{"id":95881,"date":"2019-07-16T07:58:46","date_gmt":"2019-07-16T04:58:46","guid":{"rendered":"https:\/\/www.enerjigazetesi.ist\/?p=95881"},"modified":"2019-07-16T08:08:10","modified_gmt":"2019-07-16T05:08:10","slug":"elektrik-piyasasi-istatistiksel-analizi-15-07-2019","status":"publish","type":"post","link":"https:\/\/www.enerjigazetesi.ist\/en\/elektrik-piyasasi-istatistiksel-analizi-15-07-2019\/","title":{"rendered":"(Turkish) Elektrik Piyasas\u0131 \u0130statistiksel Analizi \u2013 ( 15.07.2019 )"},"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\/95881\" 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 elektrik sekt\u00f6r\u00fc piyasas\u0131na dair <span style=\"text-decoration: underline;\">g\u00fcncel haberler \u015fu \u015fekildedir;<\/span><\/strong><\/h1>\n<h1><strong>&#8211; Spot do\u011fal gaz piyasas\u0131nda d\u00fcn bin metrek\u00fcp do\u011fal gaz\u0131n referans fiyat\u0131 bin 532 lira 36 kuru\u015f olarak belirlendi.<\/strong><\/h1>\n<h1><strong>&#8211; OPEC\u2019in petrol \u00fcretimi Haziran ay\u0131nda 5 y\u0131l\u0131n en d\u00fc\u015f\u00fck seviyesine geriledi. <\/strong><\/h1>\n<h1><strong>&#8211; Kahramanmara\u015f B\u00fcy\u00fck\u015fehir Belediyesi ve \u0130l\u00e7e Belediyeleri \u00c7evre Altyap\u0131 Temel Hizmetler Birli\u011fi, 127 milyon lira yat\u0131r\u0131mla Af\u015fin il\u00e7esinde Kat\u0131 At\u0131k D\u00fczenli Depolama ve Bertaraf Tesisi kuracak. <\/strong><\/h1>\n<h1><strong>&#8211; SPD\u2019nin HES\u2019lerin \u00fcretim verimlilikleriyle ilgili \u00e7al\u0131\u015fmas\u0131na g\u00f6re HES\u2019lerin i\u015fletme verimlili\u011fi, planlanan\u0131n \u00e7ok alt\u0131nda kald\u0131. <\/strong><\/h1>\n<h1><strong>&#8211; \u00c7in 2019 y\u0131l\u0131nda g\u00fcne\u015f enerjisi projelerine 248 milyon dolar destek verecek.<\/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>308<\/strong>.<strong>62<\/strong> TL olarak belirlendi. Fiyatlardaki da\u011f\u0131l\u0131ma bak\u0131ld\u0131\u011f\u0131nda, g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>321<\/strong>.<strong>95<\/strong> TL\/MWh olarak <strong>14<\/strong>:<strong>00<\/strong> &#8211; <strong>15<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>206<\/strong> TL\/MWh olarak <strong>06<\/strong>:<strong>00<\/strong> &#8211; <img loading=\"lazy\" class=\"alignright wp-image-95887\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/elektrik-piyasasi-istatistiksel-analizi-15-07-2019-300x169.jpg\" alt=\"\" width=\"320\" height=\"180\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/elektrik-piyasasi-istatistiksel-analizi-15-07-2019-300x169.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/elektrik-piyasasi-istatistiksel-analizi-15-07-2019-768x432.jpg 768w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/elektrik-piyasasi-istatistiksel-analizi-15-07-2019-500x282.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/elektrik-piyasasi-istatistiksel-analizi-15-07-2019-80x45.jpg 80w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/elektrik-piyasasi-istatistiksel-analizi-15-07-2019.jpg 840w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/><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>315<\/strong>.<strong>05<\/strong> TL\/MWh olarak hesaplanabilmektedir.<\/p>\n<p>Bir \u00f6nceki g\u00fcn ile k\u0131yasland\u0131\u011f\u0131nda ortalama piyasa takas fiyat\u0131nda <strong>14<\/strong>.<strong>65<\/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>19<\/strong>, linyit % <strong>17<\/strong>, ithal k\u00f6m\u00fcr % <strong>25<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenirken, yenilenebilir enerji dahilinde ise hidro % <strong>32<\/strong>, r\u00fczgar % <strong>4<\/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 d\u00fc\u015f\u00fc\u015f ve \u00fcretimin a\u011f\u0131rl\u0131kl\u0131 olarak do\u011falgaz 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-95882\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/01-9.jpg\" alt=\"\" width=\"484\" height=\"228\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/01-9.jpg 484w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/01-9-300x141.