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Title:The use of differential evolution to determine maximum generation and load values in the distribution network
Authors:ID Tratnik, Eva (Author)
ID Ribič, Janez (Author)
ID Pintarič, Matej (Author)
ID Rošer, Miran (Author)
ID Štumberger, Gorazd (Author)
ID Beković, Miloš (Author)
Files:.pdf The_use_of_differential_evolution_Tratnik_2022.pdf (1,63 MB)
MD5: 9A381FBA6121389F465F57B6F269FCA7
 
URL https://www.fe.um.si/e-jet/45-2022/4028-november-2022.html
 
Language:English
Work type:Scientific work
Typology:1.01 - Original Scientific Article
Organization:FE - Faculty of Energy Technology
Abstract:By integrating renewable energy sources into the existing distribution network, the characteristics and local stability of the network is highly impacted. The network, which was built with the goal of a directed energy flow from large conventional sources connected to the transmission network via the distribution network to consumers, can change the direction of the energy flow. The adoption of environmental commitments and directives encourages the integration of local dispersed energy sources, which can worsen voltage conditions in the distribution network. To avoid excessive local production, distribution network operators must limit the installation of new generati on units, as it is necessary to take into account the quality of power supply by monitoring its network parameters, such as the appropriate voltage profi le and the rati o between acti ve and reacti ve power. On the other hand, excessive loads due to the mass transiti on of household heati ng and transport towards electricity can also pose a problem for high-quality electricity supply due to the excessive voltage drop. The arti cle presents an algorithm for determining the maximum size of unit producti on and the maximum load at a node in the distributi on network. Also demonstrated is the use of variable tap transformer technology, which adjusts the tap of the transformer to provide an appropriate voltage profi le in the network. The enti re analysis was performed on a model of a real medium-voltage network, in which solar and hydropower plants are already included. The model was verifi ed by comparing its calculated values with actual measurements. The goal was to determine the size of the unit’s maximum producti on, as well as the size of the maximum load, by using the diff erenti al evoluti on algorithm, while keeping voltage profi les within the permissible limits. The results of the analysis are presented in the article.
Keywords:distribution network, renewable energy sources, optimisation method, voltage profile
Publication status:Published
Publication version:Version of Record
Publication date:01.11.2022
Publisher:Fakulteta za energetiko Univerze v Mariboru
Year of publishing:2022
Number of pages:str. 11-24
Numbering:Vol. 15, iss. 3
PID:20.500.12556/DKUM-86261 New window
UDC:621.311.1
ISSN on article:1855-5748
COBISS.SI-ID:136927747 New window
Publication date in DKUM:30.10.2023
Views:425
Downloads:51
Metadata:XML DC-XML DC-RDF
Categories:Misc.
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Record is a part of a journal

Title:Journal of energy technology
Publisher:Fakulteta za energetiko
ISSN:1855-5748
COBISS.SI-ID:243311360 New window

Secondary language

Language:Slovenian
Title:Uporaba diferenčne evolucije za določitev največje proizvodnje ter porabe v distribucijskem omrežju
Abstract:Z vključevanjem obnovljivih virov energije v obstoječe distribucijsko omrežje vplivamo na karakteristi ke in lokalno stabilnost omrežja. Omrežje, ki je bilo zgrajeno s ciljem usmerjenega pretoka energije od velikih konvencionalnih virov, priklopljenih na prenosno omrežje preko distribucijskega omrežja do porabnikov, lahko spreminja usmerjenost pretoka energije. Sprejetje okoljskih zavez in direkti v spodbuja integracijo lokalnih razpršenih virov energije, ki lahko poslabša napetostne razmere v distribucijskem omrežju. V izogib čezmerni lokalni proizvodnji želijo operaterji distribucijskih omrežij omejiti priklapljanje novih proizvodnih enot, saj je treba upoštevati kakovostno oskrbo s spremljanjem parametrov omrežja, kot sta ustrezen napetostni profi l ter razmerje med delovno in jalovo močjo. Prevelika bremena pa zaradi množičnega prehoda ogrevanja in transporta na električno energijo prav tako prestavljajo težavo za kakovostno oskrbo z električno energijo. V članku je predstavljen algoritem za določitev največje velikosti proizvodnje enote in največjega bremena v vozlišču v distribucijskem omrežju. Prikazana je tudi uporaba tehnologije transformatorja s spremenljivo prestavo, ki prilagodi prestavo transformatorja tako, da zagotovi ustrezen napetostni profi l v omrežju. Celotna analiza je bila narejena na modelu realnega srednjenapetostnega omrežja, v katerega so že vključene sončne in hidroelektrarne. Model je bil verificiran tako, da smo izračunane vrednosti modela primerjali z dejanskimi meritvami. Cilj je določiti velikosti maksimalne proizvodnje enote in bremena z uporabo algoritma diferenčne evolucije, pri tem pa ohraniti napetostne razmere znotraj dopustnih meja. V članku so predstavljeni rezultati opravljene analize.
Keywords:distribucijsko omrežje, obnovljivi viri energije, optimizacijska metoda, napetostni profil


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  1. Journal of energy technology

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