{"id":92345,"date":"2019-05-10T00:25:03","date_gmt":"2019-05-09T21:25:03","guid":{"rendered":"https:\/\/www.enerjigazetesi.ist\/?p=92345"},"modified":"2019-05-10T00:31:58","modified_gmt":"2019-05-09T21:31:58","slug":"elektrik-piyayasi-istatistiksel-analizi-09-05-2019","status":"publish","type":"post","link":"https:\/\/www.enerjigazetesi.ist\/en\/elektrik-piyayasi-istatistiksel-analizi-09-05-2019\/","title":{"rendered":"(Turkish) Elektrik Piyayas\u0131 \u0130statistiksel Analizi \u2013 ( 09.05.2019 )"},"content":{"rendered":"<p class=\"qtranxs-available-languages-message qtranxs-available-languages-message-en\">Sorry, this entry is only available in <a href=\"https:\/\/www.enerjigazetesi.ist\/tr\/wp-json\/wp\/v2\/posts\/92345\" class=\"qtranxs-available-language-link qtranxs-available-language-link-tr\" title=\"Turkish\">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><strong>\u00d6ne \u00e7\u0131kan piyasaya dair g\u00fcncel <span style=\"text-decoration: underline;\">haberler \u015fu \u015fekildedir;<\/span><\/strong><\/p>\n<p><strong>&#8211; Petrol ABD-\u00c7in ticaret gerilimi ile de\u011fer kaybetti. <\/strong><\/p>\n<p><strong>&#8211; Likit petrol gaz\u0131 (LPG) otogaz fiyatlar\u0131na bu gece yar\u0131s\u0131ndan itibaren ge\u00e7erli olmak \u00fczere litre ba\u015f\u0131na 8 kuru\u015f zam geldi, <\/strong><\/p>\n<p><strong>&#8211; TMMOB Y\u00f6netim Kurulu Ba\u015fkan\u0131 Emin Koramaz, Akkuyu N\u00fckleer Santrali i\u00e7in yap\u0131lan t\u00fcm \u00e7al\u0131\u015fmalar\u0131n durdurulmas\u0131 gerekti\u011fini s\u00f6yledi. <\/strong><\/p>\n<p><strong>&#8211; \u00d6n\u00fcm\u00fczdeki 10 y\u0131l i\u00e7inde d\u00fcnya genelinde her 100 arac\u0131n 25\u2019inin elektrikli olaca\u011f\u0131 \u00f6ng\u00f6r\u00fcl\u00fcyor. <\/strong><\/p>\n<p><strong>&#8211; Yeni Nesil Giri\u015fimler (\u201cStartup\u201dlar) ile Enerji sekt\u00f6r\u00fc payda\u015flar\u0131 aras\u0131nda etkile\u015fimin ve faydan\u0131n artt\u0131r\u0131lmas\u0131na dair g\u00f6r\u00fc\u015f al\u0131nmas\u0131 i\u00e7in haz\u0131rlanan Startup Yakla\u015f\u0131m Belgesi g\u00f6r\u00fc\u015fe a\u00e7\u0131ld\u0131. <\/strong><\/p>\n<p><strong>&#8211; Birle\u015fik Krall\u0131k 1882\u2019den beri ilk defa k\u00f6m\u00fcrs\u00fcz bir hafta ge\u00e7irdi.<\/strong><\/p>\n<p>G\u00fcn \u00f6ncesi elektrik piyasas\u0131nda yar\u0131n i\u00e7in olu\u015fan megavat saat (MWh) ba\u015f\u0131na piyasa takas fiyat\u0131 ortalamas\u0131 <strong>169<\/strong>.<strong>1<\/strong> TL olarak belirlendi. Fiyatlardaki da\u011f\u0131l\u0131ma bak\u0131ld\u0131\u011f\u0131nda, g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>300<\/strong> <img loading=\"lazy\" class=\"alignright size-medium wp-image-92351\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/elektrik-serbestle\u015fme-300x169.jpg\" alt=\"\" width=\"300\" height=\"169\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/elektrik-serbestle\u015fme-300x169.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/elektrik-serbestle\u015fme-768x432.jpg 768w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/elektrik-serbestle\u015fme-500x281.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/elektrik-serbestle\u015fme-80x45.jpg 80w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/elektrik-serbestle\u015fme.jpg 868w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>TL\/MWh olarak <strong>19<\/strong>:<strong>00<\/strong> &#8211; <strong>20<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>0<\/strong> TL\/MWh olarak <strong>06<\/strong>:<strong>00<\/strong> &#8211; <strong>07<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda ger\u00e7ekle\u015fti. Puant saatlerde (<strong>17<\/strong>:<strong>00<\/strong> &#8211; <strong>22<\/strong>:<strong>00<\/strong>) ortalama piyasa takas fiyat\u0131 ise <strong>278<\/strong>.<strong>72<\/strong> TL\/MWh olarak hesaplanabilmektedir.<\/p>\n<p>Bir \u00f6nceki g\u00fcn ile k\u0131yasland\u0131\u011f\u0131nda ortalama piyasa takas fiyat\u0131nda &#8211;<strong>62<\/strong>.<strong>25<\/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 % <strong>5<\/strong>, linyit % <strong>15<\/strong>, ithal k\u00f6m\u00fcr % <strong>8<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenirken, yenilenebilir enerji dahilinde ise hidro % <strong>60<\/strong>, r\u00fczgar % <strong>8<\/strong>, jeotermal % <strong>3<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenmektedir. Bununla birlikte fiyatlardaki d\u00fc\u015f\u00fc\u015f, <strong>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 style=\"text-align: center;\"><img loading=\"lazy\" class=\"aligncenter wp-image-92346 \" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/01-8.jpg\" alt=\"\" width=\"441\" height=\"197\" \/><\/p>\n<p>Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 <strong>209<\/strong>.