Performance Evaluation of the ZIP Model-Phaselet Frame Approach for Identifying Appliances in Residential Loads
This paper presents the analysis and development of a new approach to monitor and update the ON-OFF status of appliances in residential loads (RSLs). The proposed approach is structured to employ power meter readings P to determine the values for the magnitude |S̅| and phase θ of the apparent power....
Saved in:
Published in | IEEE transactions on industry applications Vol. 52; no. 4; pp. 3408 - 3421 |
---|---|
Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.07.2016
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | This paper presents the analysis and development of a new approach to monitor and update the ON-OFF status of appliances in residential loads (RSLs). The proposed approach is structured to employ power meter readings P to determine the values for the magnitude |S̅| and phase θ of the apparent power. The value of |S̅|, associated with a value of P, is determined using Newton iterations, where a value of θ is calculated using six phaselet frames during each iteration. Once the iterations converge, the values of P and θ are used to construct the ZIP model (polynomial model) for the RSL, from which P is provided. The constructed ZIP model provides the values for the constants K pf and K qf that relate the change in frequency to the active and reactive power demands of the modeled load. The obtained values of K pf and K qf are compared to standardized values that are defined for each appliance in an RSL. The ZIP model-phaselet frame approach is implemented as an algorithm for monitoring the ON-OFF status of appliances in RSLs. The algorithm for the proposed approach is developed without a need to collect data for training. Test results show simple implementation, good accuracy, and insensitivity to variations in energy demands. |
---|---|
AbstractList | This paper presents the analysis and development of a new approach to monitor and update the on-off status of appliances in residential loads (RSLs). The proposed approach is structured to employ power meter readings $P$ to determine the values for the magnitude $\vert \bar{S}\vert $ and phase $\theta$ of the apparent power. The value of $\vert \bar{S}\vert $, associated with a value of $P$, is determined using Newton iterations, where a value of $\theta$ is calculated using six phaselet frames during each iteration. Once the iterations converge, the values of $P$ and $\theta$ are used to construct the ZIP model (polynomial model) for the RSL, from which $P$ is provided. The constructed ZIP model provides the values for the constants $K_{pf}$ and $K_{qf}$ that relate the change in frequency to the active and reactive power demands of the modeled load. The obtained values of $K_{pf}$ and $K_{qf}$ are compared to standardized values that are defined for each appliance in an RSL. The ZIP model-phaselet frame approach is implemented as an algorithm for monitoring the on-off status of appliances in RSLs. The algorithm for the proposed approach is developed without a need to collect data for training. Test results show simple implementation, good accuracy, and insensitivity to variations in energy demands. This paper presents the analysis and development of a new approach to monitor and update the on-off status of appliances in