-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathvitae.html
More file actions
241 lines (226 loc) · 14 KB
/
vitae.html
File metadata and controls
241 lines (226 loc) · 14 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Curriculum Vitae | Roberto Boghetti</title>
<meta name="description" content="Curriculum Vitae of Roberto Boghetti, including projects on Machine Learning and Energy Systems.">
<!-- Preload Fonts -->
<!-- <link rel="preload" href="static/fonts/poppins-v22-latin-regular.woff2" as="font" type="font/woff2" crossorigin="anonymous"> -->
<!-- <link rel="preload" href="static/fonts/poppins-v22-latin-300.woff2" as="font" type="font/woff2" crossorigin="anonymous"> -->
<!-- <link rel="preload" href="static/fonts/outfit-v11-latin-regular.woff2" as="font" type="font/woff2" crossorigin="anonymous"> -->
<!-- <link rel="preload" href="static/fonts/outfit-v11-latin-600.woff2" as="font" type="font/woff2" crossorigin="anonymous"> -->
<!-- OG Meta Tags -->
<meta property="og:title" content="Curriculum Vitae | Roberto Boghetti">
<meta property="og:description" content="Curriculum Vitae of Roberto Boghetti, including projects on Machine Learning and Energy Systems.">
<meta property="og:type" content="website">
<!-- <meta property="og:url" content="YOUR_WEBSITE_URL_HERE"> --> <!-- TODO: Replace with actual URL when online -->
<!-- <meta property="og:image" content="YOUR_IMAGE_URL_HERE"> --> <!-- TODO: Add a preview image URL if you have time -->
<meta name="twitter:card" content="summary">
<!-- Link to Stylesheet -->
<link rel="stylesheet" href="css/style.css">
<!-- Favicons -->
<link rel="icon" type="image/png" href="static/icons/favicon-96x96.png" sizes="96x96" />
<link rel="icon" type="image/svg+xml" href="static/icons/favicon.svg" />
<link rel="shortcut icon" href="static/icons/favicon.ico" />
<link rel="apple-touch-icon" sizes="180x180" href="static/icons/apple-touch-icon.png" />
<link rel="manifest" href="static/icons/site.webmanifest" />
<meta name="msapplication-TileColor" content="#2c2c2c">
<meta name="theme-color" content="#2c2c2c">
</head>
<body>
<nav>
<div class="container nav-container">
<button class="nav-dropdown-toggle" aria-label="Toggle navigation" aria-expanded="false">
<span class="nav-arrow"></span>
</button>
<div class="nav-links">
<ul>
<li><a href="index.html">About</a></li>
<li><a href="blog.html">Thoughts</a></li>
<li><a href="publications.html">Publications</a></li>
<li><a href="talks.html">Talks</a></li>
<li><a href="vitae.html" class="active">Vitae</a></li>
</ul>
</div>
</div>
</nav>
<main>
<div class="container">
<h1>Vitae</h1>
<p>
<a href="files/cv_boghetti.pdf" class="button" target="_blank" rel="noopener noreferrer">Download Full CV (PDF)</a>
</p>
<section id="experience">
<h2>Professional Experience</h2>
<ul>
<li>
<h3>Research Assistant</h3>
<p><strong>EPFL & Idiap Research Institute</strong> - Lausanne & Martigny, Switzerland<br>
<em>June 2021 - Present</em></p>
<ul>
<li>Supported by EPFLglobaLeaders fellowship (MSCA COFUND programme) since Feb 2022.</li>
<li>Developed both GNN and physics based state-of-the-art models for thermal network simulations (Eguzki project, PyDHN library).</li>
<li>Created pipelines for collecting and analyzing data from hundreds of sensors in real time.</li>
<li>Participated in IEA EBC Annex 84 activities.</li>
<li>Served as Journal Reviewer for 30+ articles on ML for energy and sustainability.</li>
</ul>
</li>
<li>
<h3>Intern</h3>
<p><strong>Satom SA</strong> - Monthey, Switzerland<br>
