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<!DOCTYPE html>
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<section class="u-align-center u-clearfix u-image u-shading u-section-1" data-image-width="800" data-image-height="450" id="sec-faa8">
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<div class="u-container-style u-expanded-width-xs u-group u-group-1">
<div class="u-container-layout u-container-layout-1">
<h1 class="u-align-center u-custom-font u-font-montserrat u-text u-text-1">Giusepp<span style="font-size: 3.75rem;"></span>e Pinto
</h1>
<p class="u-align-center u-custom-font u-font-montserrat u-text u-text-2">Scaling Energy Management with Artificial Intelligence</p>
<div class="u-container-style u-group u-group-2">
<div class="u-container-layout">
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<a class="u-social-url" target="_blank" title="Linkedin" href="https://www.linkedin.com/in/g-pinto/"><span class="u-icon u-social-icon u-social-linkedin u-text-palette-1-base u-icon-1"><svg class="u-svg-link" preserveAspectRatio="xMidYMin slice" viewBox="0 0 112 112" style=""><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-f1e9"></use></svg><svg class="u-svg-content" viewBox="0 0 112 112" x="0" y="0" id="svg-f1e9"><circle fill="currentColor" cx="56.1" cy="56.1" r="55"></circle><path fill="#FFFFFF" d="M41.3,83.7H27.9V43.4h13.4V83.7z M34.6,37.9L34.6,37.9c-4.6,0-7.5-3.1-7.5-7c0-4,3-7,7.6-7s7.4,3,7.5,7
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</a>
<a class="u-social-url" target="_blank" title="Email" href="mailto:[email protected]"><span class="u-icon u-social-email u-social-icon u-text-palette-1-base u-icon-2"><svg class="u-svg-link" preserveAspectRatio="xMidYMin slice" viewBox="0 0 112 112" style=""><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-dd33"></use></svg><svg class="u-svg-content" viewBox="0 0 112 112" x="0" y="0" id="svg-dd33"><circle fill="currentColor" cx="56.1" cy="56.1" r="55"></circle><path id="path3864" fill="#FFFFFF" d="M27.2,28h57.6c4,0,7.2,3.2,7.2,7.2l0,0v42.7c0,3.9-3.2,7.2-7.2,7.2l0,0H27.2
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"></path></svg></span>
</a>
<a class="u-social-url" target="_blank" title="Github" href="https://github.com/GiuseppePinto94"><span class="u-icon u-social-github u-social-icon u-text-palette-1-base u-icon-3"><svg class="u-svg-link" preserveAspectRatio="xMidYMin slice" viewBox="0 0 112 112" style=""><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-6322"></use></svg><svg class="u-svg-content" viewBox="0 0 112 112" x="0" y="0" id="svg-6322"><circle fill="currentColor" cx="56.1" cy="56.1" r="55"></circle><path fill="#FFFFFF" d="M88,51.3c0-5.5-1.9-10.2-5.3-13.7c0.6-1.3,2.3-6.5-0.5-13.5c0,0-4.2-1.4-14,5.3c-4.1-1.1-8.4-1.7-12.7-1.8
c-4.3,0-8.7,0.6-12.7,1.8c-9.7-6.6-14-5.3-14-5.3c-2.8,7-1,12.2-0.5,13.5C25,41.2,23,45.7,23,51.3c0,19.6,11.9,23.9,23.3,25.2
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c0,4.3,0.1,8.3,0.1,9.5h25.2c0-1.7,0.1-7.2,0.1-14c0-4.7-1.7-7.9-3.4-9.4C76,75.2,88,70.9,88,51.3z"></path></svg></span>
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</div>
</section>
<section class="u-align-left u-black u-clearfix u-section-2" id="carousel_f8c9">
<div class="u-clearfix u-sheet u-sheet-1">
<h2 class="u-align-center u-custom-font u-font-montserrat u-text u-text-1">Resume</h2>
<div class="u-clearfix u-expanded-width u-layout-wrap u-layout-wrap-1">
<div class="u-layout" style="">
<div class="u-layout-row" style="">
