{"id":94311,"date":"2019-06-14T00:54:45","date_gmt":"2019-06-13T21:54:45","guid":{"rendered":"https:\/\/www.enerjigazetesi.ist\/?p=94311"},"modified":"2019-06-14T00:56:42","modified_gmt":"2019-06-13T21:56:42","slug":"elektrik-piyasasi-istatistiksel-analizi-12-06-2019","status":"publish","type":"post","link":"https:\/\/www.enerjigazetesi.ist\/en\/elektrik-piyasasi-istatistiksel-analizi-12-06-2019\/","title":{"rendered":"(Turkish) Elektrik Piyasas\u0131 \u0130statistiksel Analizi \u2013 ( 12.06.2019 )"},"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\/94311\" 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><strong>\u00d6ne \u00e7\u0131kan piyasaya dair g\u00fcncel haberler \u015fu \u015fekildedir;<\/strong><\/h1>\n<h1><strong>&#8211; T\u00fcrkiye&#8217;nin do\u011fal gaz ithalat\u0131 ge\u00e7en y\u0131l bir \u00f6nceki y\u0131la g\u00f6re y\u00fczde 8,8 azalarak 50 milyar 360 milyon metrek\u00fcp oldu. <\/strong><\/h1>\n<h1><strong>&#8211; Vestas, Brezilya&#8217;n\u0131n Bahia b\u00f6lgesinde kurulacak r\u00fczgar santrali i\u00e7in EDF Renewables\u2019a 147 MW\u2019l\u0131k t\u00fcrbin sa\u011flayacak. <\/strong><\/h1>\n<h1><strong>&#8211; Kalehan Enerji Grubu, Do\u011fu Anadolu B\u00f6lgesi\u2019nde, Bing\u00f6l \u0130li Gen\u00e7 \u0130l\u00e7esi s\u0131n\u0131rlar\u0131 i\u00e7erisinde Murat Nehri \u00fczerinde 140 MW\u2019l\u0131k G\u00f6zeler HES kurup i\u015fletecek. <\/strong><\/h1>\n<h1><strong>&#8211; Elektrik sekt\u00f6r\u00fcnde kullan\u0131lan SF6 Gaz\u0131&#8217;n\u0131n toplanmas\u0131, geri d\u00f6n\u00fc\u015f\u00fcm\u00fc ve yeniden kullan\u0131lmas\u0131yla ilgili mevzuat olu\u015fturulacak. <\/strong><\/h1>\n<h1><strong>&#8211; BOTA\u015e, May\u0131s ay\u0131nda Merkez Bankas\u0131&#8217;ndan 503 milyon dolar d\u00f6viz sat\u0131n ald\u0131, May\u0131s\u2019ta 10 elektrikli, 1.069 hibrit otomobil sat\u0131ld\u0131.<\/strong><\/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>263<\/strong>.<strong>21<\/strong> TL olarak belirlendi. Fiyatlardaki da\u011f\u0131l\u0131ma bak\u0131ld\u0131\u011f\u0131nda, g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>306<\/strong>.<strong>8<\/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>149<\/strong>.<strong>99<\/strong> TL\/MWh olarak <strong>06<\/strong>:<strong>00<\/strong> &#8211; <img loading=\"lazy\" class=\"alignright wp-image-94317\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/elektrik-piyasasi-istatistiksel-analizi-12-06-2019-300x129.jpg\" alt=\"\" width=\"340\" height=\"147\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/elektrik-piyasasi-istatistiksel-analizi-12-06-2019-300x129.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/elektrik-piyasasi-istatistiksel-analizi-12-06-2019-768x331.jpg 768w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/elektrik-piyasasi-istatistiksel-analizi-12-06-2019-500x216.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/elektrik-piyasasi-istatistiksel-analizi-12-06-2019-80x35.jpg 80w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/elektrik-piyasasi-istatistiksel-analizi-12-06-2019.jpg 1008w\" sizes=\"(max-width: 340px) 100vw, 340px\" \/><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>291<\/strong>.<strong>02<\/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>40<\/strong>.<strong>82<\/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>15<\/strong>, linyit % <strong>14<\/strong>, ithal k\u00f6m\u00fcr % <strong>18<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenirken, yenilenebilir enerji dahilinde ise hidro % <strong>41<\/strong>, r\u00fczgar % <strong>6<\/strong>, jeotermal % <strong>2<\/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 size-full wp-image-94312\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/01-9.jpg\" alt=\"\" width=\"474\" height=\"221\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/01-9.jpg 474w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/01-9-300x140.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/01-9-80x37.jpg 80w\" sizes=\"(max-width: 474px) 100vw, 474px\" \/><\/p>\n<p>Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 <strong>286<\/strong>.