{"id":91929,"date":"2019-05-03T00:23:51","date_gmt":"2019-05-02T21:23:51","guid":{"rendered":"https:\/\/www.enerjigazetesi.ist\/?p=91929"},"modified":"2019-05-03T11:41:28","modified_gmt":"2019-05-03T08:41:28","slug":"elektrik-piyasasi-istatistiksel-analiz-02-05-2019","status":"publish","type":"post","link":"https:\/\/www.enerjigazetesi.ist\/en\/elektrik-piyasasi-istatistiksel-analiz-02-05-2019\/","title":{"rendered":"(Turkish) Elektrik Piyasas\u0131 \u0130statistiksel Analizi \u2013 ( 02.05.2019 )"},"content":{"rendered":"

Sorry, this entry is only available in Turkish<\/a>. For the sake of viewer convenience, the content is shown below in the alternative language. You may click the link to switch the active language.<\/p>

<\/p>\n

\u00d6ne \u00e7\u0131kan piyasaya dair g\u00fcncel haberler \u015fu \u015fekildedir;<\/u><\/h1>\n

\u00a0– T\u00fcrkiye’nin do\u011fal gaz ithalat\u0131 \u015eubat’ta ge\u00e7en y\u0131l\u0131n ayn\u0131 ay\u0131na g\u00f6re y\u00fczde 20<\/strong>,87<\/strong> azalarak 4<\/strong> milyar 275<\/strong> milyon metrek\u00fcpe indi.<\/h1>\n

\u00a0– Akaryak\u0131t \u00fcr\u00fcnlerinden kalyak ve fuel oil fiyatlar\u0131na 13<\/strong> kuru\u015f ve y\u00fcksek k\u00fck\u00fcrtl\u00fc fuel oil fiyat\u0131na 4<\/strong> kuru\u015f zam yap\u0131ld\u0131.<\/h1>\n

\u00a0– K\u00fcresel madencilik \u015firketi Glencore\u2019un k\u00f6m\u00fcr \u00fcretimi y\u0131l\u0131n ilk \u00e7eyre\u011finde % 8<\/strong> artt\u0131.<\/h1>\n

\u00a0– T\u00fcrkiye lisanss\u0131z g\u00fcne\u015f elektri\u011fi \u00fcreticileri kullanamad\u0131klar\u0131 fazla elektrik i\u00e7in \u015eubat\u2019ta yakla\u015f\u0131k 374<\/strong>.5<\/strong> milyon lira \u00f6deme ald\u0131lar.<\/h1>\n

\u00a0– At\u0131k y\u00f6netiminde de kritik bir \u00f6neme sahip olan biyok\u00fctle santrallerinin elektrik \u00fcretimindeki pay\u0131 \u015eubat\u2019ta y\u00fczde 1<\/strong>\u2019i a\u015ft\u0131.<\/h1>\n

\u00a0– YEKA RES-2<\/strong> yar\u0131\u015fmas\u0131 ertelendi.<\/h1>\n

G\u00fcn \u00f6ncesi elektrik piyasas\u0131nda yar\u0131n i\u00e7in olu\u015fan megavat saat (MWh) ba\u015f\u0131na piyasa takas fiyat\u0131 ortalamas\u0131 209<\/strong>.1<\/strong> TL olarak belirlendi. Fiyatlardaki da\u011f\u0131l\u0131ma bak\u0131ld\u0131\u011f\u0131nda, g\u00fcn\u00fcn maksimum fiyat\u0131 300<\/strong> TL\/MWh olarak 20<\/strong>:00<\/strong> – 21<\/strong>:00<\/strong> saat aral\u0131\u011f\u0131nda, \"\"minimum fiyat\u0131 94<\/strong>.89<\/strong> TL\/MWh olarak 13<\/strong>:00<\/strong> – 14<\/strong>:00<\/strong> saat aral\u0131\u011f\u0131nda ger\u00e7ekle\u015fti. Puant saatlerde (17<\/strong>:00<\/strong> – 22<\/strong>:00<\/strong>) ortalama piyasa takas fiyat\u0131 ise 271<\/strong>.56<\/strong> TL\/MWh olarak hesaplanabilmektedir.<\/p>\n

