{"id":1272,"date":"2022-03-17T11:12:38","date_gmt":"2022-03-17T11:12:38","guid":{"rendered":"https:\/\/dev.dtrees.com\/?page_id=1272"},"modified":"2026-10-07T08:50:48","modified_gmt":"2026-10-07T08:50:48","slug":"e-world","status":"publish","type":"page","link":"https:\/\/dtrees.com\/en\/e-world\/","title":{"rendered":"E-World"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"1272\" class=\"elementor elementor-1272\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3ae085e0 elementor-section-height-min-height elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"3ae085e0\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3c1d21a7\" data-id=\"3c1d21a7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-467be76f elementor-widget elementor-widget-spacer\" data-id=\"467be76f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6505e559 elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"6505e559\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">E-World<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d6ee74a elementor-widget elementor-widget-spacer\" data-id=\"2d6ee74a\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-691dfde0 elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"691dfde0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Updates<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18c7ec3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18c7ec3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b025b4a\" data-id=\"b025b4a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5feb5eb elementor-widget elementor-widget-heading\" data-id=\"5feb5eb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">We look forward to E-world 2027!<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9ff972 elementor-widget elementor-widget-text-editor\" data-id=\"a9ff972\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"ltr\">Decision Trees will once again be at E-world energy &amp; water in Essen in 2027. From 16 February 2027, we look forward to welcoming you at our booth <span data-olk-copy-source=\"MessageBody\">3F134.<\/span> begr\u00fc\u00dfen zu d\u00fcrfen.<\/p><p dir=\"ltr\">Whether battery storage, renewables, gas storage or flexible supply contracts: we will show you how stochastic optimisation helps you recognise the value of flexibility and use it in day-to-day trading.<\/p><p dir=\"ltr\">Would you like to book a meeting in advance? Just get in touch.<\/p><p dir=\"ltr\"><strong>Your contact:<\/strong><br \/>Gerhard Hundsberger<br \/>E-Mail: <a href=\"mailto:office@dtrees.com\">office@dtrees.com<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3243f15 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3243f15\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fc0e6d4\" data-id=\"fc0e6d4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-51b3ef0 elementor-widget elementor-widget-heading\" data-id=\"51b3ef0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Looking back: E-world 2026<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c1ca21 elementor-widget elementor-widget-text-editor\" data-id=\"0c1ca21\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"ltr\">Three days of exciting discussions, inspiring encounters and great reunions \u2013 E-world 2026 in Essen was a great success for us.<\/p><p dir=\"ltr\">Many of the conversations at our stand focused on market optimisation of battery storage and renewable energy. The strong interest showed us how important intelligent optimisation of flexible assets has become for the energy transition.<\/p><p dir=\"ltr\">Many thanks to everyone who visited us! We look forward to the follow-up conversations and to developing our shared ideas further.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88784da elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"88784da\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770712997381-300x169.jpg\" class=\"attachment-medium size-medium wp-image-1679\" alt=\"\" srcset=\"https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770712997381-300x169.jpg 300w, https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770712997381-1024x576.jpg 1024w, https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770712997381-768x432.jpg 768w, https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770712997381-18x10.jpg 18w, https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770712997381.jpg 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a70866e elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"a70866e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"212\" height=\"300\" src=\"https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770969039112-212x300.jpg\" class=\"attachment-medium size-medium wp-image-1680\" alt=\"\" srcset=\"https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770969039112-212x300.jpg 212w, https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770969039112-723x1024.jpg 723w, https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770969039112-768x1088.jpg 