residential loads (RSLs). The proposed approach is structured to employ power meter readings [Formula Omitted] to determine the values for the magnitude [Formula Omitted] and phase [Formula Omitted] of the apparent power. The value of [Formula Omitted], associated with a value of [Formula Omitted], is determined using Newton iterations, where a value of [Formula Omitted] is calculated using six phaselet frames during each iteration. Once the iterations converge, the values of [Formula Omitted] and [Formula Omitted] are used to construct the ZIP model (polynomial model) for the RSL, from which [Formula Omitted] is provided. The constructed ZIP model provides the values for the constants [Formula Omitted] and [Formula Omitted] that relate the change in frequency to the active and reactive power demands of the modeled load. The obtained values of [Formula Omitted] and [Formula Omitted] are compared to standardized values that are defined for each appliance in an RSL. The ZIP model-phaselet frame approach is implemented as an algorithm for monitoring the on-off status of appliances in RSLs. The algorithm for the proposed approach is developed without a need to collect data for training. Test results show simple implementation, good accuracy, and insensitivity to variations in energy demands. This paper presents the analysis and development of a new approach to monitor and update the ON-OFF status of appliances in residential loads (RSLs). The proposed approach is structured to employ power meter readings P to determine the values for the magnitude |S̅| and phase θ of the apparent power. The value of |S̅|, associated with a value of P, is determined using Newton iterations, where a value of θ is calculated using six phaselet frames during each iteration. Once the iterations converge, the values of P and θ are used to construct the ZIP model (polynomial model) for the RSL, from which P is provided. The constructed ZIP model provides the values for the constants K pf and K qf that relate the change in frequency to the active and reactive power demands of the modeled load. The obtained values of K pf and K qf are compared to standardized values that are defined for each appliance in an RSL. The ZIP model-phaselet frame approach is implemented as an algorithm for monitoring the ON-OFF status of appliances in RSLs. The algorithm for the proposed approach is developed without a need to collect data for training. Test results show simple implementation, good accuracy, and insensitivity to variations in energy demands. |
Author | Pijnenburg, Petrus McGaw, Peter Saleh, S. A. |
Author_xml | – sequence: 1 givenname: Petrus surname: Pijnenburg fullname: Pijnenburg, Petrus email: pieter.pijnenburg@unb.ca organization: Dept. of Electr. & Comput. Eng., Univ. of New Brunswick, Fredericton, NB, Canada – sequence: 2 givenname: S. A. surname: Saleh fullname: Saleh, S. A. email: asaleh@unb.ca organization: Dept. of Electr. & Comput. Eng., Univ. of New Brunswick, Fredericton, NB, Canada – sequence: 3 givenname: Peter surname: McGaw fullname: McGaw, Peter email: Peter.McGaw@unb.ca organization: Dept. of Electr. & Comput. Eng., Univ. of New Brunswick, Fredericton, NB, Canada |