<em>June 2023 - November 2023</em></p>
<ul>
<li>Built a pipeline to forecast customers' energy needs using open data.</li>
<li>Modeled future energy scenarios for infrastructure planning.</li>
<li>Analyzed network extension projects to identify bottlenecks.</li>
</ul>
</li>
<li>
<h3>Research Intern</h3>
<p><strong>Idiap Research Institute</strong> - Martigny, Switzerland<br>
<em>December 2020 - May 2021</em></p>
<ul>
<li>Developed a ML-based smart building control system still in use at Idiap (LUCIDELES project).</li>
<li>Created data processing pipelines for thermal network monitoring data.</li>
<li>Performed sensitivity analysis for the CitySim urban energy simulator.</li>
</ul>
</li>
<li>
<h3>Research Trainee</h3>
<p><strong>Idiap Research Institute</strong> - Martigny, Switzerland<br>
<em>January 2019 - March 2019</em></p>
<ul>
<li>Applied machine learning techniques for building energy prediction.</li>
<li>Developed scripts to automate CitySim simulations and data extraction.</li>
</ul>
</li>
</ul>
</section>
<section id="education">
<h2>Education</h2>
<ul>
<li>
<h3>PhD in Electrical Engineering</h3>
<p><strong>EPFL (École Polytechnique Fédérale de Lausanne)</strong> - Lausanne, Switzerland<br>
<em>Expected: June 2025</em></p>
<ul>
<li>Recipient of the EPFLglobaLeaders Fellowship (MSCA COFUND).</li>
<li>Thesis Title (Provisional): Towards Quasi Real-time Simulations of District Heating Networks for an Optimal Sustainable Design and Control</li>
</ul>
</li>
<li>
<h3>M.Eng + M.Arch in Building Engineering & Architecture</h3>
<p><strong>University of Pisa</strong> - Pisa, Italy<br>
<em>February 2020</em></p>
<ul>
<li>Thesis: Bridging the Energy Performance Gap: an Artificial Intelligence Based Model for Urban-scale Simulations</li>
</ul>
</li>
</ul>
</section>
<section id="teaching">
<h2>Teaching & Supervision</h2>
<ul>
<li>
<strong>Teaching Assistant</strong> - Automatic Speech Processing (EE-554)
<span class="teaching-loc-date">EPFL - Fall Semester 2024</span>
<span class="teaching-details">Assisted ~25 students with course concepts and assignments.</span>
<span class="teaching-details">Corrected and graded exams.</span>
</li>
<li>
<strong>Teaching Assistant</strong> - Fundamentals of Machine Learning (EE-311)
<span class="teaching-loc-date">EPFL - Spring Semesters 2023, 2024</span>
<span class="teaching-details">Assisted ~50 students per semester with course concepts and assignments.</span>
<span class="teaching-details">Lead TA and lab instructor in 2024.</span>
</li>
<li>
<strong>Teaching Assistant (1 session)</strong> - Deep Learning (EE-559)
<span class="teaching-loc-date">EPFL - Spring Semesters 2024</span>
<span class="teaching-details">Led preparation of lab session on Graph Learning for ~150 students.</span>
</li>
<li>
<strong>Semester Project co-supervisor</strong> - Xiyun Fu<br>
<span class="teaching-loc-date">EPFL - Fall Semester 2023</span>
<span class="teaching-details">Advised on estimating pressure and temperature distribution in thermal grids using k-hops graph neural networks.</span>
</li>
<li>
<strong>Invited Lecturer</strong> - Workshop "Sustainability of urban landscapes"
<span class="teaching-loc-date">Polytechnic University of Turin - October 2021</span>
<span class="teaching-details">Presented on ML applications in urban energy modeling.</span>
<span class="teaching-details">Prepared assignments for the students.</span>
</li>
<li>
<strong>Thesis co-supervisor</strong> Chiara Apruzzese (MSc)<br>
