An Expert System Approach for Multi-Year Short-Term Transmission System Expansion Planning: An Indian Experience
This paper proposes an expert system approach to short-term expansion planning (STEP). The rules which drive STEP can be classified into MW, MVAR, and ampacity management rules. MW and ampacity management rules are for alleviating transmission line congestion. Reactive power management is required f...
Gespeichert in:
Veröffentlicht in: | IEEE transactions on power systems 2008-02, Vol.23 (1), p.226-237 |
---|---|
Hauptverfasser: | , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext bestellen |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 237 |
---|---|
container_issue | 1 |
container_start_page | 226 |
container_title | IEEE transactions on power systems |
container_volume | 23 |
creator | Gajbhiye, R.K. Naik, D. Dambhare, S. Soman, S.A. |
description | This paper proposes an expert system approach to short-term expansion planning (STEP). The rules which drive STEP can be classified into MW, MVAR, and ampacity management rules. MW and ampacity management rules are for alleviating transmission line congestion. Reactive power management is required for voltage control at load busses, conformity to the capacity curve of the generators, and containing the MW losses within acceptable limits. Embedding reactive power management in STEP is a challenging task since ac load flow may not converge in absence of proper reactive power planning and load modeling. Therefore, we also propose enhancements to the fast decoupled load flow algorithm for on-the-fly reactive power management. The enhanced algorithm not only can detect divergent load flow scenarios but also self-correct it by restarting the whole process with greater degree of freedom in reactive power controls. The proposed approach leads to development of an automated tool for STEP which has the capability to work, even with incomplete information. A simple method for evaluating location and requirement of shunt reactor is also proposed. By analysis and comparative evaluation, we show that the proposed system can arrive at a solution which is close to optimal. Results on the Western Regional Grid of India with an approximate load of 28 000 MW and 1200 nodes are presented to demonstrate effectiveness of the proposed approach. |
doi_str_mv | 10.1109/TPWRS.2007.913687 |
format | Article |
fullrecord | <record><control><sourceid>proquest_RIE</sourceid><recordid>TN_cdi_proquest_miscellaneous_1671351488</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>4425381</ieee_id><sourcerecordid>2325865781</sourcerecordid><originalsourceid>FETCH-LOGICAL-c388t-9cf43d5cc3dd6cf923743f53c015bfa49c6d318e43357372acd7ffdce060131b3</originalsourceid><addsrcrecordid>eNp9kU9P4zAQxa0VK1G6-wEQl4gDcEmxM_7LraqArQSi2hahPVnGsSGodYKdSvDtcbfAgQOnkWZ-782MHkL7BI8Iwep0Mbv7Ox9VGIuRIsCl-IEGhDFZYi7UDhpgKVkpFcO7aC-lJ4wxz4MB6sahOH_pXOyL-Wvq3aoYd11sjX0sfBuL6_Wyb8p_zsRi_tjGvly4uCoW0YS0alJq2vAhyya5uWnMliaEJjycFdl7GurGvK9oXLDuF_rpzTK53-91iG4vzheTP-XVzeV0Mr4qLUjZl8p6CjWzFuqaW68qEBQ8A4sJu_eGKstrINJRACZAVMbWwvvaOswxAXIPQ3S89c3fPK9d6nU-2LplPs6166QVBg6gQGTy6FsSKAXJMzxEJ9-ChAsCjFApM3r4BX1q1zHkh7XklaQVURuIbCEb25Si87qLzcrEV02w3qSq_6eqN6nqbapZc7DVNM65T57SioEk8AbAXZ5C</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>862842198</pqid></control><display><type>article</type><title>An Expert System Approach for Multi-Year Short-Term Transmission System Expansion Planning: An Indian Experience</title><source>IEEE Electronic Library (IEL)</source><creator>Gajbhiye, R.K. ; Naik, D. ; Dambhare, S. ; Soman, S.A.</creator><creatorcontrib>Gajbhiye, R.K. ; Naik, D. ; Dambhare, S. ; Soman, S.A.</creatorcontrib><description>This paper proposes an expert system approach to short-term expansion planning (STEP). The rules which drive STEP can be classified into MW, MVAR, and ampacity management rules. MW and ampacity management rules are for alleviating transmission line congestion. Reactive power management is required for voltage control at load busses, conformity to the capacity curve of the generators, and containing the MW losses within acceptable limits. Embedding reactive power management in STEP is a challenging task since ac load flow may not converge in absence of proper reactive power planning and load modeling. Therefore, we also propose enhancements to the fast decoupled load flow algorithm for on-the-fly reactive power management. The enhanced algorithm not only can detect divergent load flow scenarios but also self-correct it by restarting the whole process with greater degree of freedom in reactive power controls. The proposed approach leads to development of an automated tool for STEP which has the capability to work, even with incomplete information. A simple method for evaluating location and requirement of shunt reactor is also proposed. By analysis and comparative evaluation, we show that the proposed system can arrive at a solution which is close to optimal. Results on the Western Regional Grid of India with an approximate load of 28 000 MW and 1200 nodes are presented to demonstrate effectiveness of the proposed approach.