Bir \u00f6nceki g\u00fcn ile k\u0131yasland\u0131\u011f\u0131nda ortalama piyasa takas fiyat\u0131nda –5<\/strong>.75<\/strong> TL d\u00fc\u015f\u00fc\u015f g\u00f6zlemlenmektedir. Kesinle\u015fmi\u015f G\u00fcnl\u00fck \u00dcretim Plan\u0131 (KG\u00dcP) verilerine bak\u0131ld\u0131\u011f\u0131nda termik enerji dahilinde do\u011fal gaz % 10<\/strong>, linyit % 15<\/strong>, ithal k\u00f6m\u00fcr % 10<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenirken, yenilenebilir enerji dahilinde ise hidro % 58<\/strong>, r\u00fczgar % 3<\/strong>, jeotermal % 3<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenmektedir. Bununla birlikte fiyatlardaki d\u00fc\u015f\u00fc\u015f, hafta i\u00e7i t\u00fcketim talebindeki d\u00fc\u015f\u00fc\u015f ve \u00fcretimin a\u011f\u0131rl\u0131kl\u0131 olarak hidro elektrik santrallerinde beklenmesi<\/strong> ile a\u00e7\u0131klanabilmektedir. Yar\u0131n i\u00e7in planlanan \u00fcretim bazl\u0131 Kesinle\u015fmi\u015f G\u00fcnl\u00fck \u00dcretim Plan\u0131 (KG\u00dcP) a\u015fa\u011f\u0131daki grafikte yer almaktad\u0131r.<\/p>\n

\"\"<\/p>\n

Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 268<\/strong>.74<\/strong> TL\/MWh ve ortalama t\u00fcketim 32,065<\/strong> MWh olarak \u00f6ng\u00f6r\u00fclmektedir. Modelin piyasa takas fiyat\u0131na dair ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck % 67<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131** ise g\u00fcnl\u00fck % 79<\/strong> olarak hesaplan\u0131rken, bug\u00fcne kadar yap\u0131lan piyasa takas fiyat\u0131na dair analizlere g\u00f6re ba\u015far\u0131 oran\u0131 % 88<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131 ise % 95<\/strong> olarak hesaplanmaktad\u0131r. Saatlik yar\u0131n i\u00e7in olu\u015fan ve tahmin edilen piyasa takas fiyatlar\u0131 ile haftal\u0131k bazda tahmin edilen ve ger\u00e7ekle\u015ftik\u00e7e yer alacak g\u00fcnl\u00fck ortalama t\u00fcketim de\u011ferleri a\u015fa\u011f\u0131daki grafiklerde yer almaktad\u0131r.<\/p>\n

\"\"<\/p>\n

Yar\u0131ndan sonraki g\u00fcn i\u00e7in olu\u015facak ortalama piyasa takas fiyat\u0131 222<\/strong>.07<\/strong> TL\/MWH olarak tahmin edilmektedir. Buna ba\u011fl\u0131 olarak g\u00fcn\u00fcn maksimum fiyat\u0131 301<\/strong>.96<\/strong> TL\/MWh olarak 20<\/strong>:00<\/strong> – 21<\/strong>:00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 100<\/strong> TL\/MWh olarak 06<\/strong>:00<\/strong> – 07<\/strong>:00<\/strong> saat aral\u0131\u011f\u0131nda ger\u00e7ekle\u015fece\u011fi \u00f6ng\u00f6r\u00fclmektedir. Puant saatlerde (17<\/strong>:00<\/strong> – 22<\/strong>:00<\/strong>) tahmini ortalama piyasa takas fiyat\u0131 ise 263<\/strong>.1<\/strong> TL\/MWh olarak hesaplanabilmektedir. Saatlik olu\u015facak piyasa takas fiyat\u0131 tahminleri a\u015fa\u011f\u0131daki grafikte yer almaktad\u0131r.<\/p>\n