768w, https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770969039112-8x12.jpg 8w, https:\/\/dtrees.com\/wp-content\/uploads\/2026\/10\/1770969039112.jpg 800w\" sizes=\"(max-width: 212px) 100vw, 212px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-484542d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"484542d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-653ea83\" data-id=\"653ea83\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e0d47fe elementor-widget elementor-widget-text-editor\" data-id=\"e0d47fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 dir=\"ltr\">Market optimisation of battery storage and renewable energy<\/h3><p dir=\"ltr\">As the share of renewable energy grows, price volatility on power markets increases \u2013 and with it the value of flexibility. Battery storage and flexible generation assets can make targeted use of this volatility. The key is to make the right marketing decisions at the right time and across all markets.<\/p><p dir=\"ltr\"><strong>Our services:<\/strong><\/p><ul dir=\"ltr\"><li>24\/7 cross-market management of battery storage and renewables<\/li><li>Automated cross-market optimisation across day-ahead, intraday and balancing markets<\/li><li>Consideration of technical constraints such as state of charge, cycles and degradation<\/li><li>Preparation of optimal energy bids<\/li><\/ul><p dir=\"ltr\"><strong>Your benefit:<\/strong><br \/>Maximum revenue from flexibility, while operating efficienty and managing market risks transparently.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1502f591 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1502f591\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-41b9f8ea\" data-id=\"41b9f8ea\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-42f497b7 elementor-widget elementor-widget-text-editor\" data-id=\"42f497b7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In the rapidly changing gas markets, the market-based and stochastic evaluation of natural gas storage, contracts and procurement portfolios is becoming increasingly important. Stochastic optimisation makes it possible to model market fluctuations. Our solutions include the following areas:<\/p><h3>Optimisation of gas procurement portfolios<\/h3><ul><li>Decision support for structured gas procurement on forward and day-ahead markets<\/li><li>Flexibility to cover sales volumes is ensured through flexible contracts or gas storage, even in partially illiquid markets.<\/li><li><div class=\"flex flex-col text-sm pb-25\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:eab5343a-8d68-4d81-9251-d2f596b61b42-4\" data-testid=\"conversation-turn-10\" data-scroll-anchor=\"true\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"3cab7775-8f3f-413e-8549-da0e9cfa824a\" data-message-model-slug=\"gpt-5-2\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\"><p data-start=\"0\" data-end=\"179\" data-is-last-node=\"\" data-is-only-node=\"\">Representation of the full complexity of procurement portfolios: gas- and oil-indexed supply contracts, gas storage, transport constraints, different market areas, etc.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/article><\/div><\/li><li>Our solution: optimisation using stochastic market prices and sales load profiles, together with risk-adjusted management of open positions on the forward markets<\/li><\/ul><h3>Valuation of gas storage and flexible gas supply contracts<\/h3><ul><li><div class=\"flex flex-col text-sm pb-25\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:eab5343a-8d68-4d81-9251-d2f596b61b42-7\" data-testid=\"conversation-turn-16\" data-scroll-anchor=\"true\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"6d32a0de-52f1-4444-bb66-273afe5a3fda\" data-message-model-slug=\"gpt-5-2\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\"><p data-start=\"0\" data-end=\"154\" data-is-last-node=\"\" data-is-only-node=\"\">Intrinsic and extrinsic valuation of gas storage and flexible gas supply contracts with highly complex volume constraints and energy price formulas<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/article><\/div><\/li><li><div class=\"flex flex-col text-sm pb-25\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:eab5343a-8d68-4d81-9251-d2f596b61b42-8\" data-testid=\"conversation-turn-18\" data-scroll-anchor=\"true\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"bf67fc6f-fff9-40fb-a56b-f6554a289161\" data-message-model-slug=\"gpt-5-2\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\"><p data-start=\"0\" data-end=\"76\" data-is-last-node=\"\" data-is-only-node=\"\">Modelling and scenario generation for forward and day-ahead natural gas markets<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/article><\/div><\/li><li>Estimation of volatility, mean-reversion and correlation parameters based on historical price movements<\/li><li>Modelling of the real-world marketing of storage and contracts \u2013 joint representation in spot and forward markets<\/li><li>Dynamic hedging \u2013 risk-free profits can be realised by rebalancing the forward market portfolio.