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)}.mobiles_align_justify{justify-content:space-between}.w-hwrapper>.mobiles_align_justify,.mobiles_align_justify>.w-btn{width:100%}.w-hwrapper.stack_on_mobiles{display:block}.w-hwrapper.stack_on_mobiles>:not(script){display:block;margin:0 0 var(--hwrapper-gap,1.2rem)}.w-hwrapper.stack_on_mobiles>:last-child{margin-bottom:0}.g-cols.via_grid[style*="--mobiles-gap"]{grid-gap:var(--mobiles-gap,1.5rem)}}@media (max-width:1380px){.g-cols.laptops-cols_1{grid-template-columns:100%}.g-cols.laptops-cols_1.reversed>div:last-of-type{order:-1}.g-cols.laptops-cols_2{grid-template-columns:repeat(2,1fr)}.g-cols.laptops-cols_3{grid-template-columns:repeat(3,1fr)}.g-cols.laptops-cols_4{grid-template-columns:repeat(4,1fr)}.g-cols.laptops-cols_5{grid-template-columns:repeat(5,1fr)}.g-cols.laptops-cols_6{grid-template-columns:repeat(6,1fr)}.g-cols.laptops-cols_1-2{grid-template-columns:1fr 2fr}.g-cols.laptops-cols_2-1{grid-template-columns:2fr 1fr}.g-cols.laptops-cols_2-3{grid-template-columns:2fr 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(max-width:1024px){.g-cols.tablets-cols_1{grid-template-columns:100%}.g-cols.tablets-cols_1.reversed>div:last-of-type{order:-1}.g-cols.tablets-cols_2{grid-template-columns:repeat(2,1fr)}.g-cols.tablets-cols_3{grid-template-columns:repeat(3,1fr)}.g-cols.tablets-cols_4{grid-template-columns:repeat(4,1fr)}.g-cols.tablets-cols_5{grid-template-columns:repeat(5,1fr)}.g-cols.tablets-cols_6{grid-template-columns:repeat(6,1fr)}.g-cols.tablets-cols_1-2{grid-template-columns:1fr 2fr}.g-cols.tablets-cols_2-1{grid-template-columns:2fr 1fr}.g-cols.tablets-cols_2-3{grid-template-columns:2fr 3fr}.g-cols.tablets-cols_3-2{grid-template-columns:3fr 2fr}.g-cols.tablets-cols_1-3{grid-template-columns:1fr 3fr}.g-cols.tablets-cols_3-1{grid-template-columns:3fr 1fr}.g-cols.tablets-cols_1-4{grid-template-columns:1fr 4fr}.g-cols.tablets-cols_4-1{grid-template-columns:4fr 1fr}.g-cols.tablets-cols_1-5{grid-template-columns:1fr 5fr}.g-cols.tablets-cols_5-1{grid-template-columns:5fr 1fr}.g-cols.tablets-cols_1-2-1{grid-template-columns:1fr 2fr 1fr}.g-cols.tablets-cols_1-3-1{grid-template-columns:1fr 3fr 1fr}.g-cols.tablets-cols_1-4-1{grid-template-columns:1fr 4fr 1fr}}@media (max-width:600px){.g-cols.mobiles-cols_1{grid-template-columns:100%}.g-cols.mobiles-cols_1.reversed>div:last-of-type{order:-1}.g-cols.mobiles-cols_2{grid-template-columns:repeat(2,1fr)}.g-cols.mobiles-cols_3{grid-template-columns:repeat(3,1fr)}.g-cols.mobiles-cols_4{grid-template-columns:repeat(4,1fr)}.g-cols.mobiles-cols_5{grid-template-columns:repeat(5,1fr)}.g-cols.mobiles-cols_6{grid-template-columns:repeat(6,1fr)}.g-cols.mobiles-cols_1-2{grid-template-columns:1fr 2fr}.g-cols.mobiles-cols_2-1{grid-template-columns:2fr 1fr}.g-cols.mobiles-cols_2-3{grid-template-columns:2fr 3fr}.g-cols.mobiles-cols_3-2{grid-template-columns:3fr 2fr}.g-cols.mobiles-cols_1-3{grid-template-columns:1fr 3fr}.g-cols.mobiles-cols_3-1{grid-template-columns:3fr 1fr}.g-cols.mobiles-cols_1-4{grid-template-columns:1fr 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.l-section.type_sticky:first-of-type>.l-section-h{padding-bottom:var(--header-sticky-height)!important}}@media screen and (min-width:1530px){.g-cols.via_flex.type_default>.wpb_column.stretched:first-of-type{margin-left:min( calc( var(--site-content-width) / 2 + 0px / 2 + 1.5rem - 50vw),-1rem )}.g-cols.via_flex.type_default>.wpb_column.stretched:last-of-type{margin-right:min( calc( var(--site-content-width) / 2 + 0px / 2 + 1.5rem - 50vw),-1rem )}.l-main .alignfull, .w-separator.width_screen,.g-cols.via_grid>.wpb_column.stretched:first-of-type,.g-cols.via_flex.type_boxes>.wpb_column.stretched:first-of-type{margin-left:min( calc( var(--site-content-width) / 2 + 0px / 2 - 50vw ),-2.5rem )}.l-main .alignfull, .w-separator.width_screen,.g-cols.via_grid>.wpb_column.stretched:last-of-type,.g-cols.via_flex.type_boxes>.wpb_column.stretched:last-of-type{margin-right:min( calc( var(--site-content-width) / 2 + 0px / 2 - 50vw ),-2.5rem )}}@media 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class="wpb_column vc_column_container"><div class="vc_column-inner"><div class="wpb_text_column"><div class="wpb_wrapper"><h1><strong>What do we mean by…?