<div class="u-container-style u-layout-cell u-size-30 u-layout-cell-1">
<div class="u-container-layout u-container-layout-1">
<div class="u-absolute-hcenter u-border-3 u-border-white u-line u-line-vertical u-line-1"></div>
<div class="u-border-3 u-border-white u-hidden-xs u-line u-line-horizontal u-line-2"></div>
<img class="u-image u-image-default u-image-1" src="images/Berkeley_Lab_Logo_Large.jpg" alt="" data-image-width="908" data-image-height="689">
<div class="u-hidden-xs u-palette-2-base u-shape u-shape-circle u-shape-1"></div>
<img class="u-image u-image-default u-image-2" src="images/poli_white2.png" alt="" data-image-width="1600" data-image-height="705">
<div class="u-align-left-xs u-border-3 u-border-white u-hidden-xs u-line u-line-horizontal u-line-3"></div>
<div class="u-align-left-xs u-hidden-xs u-palette-2-base u-shape u-shape-circle u-shape-2"></div>
<div class="u-hidden-xs u-palette-2-base u-shape u-shape-circle u-shape-3"></div>
<p class="u-align-center u-text u-text-2"> Visiting Ph.D. Student<br>2022
</p>
<img class="u-image u-image-default u-image-3" src="images/aalto_logo_white.png" alt="" data-image-width="700" data-image-height="700">
<div class="u-align-left-xs u-border-3 u-border-grey-dark-1 u-hidden-xs u-line u-line-horizontal u-line-4"></div>
<div class="u-border-3 u-border-white u-hidden-xs u-line u-line-horizontal u-line-5"></div>
<div class="u-hidden-xs u-palette-2-base u-shape u-shape-circle u-shape-4"></div>
<p class="u-align-center u-text u-text-3"> Ph.D. in Energetics<br>2019-2022
</p>
<div class="u-align-left-xs u-border-3 u-border-white u-hidden-xs u-line u-line-horizontal u-line-6"></div>
<div class="u-hidden-xs u-palette-2-base u-shape u-shape-circle u-shape-5"></div>
<img class="u-image u-image-default u-image-4" src="images/poli_white2.png" alt="" data-image-width="1600" data-image-height="705">
<p class="u-align-center u-text u-text-4"> Master thesis<br>2018-2019
</p>
<img class="u-image u-image-default u-preserve-proportions u-image-5" src="images/Politecnico_di_Bari-logo-7A318ED52A-seeklogo.com.png" alt="" data-image-width="300" data-image-height="300">
<div class="u-border-3 u-border-white u-hidden-xs u-line u-line-horizontal u-line-7"></div>
<div class="u-hidden-xs u-palette-2-base u-shape u-shape-circle u-shape-6"></div>
<p class="u-align-center u-text u-text-5"> M.Sc in Energy and Nuclear Engineering<br>2016-2019
</p>
<p class="u-align-center u-text u-text-6"> B.Sc in Mechanical Engineering<br>2013-2016
</p>
</div>
</div>
<div class="u-align-justify u-container-style u-layout-cell u-size-30 u-layout-cell-2">
<div class="u-container-layout u-container-layout-2">
<img class="u-image u-image-round u-preserve-proportions u-radius-26 u-image-6" src="images/pinto_giuseppe_medium.jpg" alt="" data-image-width="195" data-image-height="245">
<p class="u-custom-font u-font-montserrat u-text u-text-7">PhD fellow in Energetics at <a href="http://www.baeda.polito.it/" class="u-active-none u-border-none u-btn u-button-link u-button-style u-hover-none u-none u-text-palette-1-base u-btn-1" target="_blank">Baeda Lab</a> in <a href="https://www.polito.it/" class="u-active-none u-border-none u-btn u-button-link u-button-style u-hover-none u-none u-text-palette-1-base u-btn-2" target="_blank">Politecnico di Torino</a>. My current work is at the intersection of machine learning and energy management, with the aim to facilitate digitization and decentralization of AI controllers for smart buildings. <br>
</p>