<strong>1<\/strong> TL\/MWh ve ortalama t\u00fcketim <strong>31,951<\/strong> MWh olarak \u00f6ng\u00f6r\u00fclmektedir. Modelin piyasa takas fiyat\u0131na dair ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck % <strong>74<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131** ise g\u00fcnl\u00fck % <strong>98<\/strong> olarak hesaplan\u0131rken, bug\u00fcne kadar yap\u0131lan piyasa takas fiyat\u0131na dair analizlere g\u00f6re ba\u015far\u0131 oran\u0131 % <strong>88<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131 ise % <strong>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 style=\"text-align: center;\"><img loading=\"lazy\" class=\"aligncenter wp-image-92347\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-8.jpg\" alt=\"\" width=\"495\" height=\"392\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-8.jpg 574w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-8-300x237.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-8-500x395.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-8-63x50.jpg 63w\" sizes=\"(max-width: 495px) 100vw, 495px\" \/><\/p>\n<p>Yar\u0131ndan sonraki g\u00fcn i\u00e7in olu\u015facak ortalama piyasa takas fiyat\u0131 <strong>173<\/strong>.<strong>57<\/strong> TL\/MWH olarak tahmin edilmektedir. Buna ba\u011fl\u0131 olarak g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>296<\/strong>.<strong>48<\/strong> TL\/MWh olarak <strong>20<\/strong>:<strong>00<\/strong> &#8211; <strong>21<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>58<\/strong>.<strong>99<\/strong> TL\/MWh olarak <strong>06<\/strong>:<strong>00<\/strong> &#8211; <strong>07<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda ger\u00e7ekle\u015fece\u011fi \u00f6ng\u00f6r\u00fclmektedir. Puant saatlerde (<strong>17<\/strong>:<strong>00<\/strong> &#8211; <strong>22<\/strong>:<strong>00<\/strong>) tahmini ortalama piyasa takas fiyat\u0131 ise <strong>215<\/strong>.<strong>91<\/strong> TL\/MWh olarak hesaplanabilmektedir. Saatlik olu\u015facak piyasa takas fiyat\u0131 tahminleri a\u015fa\u011f\u0131daki grafikte yer almaktad\u0131r.<\/p>\n<p style=\"text-align: center;\"><img loading=\"lazy\" class=\"aligncenter wp-image-92348\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-8.jpg\" alt=\"\" width=\"510\" height=\"188\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-8.jpg 571w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-8-300x110.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-8-500x184.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-8-80x29.jpg 80w\" sizes=\"(max-width: 510px) 100vw, 510px\" \/><\/p>\n<p>Organize Toptan Do\u011fal Gaz Sat\u0131\u015f Piyasas\u0131 (OTSP) dahilinde <strong>01<\/strong>.<strong>05<\/strong>.<strong>2019<\/strong> \u2013 <strong>09<\/strong>.<strong>05<\/strong>.<strong>2019<\/strong> tarihleri aras\u0131 ortalama Gaz Referans Fiyat\u0131 (GRF) <strong>1,492<\/strong>.<strong>23<\/strong> TL\/<strong>1000<\/strong> sm<strong>3<\/strong> olarak belirlenirken, ayn\u0131 tarihler aras\u0131nda toplam ger\u00e7ekle\u015fen e\u015fle\u015fmelerin miktar\u0131 ise <strong>13,165<\/strong> x<strong>1000<\/strong> sm<strong>3<\/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 style=\"text-align: center;\"><img loading=\"lazy\" class=\"aligncenter wp-image-92349\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/04-8.jpg\" alt=\"\" width=\"515\" height=\"175\" \/><\/p>\n<p><em>*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<p style=\"text-align: left;\"><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<p>T\u00fcmay Solak \u2013 Risk Y\u00f6netimi Uzman\u0131 \u2013\u00a0<a href=\"mailto:tumay.solak@enerjigazetesi.ist\" target=\"_blank\" rel=\"noopener\">tumay.solak@enerjigazetesi.ist<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>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; &#8211; Petrol ABD-\u00c7in ticaret gerilimi ile de\u011fer kaybetti. &#8211; Likit petrol gaz\u0131 (LPG) otogaz fiyatlar\u0131na [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":92351,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[51,53],"tags":[42483,42490,42485,42486,42484,42488,42489,34979,19638,39373,34980,39661,39426,26353,19,67,1009,49321,19598,39932,39352,49374,39351],"views":837,"_links":{"self":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/92345"}],"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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/comments?post=92345"}],"version-history":[{"count":0,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/92345\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media\/92351"}],"wp:attachment":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media?parent=92345"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/categories?post=92345"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/tags?post=92345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}