</strong></h1> </div></div><div class="wpb_text_column"><div class="wpb_wrapper"><p>Machine Learning, AI, Portfolio Management?<br /> Find here information to the terms and topics which we’re talking about a lot.</p> </div></div></div></div><div class="wpb_column vc_column_container"><div class="vc_column-inner"><div class="w-image align_none"><div class="w-image-h"><img decoding="async" width="150" height="150" src="https://www.ampero.ai/app/uploads/2024/02/Icon_lightbulb_white.svg" class="attachment-thumbnail size-thumbnail" alt="" loading="lazy" /></div></div></div></div></div></div></section><section class="l-section wpb_row height_medium color_alternate"><div class="l-section-h i-cf"><div class="g-cols vc_row via_grid cols_1-2 laptops-cols_inherit tablets-cols_inherit mobiles-cols_1 valign_top type_default stacking_default"><div class="wpb_column vc_column_container type_sticky"><div class="vc_column-inner"><div class="wpb_text_column"><div class="wpb_wrapper"><h1><span style="color: #1455fb;"><strong>Content</strong></span></h1> </div></div><div class="w-separator size_medium"></div><div class="wpb_text_column"><div class="wpb_wrapper"><p><strong><span style="color: #1455fb;"><a href="#portfolio-management">Portfolio Management</a></span></strong></p> <p><strong><a href="#portfolio-benchmarking">Portfolio Benchmarking</a></strong></p> <p><strong><a href="#technical-controlling">Technical Controlling</a></strong></p> <p><span style="color: #000000; text-align: right; font-size: 10pt;">(Fantastic that you’ve been there from the start!<br />More content will follow weekly.)</span></p> </div></div><div class="w-separator size_small"></div></div></div><div class="wpb_column vc_column_container us_custom_48472b1b has_text_color"><div class="vc_column-inner"><div class="w-tabs us_custom_40335868 has_text_color style_default switch_click accordion has_scrolling remove_indents" style="--sections-title-size:1.8rem"><div class="w-tabs-sections titles-align_none icon_plus cpos_right"><div class="w-tabs-section" id="portfolio-management"><button class="w-tabs-section-header" aria-controls="content-portfolio-management" aria-expanded="false"><p class="w-tabs-section-title">Portfolio Management</p><div class="w-tabs-section-control"></div></button><div class="w-tabs-section-content us_custom_e5aea6d2" id="content-portfolio-management"><div class="w-tabs-section-content-h i-cf"><div class="wpb_text_column us_custom_374b2a99 has_text_color"><div class="wpb_wrapper"><p><span style="color: #000000;">For investors and owners of renewable energy investments, portfolio management involves the strategic selection and monitoring of a diversified range of investments across various technology classes and regions. </span></p> <p><span style="color: #000000;"><strong>The aim is to balance risk and return for the entire portfolio by analysing performance, assessing project profitability, considering market trends and optimising the asset mix for sustainable growth and resilience.</strong></span></p> <p><strong><span style="color: #1455fb;">Distinction from operational asset management</span></strong></p> <p><span style="color: #000000;">While portfolio management focuses on the strategic monitoring of investments, operational asset management is concerned with the day-to-day management and maintenance of individual renewable energy assets. This distinction is crucial for understanding the different roles that each type of management plays in the overall success of an investment.</span></p> <p><span style="color: #000000;"><strong>Operational asset management:</strong></span></p> <ul> <li><span style="color: #000000;">Includes the routine operation, maintenance and performance optimisation of renewable energy assets such as solar farms and wind turbines.</span></li> <li><span style="color: #000000;">Ensures that the plants operate efficiently and safely and comply with legal requirements.</span></li> <li><span style="color: #000000;">Takes care of immediate technical issues, performs regular inspections and manages repairs and upgrades.