<div class="u-accordion u-expanded-width u-spacing-2 u-accordion-1">
<div class="u-accordion-item u-accordion-item-1">
<a class="active u-accordion-link u-active-grey-15 u-button-style u-custom-font u-font-montserrat u-white u-accordion-link-1" id="link-accordion-7c0e" aria-controls="accordion-7c0e" aria-selected="true">
<span class="u-accordion-link-text">Energy Data Analytics</span><span class="u-accordion-link-icon u-icon u-icon-circle u-icon-1"><svg class="u-svg-link" preserveAspectRatio="xMidYMin slice" viewBox="0 0 426.66667 426.66667" style=""><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-347e"></use></svg><svg class="u-svg-content" viewBox="0 0 426.66667 426.66667" id="svg-347e"><path d="m405.332031 192h-170.664062v-170.667969c0-11.773437-9.558594-21.332031-21.335938-21.332031-11.773437 0-21.332031 9.558594-21.332031 21.332031v170.667969h-170.667969c-11.773437 0-21.332031 9.558594-21.332031 21.332031 0 11.777344 9.558594 21.335938 21.332031 21.335938h170.667969v170.664062c0 11.777344 9.558594 21.335938 21.332031 21.335938 11.777344 0 21.335938-9.558594 21.335938-21.335938v-170.664062h170.664062c11.777344 0 21.335938-9.558594 21.335938-21.335938 0-11.773437-9.558594-21.332031-21.335938-21.332031zm0 0"></path></svg></span>
</a>
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<div class="u-container-layout u-valign-top u-container-layout-3">
<blockquote class="u-align-justify u-text u-text-8">"The most reliable way to forecast the future is to try to understand the present" - John Naisbitt</blockquote>
<ul class="u-align-left u-custom-list u-text u-text-9">
<li>
<div class="u-list-icon">
<div xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" xml:space="preserve" class="u-svg-content">–</div>
</div>Building load forecasting
</li>
<li>
<div class="u-list-icon">
<div xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" xml:space="preserve" class="u-svg-content">–</div>
</div>Building dynamics forecasting
</li>
<li>
<div class="u-list-icon">
<div xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" xml:space="preserve" class="u-svg-content">–</div>
</div>Renewable production forecasting
</li>
</ul>
</div>
</div>
</div>
<div class="u-accordion-item u-accordion-item-2">
<a class="u-accordion-link u-active-grey-15 u-button-style u-custom-font u-font-montserrat u-white u-accordion-link-2" id="link-accordion-05cb" aria-controls="accordion-05cb" aria-selected="false">
<span class="u-accordion-link-text">Building Energy Management</span><span class="u-accordion-link-icon u-icon u-icon-circle u-icon-2"><svg class="u-svg-link" preserveAspectRatio="xMidYMin slice" viewBox="0 0 426.66667 426.66667" style=""><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-ae03"></use></svg><svg class="u-svg-content" viewBox="0 0 426.66667 426.66667" id="svg-ae03"><path d="m405.332031 192h-170.664062v-170.667969c0-11.773437-9.558594-21.332031-21.335938-21.332031-11.773437 0-21.332031 9.558594-21.332031 21.332031v170.667969h-170.667969c-11.773437 0-21.332031 9.558594-21.332031 21.332031 0 11.777344 9.558594 21.335938 21.332031 21.335938h170.667969v170.664062c0 11.777344 9.558594 21.335938 21.332031 21.335938 11.777344 0 21.335938-9.558594 21.335938-21.335938v-170.664062h170.664062c11.777344 0 21.335938-9.558594 21.335938-21.335938 0-11.773437-9.558594-21.332031-21.335938-21.332031zm0 0"></path></svg></span>
</a>
<div class="u-accordion-pane u-container-style u-white u-accordion-pane-2" id="accordion-05cb" aria-labelledby="link-accordion-05cb">
