1NT9wwEB1RilQ40A9ALNDiQ280bGInTnxEsAjEslq1i8otcuwxQkK7iF0Q_Hs8TrKiokLiNgdbifLs8Ywz8x7AT5kLrjWV4qDBKK0y7f0gz6PK-uhDOGUzYYLYRD4YFJeXargAv-a9MIgYis9wn8zwL99OzD1dlXX92vLrrfgAH7M05UndrTX3u1LWzHpFkUWFyuK2RSZW3dHw7-8_VMel9rkK2rT_HENBV-WVMw4nzPHn973bF1htIkl2UEP_FRZw_A1WXvALrsH4_LQ_ZCR3dsMmjvWC5M218YE3OyLC3EbritW05az36F0D3Z6xVsqItXqeZHtXQqVFD8iojrnm937y9lWjADZdh4vj3ujwJGoEFiIjhJpFmmulhXNE8YIiRp_aycRKVRknjXQJt1JgzE2uK54JtMirJDXSo1tk_hhLxAYsjidj3ASmE5ti4ohbh3pTpcK8csJW2kpnuOEdSNrvXZqGfZxEMG7KkIXEqgwYlYRR2WDUgb35nNuae-PN0WuEynxkA0gHdlpYy2Z7TksKaiVlpmrr_7N24dPJ6Lxf9k8HZ9uwTM-pGxB3YHF2d4_fYck8zK6ndz_CGnwG-FbalA |
| 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=MILP+Model+of+Electricity+Distribution+System+Expansion+Planning+Considering+Incentive+Reliability+Regulations&rft.jtitle=IEEE+transactions+on+power+systems&rft.au=Jooshaki%2C+Mohammad&rft.au=Abbaspour%2C+Ali&rft.au=Fotuhi-Firuzabad%2C+Mahmud&rft.au=Moeini-Aghtaie%2C+Moein&rft.date=2019-11-01&rft.issn=0885-8950&rft.eissn=1558-0679&rft.volume=34&rft.issue=6&rft.spage=4300&rft.epage=4316&rft_id=info:doi/10.1109%2FTPWRS.2019.2914516&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_TPWRS_2019_2914516 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0885-8950&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0885-8950&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0885-8950&client=summon |