{"id":100512,"date":"2019-10-09T00:14:33","date_gmt":"2019-10-08T21:14:33","guid":{"rendered":"https:\/\/www.enerjigazetesi.ist\/?p=100512"},"modified":"2019-10-09T10:58:23","modified_gmt":"2019-10-09T07:58:23","slug":"elektrik-piyasasi-istatistiksel-analizi-08-10-2019","status":"publish","type":"post","link":"https:\/\/www.enerjigazetesi.ist\/en\/elektrik-piyasasi-istatistiksel-analizi-08-10-2019\/","title":{"rendered":"(Turkish) Elektrik Piyasas\u0131 \u0130statistiksel Analizi \u2013 (08.10.2019)"},"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\/100512\" 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; Petrol fiyatlar\u0131, ABD ile \u00c7in aras\u0131ndaki ticaret g\u00f6r\u00fc\u015fmelerine ili\u015fkin iyimserlikle 2 ay\u0131n en d\u00fc\u015f\u00fc\u011f\u00fcnden y\u00fckseldi.<\/strong><\/h1>\n<h1><strong>&#8211; Bomonti Elektrik\u2019in \u015eifrin HES\u2019i bak\u0131m ve onar\u0131m \u00e7al\u0131\u015fmalar\u0131n\u0131n tamamlanmas\u0131n\u0131n ard\u0131ndan \u00fcretime ba\u015flad\u0131.<\/strong><\/h1>\n<h1><strong>&#8211; Garanti BBVA Enerji Proje Finansman\u0131 Y\u00f6neticisi Yi\u011fit Emre Bilmi\u015f, bankalar i\u00e7in yenilenebilir enerji finansman\u0131nda en \u00f6nemli noktan\u0131n bu yat\u0131r\u0131mlarda fiyat taban garantisinin olmas\u0131 oldu\u011funu s\u00f6yledi.<\/strong><\/h1>\n<h1><strong>&#8211; Enerji verimlili\u011fi art\u0131r\u0131lmas\u0131 y\u00f6netmeli\u011finde de\u011fi\u015fiklik tasla\u011f\u0131 g\u00f6r\u00fc\u015fe a\u00e7\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 <img loading=\"lazy\" class=\"alignright wp-image-38722\" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2015\/04\/elektrik-sektorunde-kimler-tuketicidir-300x225.jpg\" alt=\"\" width=\"320\" height=\"240\" srcset=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2015\/04\/elektrik-sektorunde-kimler-tuketicidir-300x225.jpg 300w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2015\/04\/elektrik-sektorunde-kimler-tuketicidir-500x375.jpg 500w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2015\/04\/elektrik-sektorunde-kimler-tuketicidir-66x50.jpg 66w, https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2015\/04\/elektrik-sektorunde-kimler-tuketicidir.jpg 800w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/>ortalamas\u0131 <strong>292<\/strong>.<strong>22<\/strong> TL olarak belirlendi. Fiyatlardaki da\u011f\u0131l\u0131ma bak\u0131ld\u0131\u011f\u0131nda, g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>315<\/strong>.<strong>88<\/strong> TL\/MWh olarak <strong>18<\/strong>:<strong>00<\/strong> &#8211; <strong>19<\/strong>:<strong>00<\/strong> saat aral\u0131\u011f\u0131nda, minimum fiyat\u0131 <strong>150<\/strong>.<strong>01<\/strong> TL\/MWh olarak :<strong>00<\/strong> &#8211; <strong>01<\/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>311<\/strong>.<strong>21<\/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>1<\/strong>.<strong>14<\/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>22<\/strong>, linyit % <strong>18<\/strong>, ithal k\u00f6m\u00fcr % <strong>27<\/strong> oran\u0131nda \u00fcretimin ger\u00e7ekle\u015fmesi beklenirken, yenilenebilir enerji dahilinde ise hidro % <strong>26<\/strong>, r\u00fczgar % <strong>3<\/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 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 wp-image-100513 \" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/10\/Ek-A\u00e7\u0131klama-2019-10-09-000627.png\" alt=\"\" width=\"421\" height=\"230\" \/><\/p>\n<p>Tahminleme Modeli* analizi sonucu ortalama piyasa takas fiyat\u0131 <strong>305<\/strong>.<strong>41<\/strong> TL\/MWh ve ortalama t\u00fcketim <strong>33,754<\/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=\"alignnone wp-image-100514 \" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/10\/Ek-A\u00e7\u0131klama-2019-10-09-000730.png\" alt=\"\" width=\"573\" height=\"200\" \/><\/p>\n<p style=\"text-align: center;\"><img loading=\"lazy\" class=\"alignnone wp-image-100515 \" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/10\/Ek-A\u00e7\u0131klama-2019-10-09-000817.png\" alt=\"\" width=\"568\" height=\"204\" \/><\/p>\n<p>Yar\u0131ndan sonraki g\u00fcn i\u00e7in olu\u015facak ortalama piyasa takas fiyat\u0131 <strong>301<\/strong>.<strong>13<\/strong> TL\/MWH olarak tahmin edilmektedir. Buna ba\u011fl\u0131 olarak g\u00fcn\u00fcn maksimum fiyat\u0131 <strong>317<\/strong>.<strong>91<\/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>230<\/strong>.<strong>1<\/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>313<\/strong>.<strong>01<\/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 wp-image-100516 \" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/10\/Ek-A\u00e7\u0131klama-2019-10-09-000911.png\" alt=\"\" width=\"580\" height=\"208\" \/><\/p>\n<p>Organize Toptan Do\u011fal Gaz Sat\u0131\u015f Piyasas\u0131 (OTSP) dahilinde <strong>01<\/strong>.<strong>10<\/strong>.<strong>2019<\/strong> \u2013 <strong>08<\/strong>.<strong>10<\/strong>.<strong>2019<\/strong> tarihleri aras\u0131 ortalama Gaz Referans Fiyat\u0131 (GRF) <strong>1,439<\/strong>.<strong>48<\/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>21,332<\/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 wp-image-100517 \" src=\"https:\/\/www.enerjigazetesi.ist\/wp-content\/uploads\/2019\/10\/Ek-A\u00e7\u0131klama-2019-10-09-001010.png\" alt=\"\" width=\"581\" height=\"209\" \/><\/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><strong>Haz\u0131rlayan:<\/strong>\u00a0T\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>\n<p><strong>Yay\u0131na Alan:\u00a0<\/strong>Dervi\u015f KORKMAZ \u2013 F\u0131rat \u00dcniversitesi \/ Elektrik \u2013 Elektronik M\u00fchendisli\u011fi\u00a0 \u2013\u00a0<a href=\"mailto:dkorkmaz164@gmail.com\" target=\"_blank\" rel=\"nofollow noopener\">dkorkmaz164@gmail.com<\/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; Petrol fiyatlar\u0131, ABD ile \u00c7in aras\u0131ndaki ticaret g\u00f6r\u00fc\u015fmelerine ili\u015fkin iyimserlikle 2 [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":38722,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[51,53],"tags":[1198,14417,58246,886,56151,54913,50112,9302,45271,50069,25180,61,34979,57202,53868,36029,53114,343,19638,7285,8304,39373,34980,39661,50387,39426,26353,52674,19,58080,58248,18,12,58079,52480,347,58247,39351,35111,57944,58249],"views":455,"_links":{"self":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/100512"}],"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\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/comments?post=100512"}],"version-history":[{"count":0,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/posts\/100512\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media\/38722"}],"wp:attachment":[{"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/media?parent=100512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/categories?post=100512"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.enerjigazetesi.ist\/en\/wp-json\/wp\/v2\/tags?post=100512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}