<span class="teaching-loc-date">University of Pisa - 2021</span>
<span class="teaching-details">Advised on a data-driven study applying text mining to assess indoor environmental quality in hospitality buildings.</span>
</li>
</ul>
</section>
<section id="skills">
<h2>Skills</h2>
<ul>
<li><strong>Core Areas:</strong> Machine Learning, Deep Learning (esp. GNNs), Data Science, Energy System Modeling & Simulation, Scientific Computing, Technical Writing</li>
<li><strong>Programming:</strong> Python (Advanced), SQL (Intermediate), C++/Fortran (Debugging)</li>
<li><strong>Libraries & Frameworks:</strong> PyTorch, TensorFlow/Keras, Scikit-learn, Pandas, NumPy, GeoPandas, Matplotlib, NetworkX</li>
<li><strong>Tools & Platforms:</strong> PostgreSQL/PostGIS, QGIS, Docker, Slurm, Git, Weights & Biases</li>
<li><strong>Languages:</strong> Italian (Native), English (Fluent), French (Beginner)</li>
</ul>
</section>
<section id="awards">
<h2>Grants & Awards</h2>
<ul>
<li>
<strong>EPFLglobaLeaders Fellowship</strong> (2021-2025)
<br><em>Marie Skłodowska-Curie Actions COFUND PhD fellowship program at EPFL (call with ~2.5% acceptance rate).</em>
</li>
<li>
<strong>Best Poster Award</strong> - CISBAT 2021 International Conference (2021)
<br><em>For the paper "A machine-learning model for the prediction of aggregated building energy demand from pan-European open datasets".</em>
</li>
</ul>
</section>
<section id="projects">
<h2>Selected Projects</h2>
<ul>
<li>
<h3><a href="https://github.com/idiap/pydhn/" target="_blank" rel="noopener noreferrer">PyDHN</a></h3>
<p>An open-source Python library for the dynamic thermo-hydraulic simulation of district heating networks with complex topologies. Lead developer.</p>
<p class="pub-links">[<a href="https://github.com/idiap/pydhn/" target="_blank" rel="noopener noreferrer">Code</a>]</p>
</li>
<li>
<h3><a href="https://www.aramis.admin.ch/Texte/?ProjectID=47432&Sprache=en-US" target='_blank' rel="noopener noreferrer">Eguzki</a></h3>
<p>SFOE-funded project focused on developing GNN-based surrogate models for accelerating the simulation and optimization of large-scale thermal networks.</p>
</li>
<li>
<h3><a href="https://annex84.iea-ebc.org/" target='_blank' rel="noopener noreferrer">IEA EBC Annex 84</a></h3>
<p>International collaboration on data-driven smart buildings, contributing to subtasks related to digital twins and occupant behavior modeling.</p>
</li>
<li>
<h3><a href="https://www.aramis.admin.ch/Texte/?ProjectID=46889" target='_blank' rel="noopener noreferrer">LUCIDELES</a></h3>
<p>SFOE-funded project investigating human-centric smart building control systems, focusing on lighting and blind automation using ML.</p>
</li>
<li>
<h3>HeatLearn</h3>
<p>Predicting urban heat demand using CNNs and open geospatial data.</p>
</li>
</ul>
</section>
<section id="side-projects">
<h2>Other Activities</h2>
<ul>
<li>Co-organizer, Idiap's "Perspectives on AI" workshop series (2023 - 2024)</li>
<li>Team Member, Solar Decathlon Middle East 2018 (University of Pisa Team)</li>
<li>Founder & Former Player, <a href="https://www.instagram.com/hydra_dodgeball_viareggio" target="_blank" rel="noopener noreferrer">Hydra Dodgeball Viareggio</a> (2020)</li>
</ul>
</section>
</div>
</main>
<footer>
<div class="container">
© <span id="current-year"></span> Roberto Boghetti | Powered by coffee ☕.
</div>
</footer>
<script src="js/footer.js" defer></script> <!-- Footer Year -->
<script src="js/nav-dropdown.js" defer></script> <!-- Dropdown Navigation Toggle -->
</html>