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/01-9-80x38.jpg 80w\" sizes=\"(max-width: 484px) 100vw, 484px\" \/><\/p>\n<p>Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 <strong>334<\/strong>.<strong>8<\/strong> TL\/MWh ve ortalama t\u00fcketim <strong>34,240<\/strong> MWh olarak \u00f6ng\u00f6r\u00fclmektedir. Modelin piyasa takas fiyat\u0131na dair ba\u015far\u0131 oran\u0131 g\u00fcnl\u00fck % <strong>69<\/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>91<\/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=\"aligncenter size-full wp-image-95883\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/02-8.jpg\" alt=\"\" width=\"589\" height=\"464\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/02-8.jpg 589w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/02-8-300x236.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/02-8-500x394.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/02-8-63x50.jpg 63w\" sizes=\"(max-width: 589px) 100vw, 589px\" \/><\/p>\n<p>Yar\u0131ndan sonraki g\u00fcn i\u00e7in olu\u015facak ortalama piyasa takas fiyat\u0131 <strong>330<\/strong>.<strong>09<\/strong> TL\/MWH olarak tahmin edilmektedir. Buna ba\u011fl\u0131 olarak g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>350<\/strong>.<strong>01<\/strong> TL\/MWh olarak <strong>14<\/strong>:<strong>00<\/strong> &#8211; <strong>15<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>310<\/strong>.<strong>82<\/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>333<\/strong>.<strong>17<\/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-95884\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/03-8.jpg\" alt=\"\" width=\"585\" height=\"224\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/03-8.jpg 585w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/03-8-300x115.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/03-8-500x191.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/03-8-80x31.jpg 80w\" sizes=\"(max-width: 585px) 100vw, 585px\" \/><\/p>\n<p>Organize Toptan Do\u011fal Gaz Sat\u0131\u015f Piyasas\u0131 (OTSP) dahilinde <strong>01<\/strong>.<strong>07<\/strong>.<strong>2019<\/strong> \u2013 <strong>15<\/strong>.<strong>07<\/strong>.<strong>2019<\/strong> tarihleri aras\u0131 ortalama Gaz Referans Fiyat\u0131 (GRF) <strong>1,560<\/strong>.<strong>97<\/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>55, 380<\/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-95885\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/04-8.jpg\" alt=\"\" width=\"583\" height=\"256\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/04-8.jpg 583w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/04-8-300x132.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/04-8-500x220.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/07\/04-8-80x35.jpg 80w\" sizes=\"(max-width: 583px) 100vw, 583px\" \/><\/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 elektrik sekt\u00f6r\u00fc piyasas\u0131na dair g\u00fcncel haberler \u015fu \u015fekildedir; &#8211; Spot do\u011fal gaz piyasas\u0131nda d\u00fcn bin metrek\u00fcp do\u011fal gaz\u0131n referans fiyat\u0131 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":95887,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[51,53],"tags":[886,43643,52373,52374,49519,52375,42701,42490,52377,42485,42486,42484,46702,42488,42489,52376,1079,45271,50069,61,34979,53114,343,19638,50070,8304,39373,34980,39661,39426,26353,52674,130,19,42030,25473,35236,41345,52379,1046,53544,53541,52259,53719,34926,26044,36577,53718,40289,40290,2012,52372,53545,36444,4757,53717,1377,53720,52603,53149,347,41603,10059,34937,1369,52381,39932,39352,231,52378,3733,39351,53542,508,40780],"views":285,"_links":{"self":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/95881"}],"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=95881"}],"version-history":[{"count":0,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/95881\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media\/95887"}],"wp:attachment":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media?parent=95881"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/categories?post=95881"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/tags?post=95881"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}