</span></li> </ul> <p><span style="color: #000000;"><strong>Portfolio management:</strong></span></p> <ul> <li><span style="color: #000000;">Takes a broader view of the portfolio and focuses on the overall strategy for resource allocation across multiple investments.</span></li> <li><span style="color: #000000;">Balances the risk-return profile of different investments to achieve long-term financial goals.</span></li> <li><span style="color: #000000;">Includes high-level decisions on where to invest, how much to invest and when to make portfolio adjustments.</span></li> </ul> <p><strong>Key components of portfolio management</strong></p> <p><span style="color: #000000;">Key components include portfolio benchmarking, financial and technical controlling, and impact analysis.</span></p> <p><span style="color: #000000;">This holistic approach aims to make informed investment decisions <span>on where and how much to invest and when to adjust the portfolio, ensuring both financial targets are met and contributing to the global transition to sustainable energy sources.</span></span></p> </div></div></div></div></div><div class="w-tabs-section" id="portfolio-benchmarking"><button class="w-tabs-section-header" aria-controls="content-portfolio-benchmarking" aria-expanded="false"><p class="w-tabs-section-title">Portfolio Benchmarking</p><div class="w-tabs-section-control"></div></button><div class="w-tabs-section-content us_custom_e5aea6d2" id="content-portfolio-benchmarking"><div class="w-tabs-section-content-h i-cf"><div class="wpb_text_column us_custom_374b2a99 has_text_color"><div class="wpb_wrapper"><div><span lang="EN-US" style="color: #000000;">At Ampero we see two important streams of portfolio benchmarking: One is in evaluating the performance of a portfolio by comparing each individual investment against the portfolio’s assets using peer group comparison. The other is to allow benchmarking of the complete portfolio or individual assets against defined market standards.<br /></span></div> <div> </div> <div> <p style="font-weight: 400;"><span style="color: #000000;">In the field of renewable energy investments, portfolio benchmarking gains significance as it enables investors to systematically assess and optimise the performance of their assets. In this context we see high importance to benchmark against a holistic set of KPIs be it related to production output, resource input or financial results.</span></p> <p> </p> </div> <p><strong><span style="color: #1455fb;">Portfolio benchmarking is important in various scenarios</span></strong></p> <ul> <li><span style="color: #000000;"><strong>Performance Review:</strong> It helps in checking the actual performance of assets against predefined goals or other assets within their peer groups.</span></li> <li><span style="color: #000000;"><strong>Risk Management:</strong> By comparing peer groups, potential risks can be identified early, allowing for appropriate measures to be taken.</span></li> <li><span style="color: #000000;"><strong>Optimisation:</strong> It facilitates the identification of improvement potentials within the portfolio and supports the optimisation of the investment strategy.</span></li> <li><span style="color: #000000;"><strong>Transparency and Trust:</strong> Regular benchmarking creates transparency and strengthens investors’ trust in portfolio management.</span></li> </ul> <p><strong>Benefits for investors</strong></p> <ul> <li><span style="color: #000000;"><strong>Informed decision-making:</strong> Comparing with benchmarks provides valuable insights for making informed decisions.</span></li> <li><span style="color: #000000;"><strong>Call to action:</strong> Benchmarking various different financial or production related KPIs enables deep insights and a precise all to action.</span></li> <li><span style="color: #000000;"><strong>Competitive advantage:</strong> Investors can detect trends and developments early and react accordingly through benchmarking.</span></li> <li><span style="color: #000000;"><strong>Efficiency improvement:</strong> Identifying and addressing weaknesses leads to more efficient use of resources and better overall portfolio performance.