{"id":103158,"date":"2019-11-20T09:24:29","date_gmt":"2019-11-20T06:24:29","guid":{"rendered":"https:\/\/www.enerjigazetesi.ist\/?p=103158"},"modified":"2019-11-20T09:24:29","modified_gmt":"2019-11-20T06:24:29","slug":"elektrik-piyasasi-istatistiksel-analizi-19-11-2019","status":"publish","type":"post","link":"https:\/\/www.enerjigazetesi.ist\/en\/elektrik-piyasasi-istatistiksel-analizi-19-11-2019\/","title":{"rendered":"(Turkish) Elektrik Piyasas\u0131 \u0130statistiksel Analizi \u2013 ( 19.11.2019 )"},"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\/103158\" 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><\/p>\n<h1>Elektrik sekt\u00f6r\u00fc piyasas\u0131na dair \u00f6ne \u00e7\u0131kan g\u00fcncel <span style=\"text-decoration: underline;\">haberler \u015fu \u015fekildedir; <\/span><\/h1>\n<h1>&#8211; Petrol fiyatlar\u0131, ABD&#8217;de ham petrol stoklar\u0131nda art\u0131\u015f olaca\u011f\u0131na ili\u015fkin beklentiler ile d\u00fc\u015f\u00fc\u015f\u00fcn\u00fc ikinci g\u00fcne ta\u015f\u0131d\u0131.<\/h1>\n<h1>&#8211; Sabanc\u0131 Holding Enerji Grup Ba\u015fkan\u0131 K\u0131van\u00e7 Zaimler, enerji sekt\u00f6r\u00fcn\u00fcn gelece\u011fine y\u00f6n verecek k\u00fcresel d\u00f6n\u00fc\u015f\u00fcm ve dekarbonizasyon konular\u0131nda ba\u015far\u0131 i\u00e7in yasal d\u00fczenleyiciler, i\u015f d\u00fcnyas\u0131 ve akademinin i\u015fbirli\u011fi yapmas\u0131 gerekti\u011fini s\u00f6yledi.<\/h1>\n<h1>&#8211; Kaliforniya Eyalet\u00a0Y\u00f6netimi, Trump\u2019\u0131n kendi emisyon standartlar\u0131n\u0131 belirlemesini engelleme \u00e7abalar\u0131n\u0131 destekleyen \u00fcreticilerden kamu filolar\u0131 i\u00e7in yeni ara\u00e7 sat\u0131n almayacak.<\/h1>\n<h1>&#8211; Akaryak\u0131t \u00fcr\u00fcnlerinden kalyak fiyatlar\u0131na <strong>11<\/strong> kuru\u015f, fuel oile <strong>10<\/strong> kuru\u015f ve y\u00fcksek k\u00fck\u00fcrtl\u00fc fuel oile <strong>8<\/strong> kuru\u015f zam yap\u0131ld\u0131.<\/h1>\n<h1>&#8211; Naftogaz, Rusya\u2019n\u0131n Avrupa\u2019ya do\u011falgaz ge\u00e7i\u015fini sa\u011flayan boru hatt\u0131 s\u00f6zle\u015fmesini uzatma kar\u015f\u0131l\u0131\u011f\u0131 tahkim alaca\u011f\u0131ndan vazge\u00e7me teklifini de\u011ferlendirecek.<\/h1>\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>297<\/strong>.<strong>27<\/strong> TL olarak belirlendi. Fiyatlardaki da\u011f\u0131l\u0131ma bak\u0131ld\u0131\u011f\u0131nda, g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>336<\/strong> TL\/MWh olarak <strong>17<\/strong>:<strong>00<\/strong> &#8211; <strong>18<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>200<\/strong>.<strong>01<\/strong> TL\/MWh olarak <strong>05<\/strong>:<strong>00<\/strong> &#8211; <strong>06<\/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 <img loading=\"lazy\" class=\"alignright wp-image-103165\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/elektrik-piyasasi-istatistiksel-analizi-19-11-2019.jpg\" alt=\"\" width=\"320\" height=\"227\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/elektrik-piyasasi-istatistiksel-analizi-19-11-2019.jpg 660w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/elektrik-piyasasi-istatistiksel-analizi-19-11-2019-300x213.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/elektrik-piyasasi-istatistiksel-analizi-19-11-2019-500x355.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/elektrik-piyasasi-istatistiksel-analizi-19-11-2019-70x50.jpg 70w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/>fiyat\u0131 ise <strong>325<\/strong>.<strong>46<\/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>13<\/strong>.<strong>22<\/strong> TL d\u00fc\u015f\u00fc\u015f g\u00f6zlemlenmektedir. <strong>Kesinle\u015fmi\u015f G\u00fcnl\u00fck \u00dcretim Plan\u0131 (KG\u00dcP)<\/strong> verilerine bak\u0131ld\u0131\u011f\u0131nda termik enerji dahilinde do\u011fal gaz % <strong>29<\/strong>, linyit % <strong>18<\/strong>, ithal k\u00f6m\u00fcr % <strong>26<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenirken, yenilenebilir enerji dahilinde ise hidro % <strong>20<\/strong>, r\u00fczgar % <strong>2<\/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 k\u00f6m\u00fcr santrallerinde beklenmesi<\/strong> ile a\u00e7\u0131klanabilmektedir. Yar\u0131n i\u00e7in planlanan \u00fcretim bazl\u0131 <strong>Kesinle\u015fmi\u015f G\u00fcnl\u00fck \u00dcretim Plan\u0131 (KG\u00dcP)<\/strong> a\u015fa\u011f\u0131daki grafikte yer almaktad\u0131r.<\/p>\n<p style=\"text-align: center;\"><img loading=\"lazy\" class=\"aligncenter size-full wp-image-103159\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/01-20.jpg\" alt=\"\" width=\"531\" height=\"246\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/01-20.jpg 531w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/01-20-300x139.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/01-20-500x232.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/01-20-80x37.jpg 80w\" sizes=\"(max-width: 531px) 100vw, 531px\" \/><\/p>\n<p>Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 <strong>312<\/strong>.