BookMark | eNpdkc1rGzEUxEVJoI7Te6AXQS-9rPP0uaujCXFrcIkJzqWXRdG-rWXWkiutA_7vK9ehh57eYX4zzGNuyFWIAQm5YzBjDMz9ZjmfcWB6xpVQXDcfyIQZYSojdH1FJgBGVMYY-ZHc5LwDYFIxOSFxjamPaW-DQ_r4ZoejHX0MNPZ03CL9uVzTH7HDoVpvbcYBR7pIdo90fjikaN2WFjNddhhG3598-HUWBn9Oy9QH-ozZ_xXtQFfRdvmWXPd2yPjp_U7Jy-Jx8_C9Wj19Wz7MV5UTNRsr5TqFlknGGYoaZK1Mb6HrJGu4FL0z1konBTTQ8F6Ut6QW5XnQ3L0qbWoxJV8vuaXm7yPmsd377HAYbMB4zC1rhFK6NsU3JV_-Q3fxmEJpVyhQDAC0KhRcKJdizgn79pD83qZTy6A9L9CWBdrzAu37AsXy-WLxiPgPryUHLbn4A6eOgdQ |
CODEN | ITIACR |
CitedBy_id | crossref_primary_10_1049_iet_gtd_2020_0297 crossref_primary_10_1109_TIA_2016_2626261 crossref_primary_10_1109_TIA_2021_3105078 crossref_primary_10_1109_TIA_2017_2750633 crossref_primary_10_1049_gtd2_12341 crossref_primary_10_1016_j_ijepes_2020_106368 crossref_primary_10_1109_TIA_2017_2778162 crossref_primary_10_1109_TIA_2024_3362922 crossref_primary_10_1109_TIA_2020_2972203 crossref_primary_10_3389_fenrg_2022_962361 crossref_primary_10_1109_TIA_2019_2957432 crossref_primary_10_1109_TSG_2019_2961214 |
Cites_doi | 10.1109/TPWRS.2014.2311827 10.1109/TSG.2013.2256803 10.1109/TPWRS.2012.2208232 10.1109/TSG.2012.2185522 10.1109/TPWRS.2013.2291553 10.1109/TPWRS.2013.2289972 10.1109/TIA.2013.2283318 10.1109/TPWRS.2004.825913 10.1109/TIA.2011.2180497 10.1109/TPWRS.2013.2281455 10.1109/TPWRS.2013.2296696 10.1109/TPWRS.2014.2301949 10.1109/TSG.2014.2314738 10.1109/TSP.2005.845471 10.1109/TSP.2003.812833 10.1109/TIA.2013.2258875 10.1109/TPWRS.2013.2269803 10.1109/MSP.2007.4286567 10.1109/78.995070 10.1109/TPWRS.2010.2062542 10.1109/TSP.2008.925970 10.1109/TPWRS.2010.2047659 10.1109/TSG.2014.2364233 10.1109/TPWRS.2002.800901 10.1109/MSP.2007.904809 10.1109/TPWRS.2010.2090909 10.1109/TPWRS.2012.2231969 10.1109/TSG.2014.2318375 |
ContentType | Journal Article |
Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2016 |
Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2016 |
DBID | 97E RIA RIE AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D F28 FR3 |
DOI | 10.1109/TIA.2016.2535268 |
DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005-present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Xplore CrossRef Computer and Information Systems Abstracts Electronics & Communications Abstracts Technology Research Database ProQuest Computer Science Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional ANTE: Abstracts in New Technology & Engineering Engineering Research Database |
DatabaseTitle | CrossRef Technology Research Database Computer and Information Systems Abstracts – Academic Electronics & Communications Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Professional Engineering Research Database ANTE: Abstracts in New Technology & Engineering |
DatabaseTitleList | Technology Research Database Technology Research Database |
Database_xml | – sequence: 1 dbid: RIE name: IEEE Xplore url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
EISSN | 1939-9367 |
EndPage | 3421 |
ExternalDocumentID | 4120635111 10_1109_TIA_2016_2535268 7420642 |
Genre | orig-research |
GrantInformation_xml | – fundername: Natural Sciences and Engineering Research Council of Canada funderid: 10.13039/501100002790 – fundername: New Brunswick Innovation Foundation-Strategic Projects funderid: 10.13039/501100000240 |
GroupedDBID | -~X .DC 0R~ 29I 3EH 4.4 5GY 5VS 6IK 85S 97E AAJGR AASAJ ABQJQ ABVLG ACGFO ACGFS ACIWK ACNCT AENEX AETIX AI. AIBXA AKJIK ALLEH ALMA_UNASSIGNED_HOLDINGS ASUFR ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 EBS EJD F5P HZ~ H~9 IAAWW IBMZZ ICLAB IFIPE IFJZH IPLJI JAVBF LAI M43 MS~ O9- OCL P2P RIA RIE RIG RNS TAE TN5 VH1 VJK XFK AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D F28 FR3 |
