{"id":85116,"date":"2019-01-10T00:39:34","date_gmt":"2019-01-09T21:39:34","guid":{"rendered":"https:\/\/www.enerjigazetesi.ist\/?p=85116"},"modified":"2019-01-10T00:44:43","modified_gmt":"2019-01-09T21:44:43","slug":"elektrik-piyasasi-istatistiksel-analizi-08-01-2019","status":"publish","type":"post","link":"https:\/\/www.enerjigazetesi.ist\/en\/elektrik-piyasasi-istatistiksel-analizi-08-01-2019\/","title":{"rendered":"(Turkish) Elektrik Piyasas\u0131 \u0130statistiksel Analizi \u2013 ( 08.01.2019 )"},"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\/85116\" 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 haberler \u015f\u00f6yle; Enerji ve Tabii Kaynaklar Bakanl\u0131\u011f\u0131 taraf\u0131ndan yap\u0131lan a\u00e7\u0131klamada, T\u00fcrkiye\u2019de son be\u015f y\u0131lda 327 ton metal alt\u0131n, 4 milyon ton metal bak\u0131r, 1,5 milyar ton demir, 41 milyon ton krom ve 2.4 milyar ton dolomit tespit edildi\u011fi belirtildi, Deloitte T\u00fcrkiye Enerji ve Do\u011fal Kaynaklar End\u00fcstrisi Lideri Elif D\u00fc\u015fmez Tek, kurda ge\u00e7en y\u0131l\u0131n ikinci yar\u0131s\u0131nda ya\u015fanan de\u011fer art\u0131\u015f\u0131yla enerji sekt\u00f6r\u00fc varl\u0131klar\u0131n\u0131n yabanc\u0131 yat\u0131r\u0131mc\u0131 a\u00e7\u0131s\u0131ndan cazip hale geldi\u011fini s\u00f6yledi, Avrupa&#8217;n\u0131n en y\u00fcksek enerji t\u00fcketimine sahip \u00fclkesi Almanya&#8217;da ge\u00e7en y\u0131l elektrik \u00fcretiminin % 40&#8217;tan fazlas\u0131 yenilenebilir enerji kaynaklar\u0131ndan sa\u011fland\u0131, Hindistan, 2030 itibar\u0131yla elektrik kurulu g\u00fcc\u00fcn\u00fcn % 40&#8217;n\u0131n fosil olmayan kaynaklardan elde edilmesi hedefini ger\u00e7ekle\u015ftirmek ve bu hedefin \u00f6tesine ge\u00e7ebilmek i\u00e7in 2018 Ulusal Elektrik Enerjisi Plan\u0131&#8217;nda net bir resmi yol haritas\u0131 belirledi.<\/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>219<\/strong>.<strong>78<\/strong> TL olarak belirlendi. Fiyatlardaki da\u011f\u0131l\u0131ma bak\u0131ld\u0131\u011f\u0131nda, g\u00fcn\u00fcn maksimum fiyat\u0131 <img loading=\"lazy\" class=\"alignright size-medium wp-image-85122\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/elektrik-piyasasi-istatistiksel-analizi-08-01-2019-300x169.jpg\" alt=\"\" width=\"300\" height=\"169\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/elektrik-piyasasi-istatistiksel-analizi-08-01-2019-300x169.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/elektrik-piyasasi-istatistiksel-analizi-08-01-2019-500x281.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/elektrik-piyasasi-istatistiksel-analizi-08-01-2019-80x45.jpg 80w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/elektrik-piyasasi-istatistiksel-analizi-08-01-2019.jpg 750w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><strong>291<\/strong>.<strong>59<\/strong> TL\/MWh olarak <strong>11<\/strong>:<strong>00<\/strong> &#8211; <strong>12<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>4<\/strong>.<strong>41<\/strong> TL\/MWh olarak <strong>23<\/strong>:<strong>00<\/strong> &#8211; Avg.:<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>247<\/strong>.<strong>64<\/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>27<\/strong>.<strong>87<\/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>26<\/strong>, linyit % <strong>13<\/strong>, ithal k\u00f6m\u00fcr % <strong>19<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenirken, yenilenebilir enerji dahilinde ise hidro % <strong>28<\/strong>, r\u00fczgar % <strong>10<\/strong>, jeotermal % <strong>2<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenmektedir. Bununla birlikte fiyatlardaki d\u00fc\u015f\u00fc\u015f, <strong>hafta i\u00e7i olmas\u0131ndan dolay\u0131 t\u00fcketim talebindeki art\u0131\u015f ve r\u00fczgar santrallerinde \u00fcretim art\u0131\u015f beklentisi<\/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=\"alignnone size-full wp-image-85118\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/01-13.jpg\" alt=\"\" width=\"476\" height=\"230\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/01-13.jpg 476w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/01-13-300x145.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/01-13-80x39.jpg 80w\" sizes=\"(max-width: 476px) 100vw, 476px\" \/><\/p>\n<p>Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 <strong>265<\/strong>.