\"\"<\/p>\n

Organize Toptan Do\u011fal Gaz Sat\u0131\u015f Piyasas\u0131 (OTSP) dahilinde 01<\/strong>.05<\/strong>.2019<\/strong> \u2013 02<\/strong>.05<\/strong>.2019<\/strong> tarihleri aras\u0131 ortalama Gaz Referans Fiyat\u0131 (GRF) 1,484<\/strong>.46<\/strong> TL\/1000<\/strong> sm3<\/strong> olarak belirlenirken, ayn\u0131 tarihler aras\u0131nda toplam ger\u00e7ekle\u015fen e\u015fle\u015fmelerin miktar\u0131 ise 3,630<\/strong> x1000<\/strong> sm3<\/strong> olarak belirlendi. \u0130lgili tarihler aras\u0131nda g\u00fcnl\u00fck Gaz Referans Fiyat\u0131 (GRF) ile E\u015fle\u015fme Miktar\u0131 verileri a\u015fa\u011f\u0131daki grafikte yer almaktad\u0131r.<\/p>\n

\"\"<\/p>\n

*Tahminleme Modeli; istatistiksel tahminleme metodu olan SARIMA (Seasonal Autoregressive Integrated Moving Average) kullan\u0131larak MATLAB yaz\u0131l\u0131m geli\u015ftirme platformunda haz\u0131rlanm\u0131\u015ft\u0131r. Model ve di\u011fer t\u00fcm kullan\u0131lan veriler dahilinde girdi verileri olarak EP\u0130A\u015e \u015eeffafl\u0131k Platformunda g\u00fcnl\u00fck yay\u0131nlanan piyasa takas fiyatlar\u0131 ve ger\u00e7ekle\u015fen t\u00fcketim verileri kullan\u0131lmaktad\u0131r. Model ile ilgili detayl\u0131 bilgi alabilmek i\u00e7in l\u00fctfen ileti\u015fime ge\u00e7iniz.<\/em><\/p>\n

\u00a0<\/em>**T\u00fcketime Dair Ba\u015far\u0131 Oran\u0131; t\u00fcketim baz\u0131nda yap\u0131lan haftal\u0131k tahminlerde Pazar g\u00fcnleri yay\u0131nlanan raporda hen\u00fcz ger\u00e7ekle\u015fen veri olmad\u0131\u011f\u0131 i\u00e7in Sal\u0131 g\u00fcn\u00fc itibari ile ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck olarak hesaplanarak, raporda g\u00fcncellenecektir.<\/em><\/p>\n

T\u00fcmay Solak \u2013 Risk Y\u00f6netimi Uzman\u0131 \u2013\u00a0tumay.solak@enerjigazetesi.ist<\/a><\/p>\n

 <\/p>\n

 <\/p>","protected":false},"excerpt":{"rendered":"

Sorry, this entry is only available in Turkish. For the sake of viewer convenience, the content is shown below in the alternative language. You may click the link to switch the active language. \u00d6ne \u00e7\u0131kan piyasaya dair g\u00fcncel haberler \u015fu \u015fekildedir; \u00a0– T\u00fcrkiye’nin do\u011fal gaz ithalat\u0131 \u015eubat’ta ge\u00e7en y\u0131l\u0131n ayn\u0131 ay\u0131na g\u00f6re y\u00fczde 20,87 azalarak […]<\/p>\n","protected":false},"author":6,"featured_media":91930,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[51,53],"tags":[11860,3119,11789,50128,42483,42490,42485,42486,42484,42488,42489,1079,45271,50069,34979,19638,50070,39373,34980,39661,39426,19,1009,35313,30366,39932,39351,40533],"views":473,"_links":{"self":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/91929"}],"collection":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/comments?post=91929"}],"version-history":[{"count":0,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/91929\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media\/91930"}],"wp:attachment":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media?parent=91929"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/categories?post=91929"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/tags?post=91929"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}