<strong>83<\/strong> TL\/MWh ve ortalama t\u00fcketim <strong>32,281<\/strong> MWh olarak \u00f6ng\u00f6r\u00fclmektedir. Modelin piyasa takas fiyat\u0131na dair ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck % <strong>78<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131** ise g\u00fcnl\u00fck % <strong>96<\/strong> olarak hesaplan\u0131rken, bug\u00fcne kadar yap\u0131lan piyasa takas fiyat\u0131na dair analizlere g\u00f6re ba\u015far\u0131 oran\u0131 % <strong>91<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131 ise % <strong>93<\/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 size-full wp-image-103160\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/02-19.jpg\" alt=\"\" width=\"661\" height=\"508\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/02-19.jpg 661w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/02-19-300x231.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/02-19-500x384.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/02-19-65x50.jpg 65w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/02-19-260x200.jpg 260w\" sizes=\"(max-width: 661px) 100vw, 661px\" \/><\/p>\n<p>Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 <strong>312<\/strong>.<strong>83<\/strong> TL\/MWh ve ortalama t\u00fcketim <strong>32,281<\/strong> MWh olarak \u00f6ng\u00f6r\u00fclmektedir. Modelin piyasa takas fiyat\u0131na dair ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck % <strong>78<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131** ise g\u00fcnl\u00fck % <strong>96<\/strong> olarak hesaplan\u0131rken, bug\u00fcne kadar yap\u0131lan piyasa takas fiyat\u0131na dair analizlere g\u00f6re ba\u015far\u0131 oran\u0131 % <strong>91<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131 ise % <strong>93<\/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 size-full wp-image-103161\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/03-19.jpg\" alt=\"\" width=\"632\" height=\"242\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/03-19.jpg 632w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/03-19-300x115.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/03-19-500x191.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/03-19-80x31.jpg 80w\" sizes=\"(max-width: 632px) 100vw, 632px\" \/><\/p>\n<p>Organize Toptan Do\u011fal Gaz Sat\u0131\u015f Piyasas\u0131 (OTSP) dahilinde <strong>01<\/strong>.<strong>11<\/strong>.<strong>2019<\/strong> \u2013 <strong>19<\/strong>.<strong>11<\/strong>.<strong>2019<\/strong> tarihleri aras\u0131 ortalama Gaz Referans Fiyat\u0131 (GRF) <strong>1,415<\/strong>.<strong>44<\/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>67,106<\/strong> x<strong>1000<\/strong> sm<strong>3<\/strong> olarak belirlendi. \u0130lgili tarihler aras\u0131nda g\u00fcnl\u00fck <strong>Gaz Referans Fiyat\u0131 (GRF)<\/strong> 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 size-full wp-image-103162\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/04-19.jpg\" alt=\"\" width=\"625\" height=\"264\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/04-19.jpg 625w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/04-19-300x127.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/04-19-500x211.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/11\/04-19-80x34.jpg 80w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/><\/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>\n<p>T\u00fcmay SOLAK \u2013 Kurum \u0130\u00e7i Giri\u015fimcilik ve Inovasyon 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. Elektrik sekt\u00f6r\u00fc piyasas\u0131na dair \u00f6ne \u00e7\u0131kan g\u00fcncel haberler \u015fu \u015fekildedir; &#8211; Petrol fiyatlar\u0131, ABD&#8217;de ham petrol stoklar\u0131nda art\u0131\u015f olaca\u011f\u0131na ili\u015fkin beklentiler ile [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":103165,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[51,53],"tags":[1198,11860,33545,876,31883,52375,42701,42490,52377,42485,42486,42484,46702,42488,42489,52376,1079,45271,50069,25180,60435,61,34979,57202,53868,36029,53114,343,19638,8304,39373,34980,39661,50387,39426,59050,26353,52674,130,8184,56562,19,42030,61232,41345,52379,54244,23532,52259,4881,2765,47575,1389,532,422,35152,750,27530,61075,59027,1277,53157,61170,26598,61080,29570,1333,61235,61231,61017,45535,61233,5050,54628,21689,60054,50388,1581,29230,2282,53902,53582,10013,56150,347,53282,1048,22188,52378,37032,61234,34977,3733,6854,39351,846,1022,8275,105,26829,508,61076,45857],"views":296,"_links":{"self":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/103158"}],"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=103158"}],"version-history":[{"count":0,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/103158\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media\/103165"}],"wp:attachment":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media?parent=103158"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/categories?post=103158"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/tags?post=103158"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}