<strong>18<\/strong> TL\/MWh ve ortalama t\u00fcketim <strong>35,104<\/strong> MWh olarak \u00f6ng\u00f6r\u00fclmektedir. Modelin piyasa takas fiyat\u0131na dair ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck % <strong>77<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131** ise g\u00fcnl\u00fck % <strong>94<\/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>94<\/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=\"alignnone size-full wp-image-85119\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/02-13.jpg\" alt=\"\" width=\"593\" height=\"455\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/02-13.jpg 593w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/02-13-300x230.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/02-13-500x384.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/02-13-65x50.jpg 65w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/02-13-260x200.jpg 260w\" sizes=\"(max-width: 593px) 100vw, 593px\" \/><\/p>\n<p>Yar\u0131ndan sonraki g\u00fcn i\u00e7in olu\u015facak ortalama piyasa takas fiyat\u0131 <strong>257<\/strong>.<strong>67<\/strong> TL\/MWH olarak tahmin edilmektedir. Buna ba\u011fl\u0131 olarak g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>319<\/strong>.<strong>5<\/strong> TL\/MWh olarak <strong>11<\/strong>:<strong>00<\/strong> &#8211; <strong>12<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>5<\/strong>.<strong>01<\/strong> TL\/MWh olarak <strong>04<\/strong>:<strong>00<\/strong> &#8211; <strong>05<\/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>318<\/strong>.<strong>33<\/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=\"alignnone size-full wp-image-85120\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/03-11.jpg\" alt=\"\" width=\"594\" height=\"216\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/03-11.jpg 594w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/03-11-300x109.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/03-11-500x182.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/03-11-80x29.jpg 80w\" sizes=\"(max-width: 594px) 100vw, 594px\" \/><\/p>\n<p>Organize Toptan Do\u011fal Gaz Sat\u0131\u015f Piyasas\u0131 (OTSP) dahilinde <strong>01<\/strong>.<strong>12<\/strong>.<strong>2018<\/strong> \u2013 <strong>08<\/strong>.<strong>01<\/strong>.<strong>2019<\/strong> tarihleri aras\u0131 ortalama Gaz Referans Fiyat\u0131 (GRF) <strong>1,587<\/strong>.<strong>6<\/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>18,801<\/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=\"alignnone size-full wp-image-85121\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/04-10.jpg\" alt=\"\" width=\"592\" height=\"270\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/04-10.jpg 592w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/04-10-300x137.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/04-10-500x228.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/01\/04-10-80x36.jpg 80w\" sizes=\"(max-width: 592px) 100vw, 592px\" \/><\/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><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>","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 \u015f\u00f6yle; Enerji ve Tabii Kaynaklar Bakanl\u0131\u011f\u0131 taraf\u0131ndan yap\u0131lan a\u00e7\u0131klamada, T\u00fcrkiye\u2019de son be\u015f y\u0131lda 327 ton metal alt\u0131n, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":85122,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[51,53],"tags":[42483,42490,42485,42486,42487,42484,42488,42489,34979,19638,39373,34980,39661,39426,26353,19,42491,41345,67,1009,42492,39353,40289,40290,42493,1377,41841,347,5695,42495,39352,39351],"views":1724,"_links":{"self":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/85116"}],"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=85116"}],"version-history":[{"count":0,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/85116\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media\/85122"}],"wp:attachment":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media?parent=85116"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/categories?post=85116"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/tags?post=85116"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}