<strong>27<\/strong> TL\/MWh ve ortalama t\u00fcketim <strong>34,424<\/strong> MWh olarak \u00f6ng\u00f6r\u00fclmektedir. Modelin piyasa takas fiyat\u0131na dair ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck % <strong>66<\/strong>, t\u00fcketime dair ba\u015far\u0131 oran\u0131** ise g\u00fcnl\u00fck % <strong>99<\/strong> olarak hesaplan\u0131rken, bug\u00fcne kadar yap\u0131lan piyasa takas fiyat\u0131na dair analizlere g\u00f6re ba\u015far\u0131 oran\u0131 % <strong>89<\/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 size-full wp-image-94313\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/02-8.jpg\" alt=\"\" width=\"598\" height=\"432\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/02-8.jpg 598w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/02-8-300x217.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/02-8-500x361.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/02-8-69x50.jpg 69w\" sizes=\"(max-width: 598px) 100vw, 598px\" \/><\/p>\n<p>Yar\u0131ndan sonraki g\u00fcn i\u00e7in olu\u015facak ortalama piyasa takas fiyat\u0131 <strong>274<\/strong>.<strong>95<\/strong> TL\/MWH olarak tahmin edilmektedir. Buna ba\u011fl\u0131 olarak g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>311<\/strong>.<strong>91<\/strong> TL\/MWh olarak <strong>15<\/strong>:<strong>00<\/strong> &#8211; <strong>16<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>30<\/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>302<\/strong>.<strong>34<\/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 size-full wp-image-94314\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/03-8.jpg\" alt=\"\" width=\"588\" height=\"226\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/03-8.jpg 588w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/03-8-300x115.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/03-8-500x192.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/03-8-80x31.jpg 80w\" sizes=\"(max-width: 588px) 100vw, 588px\" \/><\/p>\n<p>Organize Toptan Do\u011fal Gaz Sat\u0131\u015f Piyasas\u0131 (OTSP) dahilinde <strong>01<\/strong>.<strong>06<\/strong>.<strong>2019<\/strong> \u2013 <strong>12<\/strong>.<strong>06<\/strong>.<strong>2019<\/strong> tarihleri aras\u0131 ortalama Gaz Referans Fiyat\u0131 (GRF) <strong>1,521<\/strong>.<strong>1<\/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>32,806<\/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 size-full wp-image-94315\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/04-7.jpg\" alt=\"\" width=\"572\" height=\"229\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/04-7.jpg 572w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/04-7-300x120.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/04-7-500x200.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/06\/04-7-80x32.jpg 80w\" sizes=\"(max-width: 572px) 100vw, 572px\" \/><\/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 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; T\u00fcrkiye&#8217;nin do\u011fal gaz ithalat\u0131 ge\u00e7en y\u0131l bir \u00f6nceki y\u0131la g\u00f6re y\u00fczde 8,8 azalarak [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":94317,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[51,53],"tags":[51608,42489,1079,45271,50069,61,34979,343,19638,50070,8304,39373,34980,39661,39426,26353,19,67,35376,2485,1009,40289,40290,39352,39351],"views":618,"_links":{"self":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/94311"}],"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=94311"}],"version-history":[{"count":0,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/94311\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media\/94317"}],"wp:attachment":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media?parent=94311"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/categories?post=94311"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/tags?post=94311"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}