ID | FETCH-LOGICAL-c371t-5cd5ea14121e3704759fa0dd418243fc9aa4c4308082f3994463016062cb56973 |
IEDL.DBID | RIE |
ISSN | 0093-9994 |
IngestDate | Fri Aug 16 05:46:11 EDT 2024 Thu Oct 10 16:12:03 EDT 2024 Fri Aug 23 02:02:04 EDT 2024 Wed Jun 26 19:22:17 EDT 2024 |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 4 |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c371t-5cd5ea14121e3704759fa0dd418243fc9aa4c4308082f3994463016062cb56973 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
PQID | 1805100065 |
PQPubID | 85463 |
PageCount | 14 |
ParticipantIDs | crossref_primary_10_1109_TIA_2016_2535268 ieee_primary_7420642 proquest_miscellaneous_1835567946 proquest_journals_1805100065 |
PublicationCentury | 2000 |
PublicationDate | 2016-July-Aug. 2016-7-00 20160701 |
PublicationDateYYYYMMDD | 2016-07-01 |
PublicationDate_xml | – month: 07 year: 2016 text: 2016-July-Aug. |
PublicationDecade | 2010 |
PublicationPlace | New York |
PublicationPlace_xml | – name: New York |
PublicationTitle | IEEE transactions on industry applications |
PublicationTitleAbbrev | TIA |
PublicationYear | 2016 |
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 ref30 ref33 ref11 ref10 ref2 ref1 ref17 ref16 mei (ref21) 0 ref19 ref18 agah (ref4) 2011; 26 ref23 ref26 ref25 ref20 kundur (ref24) 1994 ref22 (ref31) 2011 ref28 ref27 ref29 ref8 ref7 ref9 ref3 ref6 ref5 (ref32) 2012 |
References_xml | – ident: ref3 doi: 10.1109/TPWRS.2014.2311827 – ident: ref17 doi: 10.1109/TSG.2013.2256803 – ident: ref19 doi: 10.1109/TPWRS.2012.2208232 – ident: ref14 doi: 10.1109/TSG.2012.2185522 – ident: ref15 doi: 10.1109/TPWRS.2013.2291553 – ident: ref22 doi: 10.1109/TPWRS.2013.2289972 – ident: ref10 doi: 10.1109/TIA.2013.2283318 – ident: ref33 doi: 10.1109/TPWRS.2004.825913 – ident: ref12 doi: 10.1109/TIA.2011.2180497 – ident: ref6 doi: 10.1109/TPWRS.2013.2281455 – ident: ref5 doi: 10.1109/TPWRS.2013.2296696 – start-page: 1 year: 0 ident: ref21 article-title: Design considerations for non-intrusive load monitoring hardware platforms in smart building publication-title: 48th IEEE-IAS Annual Meeting contributor: fullname: mei – ident: ref13 doi: 10.1109/TPWRS.2014.2301949 – ident: ref9 doi: 10.1109/TSG.2014.2314738 – ident: ref27 doi: 10.1109/TSP.2005.845471 – ident: ref28 doi: 10.1109/TSP.2003.812833 – ident: ref18 doi: 10.1109/TIA.2013.2258875 – ident: ref20 doi: 10.1109/TPWRS.2013.2269803 – year: 1994 ident: ref24 publication-title: Power System Stability and Control contributor: fullname: kundur – ident: ref25 doi: 10.1109/MSP.2007.4286567 – ident: ref11 doi: 10.1109/TIA.2013.2258875 – ident: ref30 doi: 10.1109/78.995070 – volume: 26 start-page: 811 year: 2011 ident: ref4 article-title: Effect of load models on probabilistic characterization of aggregated load patterns publication-title: IEEE Trans Power Syst doi: 10.1109/TPWRS.2010.2062542 contributor: fullname: agah – ident: ref29 doi: 10.1109/TSP.2008.925970 – ident: ref7 doi: 10.1109/TPWRS.2010.2047659 – ident: ref8 doi: 10.1109/TSG.2014.2364233 – ident: ref1 doi: 10.1109/TPWRS.2002.800901 – ident: ref26 doi: 10.1109/MSP.2007.904809 – ident: ref2 doi: 10.1109/TPWRS.2010.2090909 – ident: ref23 doi: 10.1109/TPWRS.2012.2231969 – ident: ref16 doi: 10.1109/TSG.2014.2318375 – year: 2012 ident: ref32 publication-title: eMonitor Hardware Guide Rev 1 0 – year: 2011 ident: ref31 publication-title: Wavelet Toolbox— User s Guide |
