{"id":92703,"date":"2019-05-15T22:57:00","date_gmt":"2019-05-15T19:57:00","guid":{"rendered":"https:\/\/www.enerjigazetesi.ist\/?p=92703"},"modified":"2019-05-15T22:57:00","modified_gmt":"2019-05-15T19:57:00","slug":"elektrik-piyasasi-istatistiksel-analiz-15-05-2019","status":"publish","type":"post","link":"https:\/\/www.enerjigazetesi.ist\/en\/elektrik-piyasasi-istatistiksel-analiz-15-05-2019\/","title":{"rendered":"(Turkish) Elektrik Piyasas\u0131 \u0130statistiksel Analiz \u2013 (15.05.2019)"},"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\/92703\" 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>\u00d6ne \u00e7\u0131kan piyasaya dair g\u00fcncel <u>haberler \u015fu \u015fekildedir;<\/u><\/h1>\n<h1>\u00a0&#8211; Petrol fiyatlar\u0131, \u00f6zel sekt\u00f6r verilerinin ABD&#8217;de ham petrol stoklar\u0131n\u0131n artt\u0131\u011f\u0131n\u0131 i\u015faret etmesi ile d\u00fc\u015ft\u00fc.<\/h1>\n<h1>\u00a0&#8211; Alman r\u00fczgar enerjisi \u015firketi Nordex, ABD Oklahama\u2019da kurulacak bir r\u00fczgar santrali i\u00e7in <strong>350<\/strong> MW\u2019l\u0131k r\u00fczgar t\u00fcrbini sa\u011flayacak.<\/h1>\n<h1>\u00a0&#8211; Yunanistan ve Bulgaristan aras\u0131nda Azerbaycan&#8217;\u0131n \u015eah Deniz <strong>2<\/strong> sahas\u0131ndan do\u011falgaz ta\u015f\u0131yacak boru hatt\u0131n\u0131 Yunanl\u0131 \u015firket J&amp;P-Avax in\u015fa edecek.<\/h1>\n<h1>\u00a0&#8211; Global petrol arz\u0131 Nisan ay\u0131nda bir \u00f6nceki aya g\u00f6re g\u00fcnde <strong>300<\/strong> bin varil azald\u0131.<\/h1>\n<h1>\u00a0&#8211; \u00c7inli g\u00fcne\u015f enerjisi \u015firketi Trina Solar, bir ka\u00e7 yeni teknolojiyi birle\u015ftirerek elde etti\u011fi y\u00fcksek performansl\u0131 ve estetik g\u00fcne\u015f panellerini piyasaya s\u00fcr\u00fcyor.<\/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>253<\/strong>.<strong>86<\/strong> TL olarak belirlendi. Fiyatlardaki da\u011f\u0131l\u0131ma bak\u0131ld\u0131\u011f\u0131nda, g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>309<\/strong> TL\/MWh olarak <strong>21<\/strong>:<strong>00<\/strong> &#8211; <strong>22<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>3<\/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.<img loading=\"lazy\" class=\"size-medium wp-image-92705 alignright\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/h-300x169.jpg\" alt=\"\" width=\"300\" height=\"169\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/h-300x169.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/h-768x432.jpg 768w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/h-1024x576.jpg 1024w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/h-500x281.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/h-80x45.jpg 80w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/h.jpg 1920w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/> Puant saatlerde (<strong>17<\/strong>:<strong>00<\/strong> &#8211; <strong>22<\/strong>:<strong>00<\/strong>) ortalama piyasa takas fiyat\u0131 ise <strong>305<\/strong>.<strong>51<\/strong> TL\/MWh olarak hesaplanabilmektedir.<\/p>\n<p>Bir \u00f6nceki g\u00fcn ile k\u0131yasland\u0131\u011f\u0131nda ortalama piyasa takas fiyat\u0131nda <strong>7<\/strong>.<strong>08<\/strong> TL art\u0131\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>9<\/strong>, linyit % <strong>14<\/strong>, ithal k\u00f6m\u00fcr % <strong>9<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenirken, yenilenebilir enerji dahilinde ise hidro % <strong>60<\/strong>, r\u00fczgar % <strong>3<\/strong>, jeotermal % <strong>3<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenmektedir. Bununla birlikte fiyatlardaki art\u0131\u015f, <strong>hafta i\u00e7i t\u00fcketim talebindeki art\u0131\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><img loading=\"lazy\" class=\"aligncenter wp-image-92706\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/01-14-300x177.jpg\" alt=\"\" width=\"400\" height=\"236\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/01-14-300x177.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/01-14-768x452.jpg 768w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/01-14-500x295.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/01-14-80x47.jpg 80w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/01-14.jpg 876w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 <strong>231<\/strong>.<strong>34<\/strong> TL\/MWh ve ortalama t\u00fcketim <strong>30,620<\/strong> MWh olarak \u00f6ng\u00f6r\u00fclmektedir. Modelin piyasa takas fiyat\u0131na dair ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck % <strong>87<\/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>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><img loading=\"lazy\" class=\"aligncenter wp-image-92707\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-14-300x251.jpg\" alt=\"\" width=\"400\" height=\"335\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-14-300x251.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-14-478x400.jpg 478w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-14-60x50.jpg 60w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/02-14.jpg 734w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/p>\n<p>Yar\u0131ndan sonraki g\u00fcn i\u00e7in olu\u015facak ortalama piyasa takas fiyat\u0131 <strong>169<\/strong>.<strong>1<\/strong> TL\/MWH olarak tahmin edilmektedir. Buna ba\u011fl\u0131 olarak g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>300<\/strong> 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\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>278<\/strong>.<strong>72<\/strong> TL\/MWh olarak hesaplanabilmektedir. Saatlik olu\u015facak piyasa takas fiyat\u0131 tahminleri a\u015fa\u011f\u0131daki grafikte yer almaktad\u0131r.<\/p>\n<p><img loading=\"lazy\" class=\"aligncenter wp-image-92708\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-14-300x115.jpg\" alt=\"\" width=\"400\" height=\"153\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-14-300x115.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-14-500x191.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-14-80x31.jpg 80w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/03-14.jpg 735w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/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>15<\/strong>.<strong>05<\/strong>.<strong>2019<\/strong> tarihleri aras\u0131 ortalama Gaz Referans Fiyat\u0131 (GRF) <strong>1,499<\/strong>.<strong>22<\/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>32,667<\/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><img loading=\"lazy\" class=\"aligncenter wp-image-92709\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/04-14-300x121.jpg\" alt=\"\" width=\"400\" height=\"162\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/04-14-300x121.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/04-14-500x202.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/04-14-80x32.jpg 80w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/05\/04-14.jpg 725w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/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>\u00a0<\/em><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; \u00a0&#8211; Petrol fiyatlar\u0131, \u00f6zel sekt\u00f6r verilerinin ABD&#8217;de ham petrol stoklar\u0131n\u0131n artt\u0131\u011f\u0131n\u0131 i\u015faret etmesi ile [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":92705,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[51,53],"tags":[19703,50879,92,42483,42490,42485,42486,42484,42488,42489,1079,45271,50069,34979,343,19638,50070,8304,39373,34980,39661,39426,19,1009,19327,108,1538,50880,2455,59,347,39932,4460,4463,39351],"views":561,"_links":{"self":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/92703"}],"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=92703"}],"version-history":[{"count":0,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/92703\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media\/92705"}],"wp:attachment":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media?parent=92703"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/categories?post=92703"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/tags?post=92703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}