<\/li><li><div class=\"flex flex-col text-sm pb-25\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:eab5343a-8d68-4d81-9251-d2f596b61b42-12\" data-testid=\"conversation-turn-26\" data-scroll-anchor=\"true\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"2dbba085-fd90-474c-9d09-8fb4ef0e471f\" data-message-model-slug=\"gpt-5-mini\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\"><p data-start=\"0\" data-end=\"132\" data-is-last-node=\"\" data-is-only-node=\"\">Our solution: joint stochastic optimisation of spot and forward market management across all paths of a scenario tree<\/p><\/div><\/div><\/div><\/div><div class=\"mt-3 w-full empty:hidden\"><div class=\"text-center\">\u00a0<\/div><\/div><\/div><\/div><\/article><\/div><\/li><\/ul><h3><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">Your benefits from stochastic optimisation\u00a0<\/span><\/span><\/h3><figure class=\"w-richtext-figure-type-image w-richtext-align-floatright\" data-rt-type=\"image\" data-rt-align=\"floatright\"><div><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/assets.website-files.com\/5c6fd02e6978d217448b286f\/5c6fd0818128cbda7423d2b5_csm_Inputkurven_513356898e.png\" \/><\/div><\/figure><p><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">The intrinsic value of a flexible asset, such as a gas storage facility or a gas supply contract, is the value that can be achieved at current market prices. Thanks to its flexibility, the future value of the asset that can be generated from changes in spot and forward market prices is considerably higher. This extrinsic value is determined using stochastic optimisation. This can be done for individual assets as well as for entire procurement portfolios.<\/span><\/span><\/p><p>In addition to the intrinsic and extrinsic valuation of assets or asset portfolios, stochastic optimisation is used to make more efficient decisions in the day-to-day management of gas storage, gas contracts or procurement portfolios. This covers both day-ahead asset management and trading on spot and forward markets.<\/p><p>In practice, the stochastic optimisation of natural gas portfolios has been shown to deliver higher profits or lower procurement costs.<\/p><div class=\"flex flex-col text-sm pb-25\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:eab5343a-8d68-4d81-9251-d2f596b61b42-17\" data-testid=\"conversation-turn-36\" data-scroll-anchor=\"true\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"651cdedd-37d8-4275-b18a-b48234b199b5\" data-message-model-slug=\"gpt-5-mini\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\"><p data-start=\"0\" data-end=\"128\" data-is-last-node=\"\" data-is-only-node=\"\">The following steps are carried out for the stochastic valuation and optimisation of gas industry assets:<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/article><\/div><ul><li>Estimation of the volatility, mean-reversion and correlation parameters of all market prices (day-ahead and forward)<\/li><li>Scenario generation for day-ahead market prices<\/li><li>Scenario generation for forward market prices (taking into account correlations between forward market products and with the day-ahead markets)<\/li><li>Scenario generation for load profiles<\/li><li>Joint stochastic optimisation of gas industry portfolios<\/li><li>Determination of profit distributions or procurement cost distributions<\/li><li>Determination of shadow prices (value of gas in future management periods)<\/li><li>Derivation of trading and management decisions<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7c792f9d elementor-section-stretched 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ist Decision Trees wieder auf der E-World energy &amp; water in Essen dabei. Ab dem 16. Februar 2027 freuen wir uns, Sie an unserem Stand 3F134 begr\u00fc\u00dfen zu d\u00fcrfen. Ob Batteriespeicher, erneuerbare Energien, Gasspeicher oder flexible Liefervertr\u00e4ge: Wir zeigen Ihnen, wie stochastische Optimierung hilft, den Wert [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1272","page","type-page","status-publish","hentry","wpbf-post"],"_links":{"self":[{"href":"https:\/\/dtrees.com\/en\/wp-json\/wp\/v2\/pages\/1272","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dtrees.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dtrees.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dtrees.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dtrees.com\/en\/wp-json\/wp\/v2\/comments?post=1272"}],"version-history":[{"count":40,"href":"https:\/\/dtrees.com\/en\/wp-json\/wp\/v2\/pages\/1272\/revisions"}],"predecessor-version":[{"id":1846,"href":"https:\/\/dtrees.com\/en\/wp-json\/wp\/v2\/pages\/1272\/revisions\/1846"}],"wp:attachment":[{"href":"https:\/\/dtrees.com\/en\/wp-json\/wp\/v2\/media?parent=1272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}