<div class="u-container-layout u-valign-top u-container-layout-4">
<blockquote class="u-align-justify u-text u-text-10">"The measure of intelligence is the ability to change" - Albert Einstein</blockquote>
<ul class="u-custom-list u-text u-text-11">
<li>
<div class="u-list-icon">
<div xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" xml:space="preserve" class="u-svg-content">–</div>
</div>Storage & HVAC energy management
</li>
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<span class="u-accordion-link-text">Data Storytelling</span><span class="u-accordion-link-icon u-icon u-icon-circle u-icon-4"><svg class="u-svg-link" preserveAspectRatio="xMidYMin slice" viewBox="0 0 426.66667 426.66667" style=""><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-f384"></use></svg><svg class="u-svg-content" viewBox="0 0 426.66667 426.66667" id="svg-f384"><path d="m405.332031 192h-170.664062v-170.667969c0-11.773437-9.558594-21.332031-21.335938-21.332031-11.773437 0-21.332031 9.558594-21.332031 21.332031v170.667969h-170.667969c-11.773437 0-21.332031 9.558594-21.332031 21.332031 0 11.777344 9.558594 21.335938 21.332031 21.335938h170.667969v170.664062c0 11.777344 9.558594 21.335938 21.332031 21.335938 11.777344 0 21.335938-9.558594 21.335938-21.335938v-170.664062h170.664062c11.777344 0 21.335938-9.558594 21.335938-21.335938 0-11.773437-9.558594-21.332031-21.335938-21.332031zm0 0"></path></svg></span>
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<blockquote class="u-text u-text-14"> "Storytelling is the most powerful way to put ideas into the world today." <br>-Robert McKee
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<span class="u-text-black">Coordinated energy </span>
<span class="u-text-black">management OF BUILDINGS WITH ARTIFICIAL INTELLIGENCE</span>
</h3>
<p class="u-align-justify u-custom-font u-font-montserrat u-text u-text-2"> When building energy management is performed at scale, uncoordinated strategies may have negative effects on the grid reliability. To overcome these limitations, the paper exploits AI to take advantage of the mutual collaboration between single buildings, pursuing a coordinated approach.</p>
<a href="https://www.sciencedirect.com/science/article/abs/pii/S0360544221009737?via%3Dihub" class="u-black u-border-none u-btn u-btn-round u-button-style u-hover-grey-75 u-radius-2 u-btn-1" target="_blank">READ MORE <span class="u-icon"><svg class="u-svg-content" viewBox="0 0 512 512" x="0px" y="0px" style="width: 1em; height: 1em;"><path d="M506.134,241.843c-0.006-0.006-0.011-0.013-0.018-0.019l-104.504-104c-7.829-7.791-20.492-7.762-28.285,0.068 c-7.792,7.829-7.762,20.492,0.067,28.284L443.558,236H20c-11.046,0-20,8.954-20,20c0,11.046,8.954,20,20,20h423.557 l-70.162,69.824c-7.829,7.792-7.859,20.455-0.067,28.284c7.793,7.831,20.457,7.858,28.285,0.068l104.504-104 c0.006-.006,0.011-.013,0.018-.019C513.968,262.339,513.943,249.635,506.134,241.843z"></path></svg><img></span>
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<font color="#000000">Scaling Building Energy management with surrogate models </font>
</h3>
<p class="u-align-justify u-custom-font u-font-montserrat u-text u-text-4">Scaling energy management while not losing bottom-level information is crucial in smart grids. The proposed methodology makes use of a fully data-driven control scheme which exploits LSTM to simulate indoor building dynamics and DRL to optimize energy consumption of multiple buildings. <br>
</p>