</description><identifier>ISSN: 0885-8950</identifier><identifier>EISSN: 1558-0679</identifier><identifier>DOI: 10.1109/TPWRS.2007.913687</identifier><identifier>CODEN: ITPSEG</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Algorithms ; Congestion ; contingency ; Electric potential ; Electric utilities ; Electricity distribution ; Energy management ; Expert systems ; fast decoupled load flow (FDLF) ; Load flow ; Management ; Mathematical models ; Position (location) ; Power generation ; Power system management ; Power system planning ; Power transmission lines ; Reactive power ; reactive power compensation (RPC) ; Reactive power control ; short-term transmission expansion planning (STEP) ; Voltage control</subject><ispartof>IEEE transactions on power systems, 2008-02, Vol.23 (1), p.226-237</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2008</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c388t-9cf43d5cc3dd6cf923743f53c015bfa49c6d318e43357372acd7ffdce060131b3</citedby><cites>FETCH-LOGICAL-c388t-9cf43d5cc3dd6cf923743f53c015bfa49c6d318e43357372acd7ffdce060131b3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/4425381$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/4425381$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Gajbhiye, R.K.</creatorcontrib><creatorcontrib>Naik, D.</creatorcontrib><creatorcontrib>Dambhare, S.</creatorcontrib><creatorcontrib>Soman, S.A.</creatorcontrib><title>An Expert System Approach for Multi-Year Short-Term Transmission System Expansion Planning: An Indian Experience</title><title>IEEE transactions on power systems</title><addtitle>TPWRS</addtitle><description>This paper proposes an expert system approach to short-term expansion planning (STEP). The rules which drive STEP can be classified into MW, MVAR, and ampacity management rules. MW and ampacity management rules are for alleviating transmission line congestion. Reactive power management is required for voltage control at load busses, conformity to the capacity curve of the generators, and containing the MW losses within acceptable limits. Embedding reactive power management in STEP is a challenging task since ac load flow may not converge in absence of proper reactive power planning and load modeling. Therefore, we also propose enhancements to the fast decoupled load flow algorithm for on-the-fly reactive power management. The enhanced algorithm not only can detect divergent load flow scenarios but also self-correct it by restarting the whole process with greater degree of freedom in reactive power controls. The proposed approach leads to development of an automated tool for STEP which has the capability to work, even with incomplete information. A simple method for evaluating location and requirement of shunt reactor is also proposed. By analysis and comparative evaluation, we show that the proposed system can arrive at a solution which is close to optimal. Results on the Western Regional Grid of India with an approximate load of 28 000 MW and 1200 nodes are presented to demonstrate effectiveness of the proposed approach.</description><subject>Algorithms</subject><subject>Congestion</subject><subject>contingency</subject><subject>Electric potential</subject><subject>Electric utilities</subject><subject>Electricity distribution</subject><subject>Energy management</subject><subject>Expert systems</subject><subject>fast decoupled load flow (FDLF)</subject><subject>Load flow</subject><subject>Management</subject><subject>Mathematical models</subject><subject>Position (location)</subject><subject>Power generation</subject><subject>Power system management</subject><subject>Power system planning</subject><subject>Power transmission lines</subject><subject>Reactive power</subject><subject>reactive power compensation (RPC)</subject><subject>Reactive power control</subject><subject>short-term transmission expansion planning (STEP)</subject><subject>Voltage control</subject><issn>0885-8950</issn><issn>1558-0679</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2008</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNp9kU9P4zAQxa0VK1G6-wEQl4gDcEmxM_7LraqArQSi2hahPVnGsSGodYKdSvDtcbfAgQOnkWZ-782MHkL7BI8Iwep0Mbv7Ox9VGIuRIsCl-IEGhDFZYi7UDhpgKVkpFcO7aC-lJ4wxz4MB6sahOH_pXOyL-Wvq3aoYd11sjX0sfBuL6_Wyb8p_zsRi_tjGvly4uCoW0YS0alJq2vAhyya5uWnMliaEJjycFdl7GurGvK9oXLDuF_rpzTK53-91iG4vzheTP-XVzeV0Mr4qLUjZl8p6CjWzFuqaW68qEBQ8A4sJu_eGKstrINJRACZAVMbWwvvaOswxAXIPQ3S89c3fPK9d6nU-2LplPs6166QVBg6gQGTy6FsSKAXJMzxEJ9-ChAsCjFApM3r4BX1q1zHkh7XklaQVURuIbCEb25Si87qLzcrEV02w3qSq_6eqN6nqbapZc7DVNM65T57SioEk8AbAXZ5C</recordid><startdate>20080201</startdate><enddate>20080201</enddate><creator>Gajbhiye, R.K.</creator><creator>Naik, D.</creator><creator>Dambhare, S.</creator><creator>Soman, S.A.