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add publications and collabs pages
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collabs.md

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layout: default
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title: "Collaborations"
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permalink: /collaborations
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---
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<nav>
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<ul>
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<li><a href="{{ site.baseurl }}/">Home</a></li>
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<li><a href="{{ site.baseurl }}/contacts">Contacts</a></li>
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<li><a href="{{ site.baseurl }}/publications">Publications & Patents</a></li>
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#collabs ul > li {
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margin-bottom: 1.2em;
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<section id="collabs">
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<h2>Collaborations</h2>
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<ul>
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<li><strong>KPMG</strong></li>
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<li><strong>FIVES Intralogistics</strong></li>
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<li><a href="https://hdl.handle.net/11311/1282026"><strong>CNH Industrial</strong></a></li>
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<li><strong>Tenaris</strong></li>
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</ul>
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</section>

index.md

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title: Home
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title: Learning 2 Control
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<h1>L2C</h1>
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The Learning to Control lab (L2C-Lab) conducts innovative research in data-driven control systems, with a special focus on the automotive and financial domains. In the automotive sector, the aim is to enhance safety and sustainability using data-driven techniques. In finance, data-driven methods safely address challenges like risk assessment and portfolio optimization in real-world uncertain scenarios. L2C-Lab bridges theory and practice, developing real-world solutions through methodological research and practical experimentation. The ultimate goal of the lab is to shape the future of data-driven control systems and address pressing challenges in the above sectors while fostering innovation. Stay updated on the latest findings and projects!

publications.md

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layout: default
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title: "Publications & Patents"
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permalink: /publications
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---
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<style>
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#publications ul > li {
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margin-bottom: 1.2em;
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}
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</style>
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<nav>
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<ul>
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<li><a href="{{ site.baseurl }}/">Home</a></li>
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<li><a href="{{ site.baseurl }}/collaborations">Collaborations</a></li>
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<li><a href="{{ site.baseurl }}/contacts">Contacts</a></li>
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</ul>
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</nav>
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<section id="publications">
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<h2>Publications</h2>
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<ul>
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<li>
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<strong>Univariate Hawkes-based cryptocurrency forecasting via LOB data</strong><br>
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<em>2025 European Control Conference (ECC)</em><br>
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<em>R. G. Cestari, F. Barchi, R. Busetto, D. Marazzina, S. Formentin</em>
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</li>
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<li>
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<strong>Enhancing portfolio covariance estimation: a hybrid prediction approach</strong><br>
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<em>2025 European Control Conference (ECC)</em><br>
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<em>R. G. Cestari, S. Chiodini, S. Formentin</em>
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</li>
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<li>
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<strong><a href="https://doi.org/10.1016/j.ifacol.2024.08.535">Split-boost neural networks</a></strong><br>
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<em>20th IFAC Symposium on System Identification SYSID 2024: Boston, United States, July 17–19, 2024</em><br>
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<em>R. G. Cestari, G. Maroni, L. Cannelli, D. Piga, S. Formentin</em>
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</li>
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<li>
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<strong><a href="https://doi.org/10.1016/j.ifacol.2024.08.584">Vertical load estimation in tractors via in-wheel optical sensing</a></strong><br>
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<em>20th IFAC Symposium on System Identification SYSID 2024: Boston, United States, July 17–19, 2024</em><br>
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<em>R. G. Cestari, A. Lucchini, E. Leati, M. Norgia, S. Formentin, S. M. Savaresi</em>
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</li>
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<li>
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<strong><a href="https://doi.org/10.1109/CDC56724.2024.10886552">MPC with adaptive resilience for Denial-of-Service Attacks mitigation on a Regulated Dam</a></strong><br>
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<em>2024 IEEE 63rd Conference on Decision and Control (CDC)</em><br>
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<em>R. G. Cestari, S. Longari, S. Zanero, S. Formentin</em>
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</li>
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<li>
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<strong><a href="https://doi.org/10.1016/j.ifacol.2023.12.043">Scenario-based model predictive control of water reservoir systems</a></strong><br>
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<em>3rd Modeling, Estimation and Control Conference MECC 2023: Lake Tahoe, USA, October 2–5, 2023</em><br>
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<em>R. G. Cestari, A. Castelletti, S. Formentin</em>
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</li>
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<li>
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<strong><a href="https://doi.org/10.1016/j.ifacol.2022.11.002">Hourly operation of a regulated lake via Model Predictive Control</a></strong><br>
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<em>2nd IFAC Workshop on Control Methods for Water Resource Systems CMWRS 2022: Milano, Italy, September 22–23, 2022</em><br>
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<em>R. G. Cestari, A. Castelletti, S. Formentin</em>
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</li>
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<li>
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<strong><a href="https://doi.org/10.1016/j.ejcon.2025.101205">Non-linear multi-objective Bayesian MPC of water reservoir systems</a></strong><br>
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<em>European Journal of Control, Volume 83, May 2025</em><br>
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<em>R. G. Cestari, A. Castelletti, S. Formentin</em>
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</li>
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<li>
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<strong>Control-oriented modeling for MPC of water reservoir systems</strong><br>
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<em>International Journal of Control</em><br>
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<em>R. G. Cestari, A. Castelletti, S. Formentin</em>
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</li>
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<li>
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<strong>E-Private Mobility Index: A Novel Tool to Assess BEV Transition Feasibility</strong><br>
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<em>Sustainability</em><br>
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<em>S. Strada, R. G. Cestari, A. Pagliaroli, S. M. Savaresi</em>
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</li>
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</ul>
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</section>
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<section id="patents">
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<h2>Patents</h2>
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<ul>
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<li>
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<a href="https://hdl.handle.net/11311/1282026"><strong>Misurare un carico su un veicolo agricolo</strong></a><br>
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<em>A. Lucchini, S. M. Savaresi, S. Formentin, M. Norgia, R. G. Cestari, F. Cavedo</em>
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</li>
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</ul>
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</section>

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