</span></li> <li><span style="color: #000000;"><strong>Long-term planning:</strong> Benchmarking provides data that can be used for strategic planning and the long-term alignment of the portfolio</span></li> <li><span style="color: #000000;"><strong>Back-testing:</strong> Comparison within peer groups allows to check and verify original assumptions for individual business plans and allows early adjustments when required.<span></span></span></li> </ul> <p><strong>Key aspects of portfolio benchmarking</strong></p> <ol> <li><strong><span style="color: #000000;">Asset comparison on technical and financial KPIs</span></strong><br /><span style="font-weight: 400; color: #000000;"><span style="font-weight: 400;">In the renewable energy sector, comparing assets based on financial and technical key performance indicators (KPIs) is essential.<br /></span></span> <div><span style="color: #000000;"><span lang="EN-US">Financial KPIs e.g. include </span>earnings, revenue, cost and cash related KPIs, while technical KPIs include e.g. energy production and availability.</span></p> </div> </li> <li> <div><strong><span style="color: #000000;">Coherent visualisation of asset performance</span></strong></div> <p><span style="color: #000000;">A coherent visualisation of asset performance is crucial to make complex data understandable. This can be achieved through dashboards, graphs, and heatmaps, which provide a quick overview of performance and make trends and deviations easily recognisable.</span></p> </li> <li><strong><span style="color: #000000;">Linkage and root cause</span></strong><br /><span style="color: #000000;">Another important aspect of portfolio benchmarking is linking data and identifying the root causes of deviations. By analysing the causes, measures can be developed to improve performance. For example, lower energy production might be due to technical issues or unfavourable weather conditions, whereas as revenue deviation might result out of a volume deviation (lower production) or price deviation (unexpected market conditions). Identifying such causes allows for targeted corrective actions and minimises future risks.</span></li> </ol> <p style="font-weight: 400;">Portfolio benchmarking is an indispensable tool in portfolio management for renewable energy investments. It enables a comprehensive evaluation of asset performance, supports the optimisation of investment strategies, and contributes to the long-term value enhancement of the portfolio. By comparing financial and technical KPIs, coherently visualising performance, and identifying the root causes of deviations, investors can make informed decisions and manage their investments more efficiently.</p> </div></div></div></div></div><div class="w-tabs-section" id="technical-controlling"><button class="w-tabs-section-header" aria-controls="content-technical-controlling" aria-expanded="false"><p class="w-tabs-section-title">Technical Controlling</p><div class="w-tabs-section-control"></div></button><div class="w-tabs-section-content us_custom_e5aea6d2" id="content-technical-controlling"><div class="w-tabs-section-content-h i-cf"><div class="wpb_text_column us_custom_374b2a99 has_text_color"><div class="wpb_wrapper"><p><span style="color: #000000;">In the field of renewable energy, technical controlling plays a central role in ensuring the efficiency and reliability of renewable energy assets. </span></p> <p><span style="color: #000000;">Technical controlling encompasses various processes and techniques that enable operators not only to monitor their plants, but also to optimise them in a targeted manner. Here are the key aspects of technical controlling:</span></p> <p> </p> <p><span style="color: #000000;"><span aria-label="" class="c-mrkdwn__br" data-stringify-type="paragraph-break"></span><span style="color: #1455fb;"><b data-stringify-type="bold">Understand production potential achievement</b></span></span><br /><span style="color: #000000;">A key component of technical controlling is <b data-stringify-type="bold">determining and monitoring the production potential</b> of the systems. This involves continuously recording and analysing data from various energy sources such as wind farms and solar plants. This is made possible by <b data-stringify-type="bold">power curve charts</b>. These charts show the relationship between e.g. wind speed / solar irradiance and the energy generated, allowing operators to assess the actual output of their wind turbines compared to the theoretical maximum output. By analysing these curves, operators can see how efficiently their turbines are working and where there is potential for optimisation.