</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>7TB</scope><scope>8FD</scope><scope>FR3</scope><scope>KR7</scope><scope>L7M</scope><scope>F28</scope></search><sort><creationdate>20080201</creationdate><title>An Expert System Approach for Multi-Year Short-Term Transmission System Expansion Planning: An Indian Experience</title><author>Gajbhiye, R.K. ; Naik, D. ; Dambhare, S. ; Soman, S.A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c388t-9cf43d5cc3dd6cf923743f53c015bfa49c6d318e43357372acd7ffdce060131b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2008</creationdate><topic>Algorithms</topic><topic>Congestion</topic><topic>contingency</topic><topic>Electric potential</topic><topic>Electric utilities</topic><topic>Electricity distribution</topic><topic>Energy management</topic><topic>Expert systems</topic><topic>fast decoupled load flow (FDLF)</topic><topic>Load flow</topic><topic>Management</topic><topic>Mathematical models</topic><topic>Position (location)</topic><topic>Power generation</topic><topic>Power system management</topic><topic>Power system planning</topic><topic>Power transmission lines</topic><topic>Reactive power</topic><topic>reactive power compensation (RPC)</topic><topic>Reactive power control</topic><topic>short-term transmission expansion planning (STEP)</topic><topic>Voltage control</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Gajbhiye, R.K.</creatorcontrib><creatorcontrib>Naik, D.</creatorcontrib><creatorcontrib>Dambhare, S.</creatorcontrib><creatorcontrib>Soman, S.A.</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><jtitle>IEEE transactions on power systems</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Gajbhiye, R.K.</au><au>Naik, D.</au><au>Dambhare, S.</au><au>Soman, S.A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An Expert System Approach for Multi-Year Short-Term Transmission System Expansion Planning: An Indian Experience</atitle><jtitle>IEEE transactions on power systems</jtitle><stitle>TPWRS</stitle><date>2008-02-01</date><risdate>2008</risdate><volume>23</volume><issue>1</issue><spage>226</spage><epage>237</epage><pages>226-237</pages><issn>0885-8950</issn><eissn>1558-0679</eissn><coden>ITPSEG</coden><abstract>This paper proposes an expert system approach to short-term expansion planning (STEP). The rules which drive STEP can be classified into MW, MVAR, and ampacity management rules. MW and ampacity management rules are for alleviating transmission line congestion. Reactive power management is required for voltage control at load busses, conformity to the capacity curve of the generators, and containing the MW losses within acceptable limits. Embedding reactive power management in STEP is a challenging task since ac load flow may not converge in absence of proper reactive power planning and load modeling. Therefore, we also propose enhancements to the fast decoupled load flow algorithm for on-the-fly reactive power management. The enhanced algorithm not only can detect divergent load flow scenarios but also self-correct it by restarting the whole process with greater degree of freedom in reactive power controls. The proposed approach leads to development of an automated tool for STEP which has the capability to work, even with incomplete information. A simple method for evaluating location and requirement of shunt reactor is also proposed. By analysis and comparative evaluation, we show that the proposed system can arrive at a solution which is close to optimal. Results on the Western Regional Grid of India with an approximate load of 28 000 MW and 1200 nodes are presented to demonstrate effectiveness of the proposed approach.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TPWRS.2007.913687</doi><tpages>12</tpages></addata></record> |
fulltext | fulltext_linktorsrc |
identifier | ISSN: 0885-8950 |
ispartof | IEEE transactions on power systems, 2008-02, Vol.23 (1), p.226-237 |
issn | 0885-8950 1558-0679 |
language | eng |
recordid | cdi_proquest_miscellaneous_1671351488 |
source | IEEE Electronic Library (IEL) |
subjects | Algorithms Congestion contingency Electric potential Electric utilities Electricity distribution Energy management Expert systems fast decoupled load flow (FDLF) Load flow Management Mathematical models Position (location) Power generation Power system management Power system planning Power transmission lines Reactive power reactive power compensation (RPC) Reactive power control short-term transmission expansion planning (STEP) Voltage control |
title | An Expert System Approach for Multi-Year Short-Term Transmission System Expansion Planning: An Indian Experience |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-01T03%3A37%3A34IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_RIE&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=An%20Expert%20System%20Approach%20for%20Multi-Year%20Short-Term%20Transmission%20System%20Expansion%20Planning:%20An%20Indian%20Experience&rft.jtitle=IEEE%20transactions%20on%20power%20systems&rft.au=Gajbhiye,%20R.K.&rft.date=2008-02-01&rft.volume=23&rft.issue=1&rft.spage=226&rft.epage=237&rft.pages=226-237&rft.issn=0885-8950&rft.eissn=1558-0679&rft.coden=ITPSEG&rft_id=info:doi/10.1109/TPWRS.2007.913687&rft_dat=%3Cproquest_RIE%3E2325865781%3C/proquest_RIE%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=862842198&rft_id=info:pmid/&rft_ieee_id=4425381&rfr_iscdi=true |