SSID | ssj0014514 |
Score | 2.342571 |
Snippet | This paper presents the analysis and development of a new approach to monitor and update the ON-OFF status of appliances in residential loads (RSLs). The... This paper presents the analysis and development of a new approach to monitor and update the on-off status of appliances in residential loads (RSLs). The... |
SourceID | proquest crossref ieee |
SourceType | Aggregation Database Publisher |
StartPage | 3408 |
SubjectTerms | Algorithms Constants Construction Demand Digital filters Frames Home appliances Household appliances Iterative methods Load management Load modeling load monitoring Mathematical model Monitoring Monitors Newton iterations phaselet analysis Power demand Reactive power residential loads (RSLs) smart grid functions |
Title | Performance Evaluation of the ZIP Model-Phaselet Frame Approach for Identifying Appliances in Residential Loads |
URI | https://ieeexplore.ieee.org/document/7420642 https://www.proquest.com/docview/1805100065 https://search.proquest.com/docview/1835567946 |
Volume | 52 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LS8QwEB5WT3rwtYrriwheBLvbR9ptj4u47IrKIiuIl5KmCYrSitte_PXOpA-fB2-FpGnIZJJvOjPfAJwkWrtSoCJpO9IW566yhHSE5ad4V4RSqsCnbOTrm2Byxy_v_fsOnLW5MEopE3ym-vRofPlpLkv6VTZAM47w8hIshbZb5Wq1HgNe83ijhW4h6OGNS9KOBvPpiGK4gr5r2ODDb1eQqany6yA2t8t4Ha6beVVBJc_9skj68v0HZeN_J74BazXMZKNqX2xCR2VbsPqFfLAL-ewzZ4BdtKTfLNcMQSF7mM4YFUp7sWaPgkoyFWxMgVxsVLOQM3yZVXm-JleKGUBLoy3YU8ZuFRUCxUacxlUu0sU23I0v5ucTqy6_YElv6BSWL1NfCYc7rqO8oU3EgFrYacrRJOGelpEQXHIPIWfoasQ5aFh6xFcXuDLxg2jo7cBylmdqF5jQgYy4UpTxwENHRGHIkyBJE9fwr9k9OG0kEr9WLBuxsU7sKEbpxSS9uJZeD7q0wG2_em17cNCIMK7VcBE7IZ05BLN6cNw2owKRV0RkKi-pD0KugHj29_4eeR9W6PtVjO4BLBdvpTpEJFIkR2YLfgC6Ddnf |
link.rule.ids | 315,786,790,802,27955,27956,55107 |
linkProvider | IEEE |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8MwDLZ4HIADb8R4BokLEt36SLv2OCGmDTY0oSEhLlWaJgKBWsS6C78eO-3K88CtUtrIipP4c21_BjhNtHalwIOk7UhbnLvKEtIRlp-irQilVIFP1cjDm6B3x6_u_fs5OK9rYZRSJvlMNenRxPLTXE7pV1kL3TjCy_OwiHbebpfVWnXMgFdM3uijWwh7-CwoaUetcb9DWVxB0zV88OE3I2S6qvy6io196a7BcCZZmVby3JwWSVO-_yBt_K_o67BaAU3WKXfGBsypbBNWvtAPbkE--qwaYJc17TfLNUNYyB76I0at0l6s0aOgpkwF61IqF-tUPOQMP2Zlpa-plmIG0tJsE_aUsVtFrUBxEMUY5CKdbMNd93J80bOqBgyW9NpOYfky9ZVwuOM6ymvbRA2ohZ2mHJ0S7mkZCcEl9xB0hq5GpIOupUeMdYErEz-I2t4OLGR5pnaBCR3IiCtFNQ88dEQUhjwJkjRxDQOb3YCzmUbi15JnIzb-iR3FqL2YtBdX2mvAFi1w_V61tg04mKkwrg7iJHZCunUIaDXgpB7GI0RxEZGpfErvIOgKiGl_7--Zj2GpNx4O4kH_5noflkmWMmP3ABaKt6k6RFxSJEdmO34AXtrdMw |
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=Performance+Evaluation+of+the+ZIP+Model-Phaselet+Frame+Approach+for+Identifying+Appliances+in+Residential+Loads&rft.jtitle=IEEE+transactions+on+industry+applications&rft.au=Pijnenburg%2C+Petrus&rft.au=Saleh%2C+S.+A.&rft.au=McGaw%2C+Peter&rft.date=2016-07-01&rft.pub=IEEE&rft.issn=0093-9994&rft.eissn=1939-9367&rft.volume=52&rft.issue=4&rft.spage=3408&rft.epage=3421&rft_id=info:doi/10.1109%2FTIA.2016.2535268&rft.externalDocID=7420642 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0093-9994&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0093-9994&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0093-9994&client=summon |