</span></p> <p><span style="color: #000000;"><span aria-label="" class="c-mrkdwn__br" data-stringify-type="paragraph-break"></span><span style="color: #1455fb;"><b data-stringify-type="bold">Identify losses and root causes</b></span></span><br /><span style="color: #000000;">Another critical aspect is the <b data-stringify-type="bold">identification of losses and their causes</b>. By systematically analysing error logs, operators can recognise patterns and recurring problems. This enables targeted diagnosis of technical faults, inefficient operating conditions or external influences. Detailed analyses and reports help to quickly identify the roots of problems and take appropriate action.</span></p> <p><span style="color: #000000;"><span aria-label="" class="c-mrkdwn__br" data-stringify-type="paragraph-break"></span><span style="color: #1455fb;"><b data-stringify-type="bold">Being lead to focus and action</b></span></span><br /><span style="color: #000000;"><b data-stringify-type="bold">10/15-minute data</b> provides precise and timely recording of performance parameters. Continuous monitoring at short intervals allows deviations and anomalies to be recognised immediately. This enables a rapid response and the implementation of improvement measures, thereby increasing efficiency and minimising downtime.</span></p> <p><span style="color: #000000;"><span aria-label="" class="c-mrkdwn__br" data-stringify-type="paragraph-break"></span><span style="color: #1455fb;"><b data-stringify-type="bold">Be prepared for alignment with service providers</b></span></span><br /><span style="color: #000000;">Another important aspect of technical controlling is the <b data-stringify-type="bold">preparation and coordination of collaboration with service providers</b>. By documenting and analysing plant performance in detail, operators can communicate precise requirements and expectations to their service providers. This leads to better coordination and cooperation, which in turn increases the quality and efficiency of maintenance and repair work.</span></p> <p> </p> <p><span style="color: #000000;"><span aria-label="" class="c-mrkdwn__br" data-stringify-type="paragraph-break"></span><span aria-label="" class="c-mrkdwn__br" data-stringify-type="paragraph-break"></span>Technical controlling in the renewable energy sector offers comprehensive tools and methods to optimise the efficiency and reliability of energy plants. It helps operators to understand the production potential of their plants, identify losses and their causes, focus on key areas of action and improve cooperation with service providers. Effective technical controlling can significantly increase the efficiency and reliability of energy generation, which ultimately leads to a more sustainable and cost-efficient energy supply.</span></p> </div></div></div></div></div></div></div></div></div></div></div></section> </main> </div> <footer id="page-footer" class="l-footer" itemscope itemtype="https://schema.org/WPFooter"><section class="l-section wpb_row height_medium color_footer-bottom"><div class="l-section-h i-cf"><div class="g-cols vc_row via_grid cols_custom laptops-cols_inherit tablets-cols_inherit mobiles-cols_1 valign_top type_default stacking_default" style="--custom-columns:2.4fr 1.2fr 1.2fr 1.2fr "><div class="wpb_column vc_column_container"><div class="vc_column-inner"><div class="wpb_text_column"><div class="wpb_wrapper"><p>© 2024 AMPERO</p> </div></div></div></div><div class="wpb_column vc_column_container"><div class="vc_column-inner"><div class="wpb_text_column"><div 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