<a href="https://www.sciencedirect.com/science/article/abs/pii/S0306261921010096" class="u-black u-border-none u-btn u-btn-round u-button-style u-hover-grey-75 u-radius-2 u-btn-2" target="_blank">READ MORE <span class="u-icon"><svg class="u-svg-content" viewBox="0 0 512 512" x="0px" y="0px" style="width: 1em; height: 1em;"><path d="M506.134,241.843c-0.006-0.006-0.011-0.013-0.018-0.019l-104.504-104c-7.829-7.791-20.492-7.762-28.285,0.068 c-7.792,7.829-7.762,20.492,0.067,28.284L443.558,236H20c-11.046,0-20,8.954-20,20c0,11.046,8.954,20,20,20h423.557 l-70.162,69.824c-7.829,7.792-7.859,20.455-0.067,28.284c7.793,7.831,20.457,7.858,28.285,0.068l104.504-104 c0.006-.006,0.011-.013,0.018-.019C513.968,262.339,513.943,249.635,506.134,241.843z"></path></svg><img></span>
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<h3 class="u-align-center u-custom-font u-font-montserrat u-text u-text-5">TRANSFER LEARNING IN SMART BUILDINGS </h3>
<p class="u-align-justify u-custom-font u-font-montserrat u-text u-text-6">Transfer learning may help to unleash untapped potential of advanced analytics and control strategies in smart buildings. The present work provides a comprehensive overview of transfer learning applications in smart buildings, discussing research gaps and future directions.<br>
</p>
<a href="https://www.sciencedirect.com/science/article/pii/S2666792422000026" class="u-black u-border-none u-btn u-btn-round u-button-style u-hover-grey-75 u-radius-2 u-btn-3" target="_blank">READ MORE <span class="u-icon"><svg class="u-svg-content" viewBox="0 0 512 512" x="0px" y="0px" style="width: 1em; height: 1em;"><path d="M506.134,241.843c-0.006-0.006-0.011-0.013-0.018-0.019l-104.504-104c-7.829-7.791-20.492-7.762-28.285,0.068 c-7.792,7.829-7.762,20.492,0.067,28.284L443.558,236H20c-11.046,0-20,8.954-20,20c0,11.046,8.954,20,20,20h423.557 l-70.162,69.824c-7.829,7.792-7.859,20.455-0.067,28.284c7.793,7.831,20.457,7.858,28.285,0.068l104.504-104 c0.006-.006,0.011-.013,0.018-.019C513.968,262.339,513.943,249.635,506.134,241.843z"></path></svg><img></span>
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<h3 class="u-align-center u-custom-font u-font-montserrat u-text u-text-7">Multi-agent architectures for district energy management</h3>
<p class="u-align-justify u-custom-font u-font-montserrat u-text u-text-8"> Two multi-agent reinforcement learning methods are explored: a centralised (coordinated) controller and a decentralised (cooperative) controller, which are benchmarked against a rule-based controller. The study shows that the multi-agent cooperative approach may be more suitable for districts with heterogeneous objectives within the individual buildings.<br>
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<a href="https://www.sciencedirect.com/science/article/pii/S0306261921017128" class="u-black u-border-none u-btn u-btn-round u-button-style u-hover-grey-75 u-radius-2 u-btn-4" target="_blank">READ MORE <span class="u-icon"><svg class="u-svg-content" viewBox="0 0 512 512" x="0px" y="0px" style="width: 1em; height: 1em;"><path d="M506.134,241.843c-0.006-0.006-0.011-0.013-0.018-0.019l-104.504-104c-7.829-7.791-20.492-7.762-28.285,0.068 c-7.792,7.829-7.762,20.492,0.067,28.284L443.558,236H20c-11.046,0-20,8.954-20,20c0,11.046,8.954,20,20,20h423.557 l-70.162,69.824c-7.829,7.792-7.859,20.455-0.067,28.284c7.793,7.831,20.457,7.858,28.285,0.068l104.504-104 c0.006-.006,0.011-.013,0.018-.019C513.968,262.339,513.943,249.635,506.134,241.843z"></path></svg><img></span>
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