A motionless optical bench setup for through-focus characterization of multifocal intraocular lenses using a focus-tunable lens
Enrico Manzini
PhD researcher at B2SLab, UPC. Research focuses on deep learning for Electronic Health Records, modelling chronic diseases such as Type 2 Diabetes and COPD using transformers and RNNs.
Keywords
deep learning, EHR, Electronic Health Records, transformer, Type 2 Diabetes, COPD, UPC, machine learning
Bio
Welcome to my page! My name is Enrico Manzini. I earned my Bachelor’s degree in Information Engineering from the University of Padua (UNIPD). I then participated in the T.I.M.E. Double Degree program, through which I obtained a Master’s degree in Biomedical Engineering (UNIPD, Padova, Italy) and a Master’s degree in Automatic Control & Robotics (UPC, Barcelona, Spain).
Currently, I’m in the final stages of my PhD at B2SLab (legends say it actually does end someday!) under the supervision of Alex Perera. My research focuses on deep learning (DL) for Electronic Health Records (EHRs), modeling chronic diseases like Type 2 Diabetes and COPD, and predicting clinically relevant outcomes using various DL architectures (e.g., transformers, RNNs, …).
Teaching
Meanwhile, I contribute to teaching in the following courses:
- Deep Learning Methods for Biomedicine, a deep learning course at the Master’s degree in Biomedical Engineering at Universitat de Barcelona (UB).
- Scientific Python for Data Analysis, Python course for Data Analysis for the Aurora consortium of research intensive universities.
Publications
A possibly incomplete and malformed list of publications is included below:
202623 publications
Altered photochemical pathway as a molecular mechanism of inherited retinal degeneration in M39R rhodopsin
An interoperable workflow for LiDAR-based 3D mesh generation and spatial data integration in engineering design
BLOOM project: liberation analysis for optimizing extraction and processing of critical raw materials
Base- and critical metal enrichment in the Paleoproterozoic Lalor VMS deposit: insights from preliminary in-situ trace elements geochemistry
CAPS: Cost-Aware ML Pipeline Selection
Characterization of quartz from silica sand deposits using automated quantitative mineralogy to assess its applications
Contributions to functional beta models for continuous glucose monitoring (CGM) data
Detection and classification of artifacts in ocular Hartmann-Shack images
Educaci'on STEM con visi'on disciplinar en la formaci'on inicial del profesorado de secundaria
Energy and CO2 footprint of climate model intercomparison projects
Focus-tunable lens with gravity-compensation. Wavefront analysis
Free electron decoherence: a comprehensive theoretical description
Functional data analysis for decoding working memory representations from EEG Signals
Gold contents in pyrite and arsenopyrite from the Au-Sb belt, Southern Eastern Andean Cordillera, Bolivia
Impact of diffractive intraocular lenses on the natural balance of ocular chromatic-monochromatic aberrations
Impact of preprocessing and input data quality on urban pluvial flood simulations, with focus on 1D-2D coupled modelling. The case of Sampierdarena district of Genova using Iber-SWMM
Microstructural design and micromechanical characterization of 3D-printed alumina scaffolds for catalytic stacks
Monitoring of reinforced concrete beams with thermoplastic bars using digital image correlation and optical fibers
Multifunctional biomaterials: integrating cell-Instructive and antimicrobial peptides for tissue regeneration
Optical modulation of continuous free-electron beams in free space
Quantum free electronics: quantum sensing and metrology with free electrons
Representative mineralogical characterization of a polymetallic sulphide ore based on Gy's sampling theory
20251 publications
Identificacao de 'areas vi'aveis para construcao de portos capazes de receber e operar navios p'os Panamax
20241 publications
Chaotic masking protocol for secure communication and attack detection in remote estimation of cyber-physical systems
20171 publications
SMiA : Structural morphology in architecture : experiencias constructivas con madera
Unknown Year289 publications
'Etica de la inteligencia artificial: de la tecno'etica de Mario Bunge a los desaf'ios contempor'aneos
3D coupled multiphase flow and hydromechanical modeling of an MX-80 bentonite pellet/powder mixture
A data-driven optimal control architecture for grid-connected power converters
A decagon wave around Saturn's south pole
A fast hexagonal sigma-delta strategy with DC-bus balancing for three-level wide-bandgap T-Type converters
A first theoretical assessment of hydrogen nanobubble generation for ocean wave energy storage
A global analysis of female innovative entrepreneurship and the role of financial development
A key amino acid site associated with rhodopsin mammal evolution to diurnal vision
A low-cost imaging platform for quantitative characterisation of scaffold surface macrotopography with potential application in craniofacial tissue engineering
A mechanism-based continuum damage model for masonry
A modular control architecture for safe and efficient operation of vanadium flow batteries under dynamic current profiles
A modular multilevel converter AC/DC small-signal admittance-based model for stability analysis of hybrid AC/DC grids
A non-intrusive method for cavitation detection in variable-speed pumps enabling energy-efficient system monitoring
A novel approach for disaggregating photovoltaic generation in distribution networks
A novel index for trending sepsis and inflammatory response using processed EEG and Heart Rate Variability
A numerical study of a water-steam ejector for steam exhausting with OpenFoam-The effect of steam-bubble diameter
A physical framework to study the effect of magnetic fields on the spike-time coding
A product-level framework for prioritizing circular and sustainable construction in building design
A solidification and stabilization process in cementitious materials: a review
A systematic review of Environmental, Social, and Governance (ESG) integration across the mining life cycle
A unified fault diagnosis framework for wave energy converters
AN'ALISIS DE LA INFORMACI'ON INSTITUCIONAL Y EL TRATAMIENTO DE LA PRENSA DE LOS INCIDENTES NUCLEARES ESPA~NOLES (1989-2009)
AVALUACI'O DELS REQUERIMENTS REPRODUCTIUS I DEL CONTROL QU'IMIC DE L'AILANT (AILANTHUS ALTISSIMA), COM A ESPECIE INVASORA D'ESPAIS NATURALS</p><p class='publication-authors'>Soler, J.</p><p class='publication-meta'><span>Unknown</span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Accelerating transient structural dynamics via SPILS-Net, a physics-derived latent space subdomain surrogate</p><p class='publication-authors'>Borst, A. and Cavaliere, F. and Curtosi, G. and Larr'ayoz , . and Diez, P. and Zlotnik, S.</p><p class='publication-meta'><span class='pub-venue'>Computer methods in applied mechanics and engineering, 461, part B, article 119234</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0045782526005074' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Accessibility from a women's perspective: assessing equitable walkable access across socioeconomic divides</p><p class='publication-authors'>Carvalho, G. and Martinez, M. and Soriguera, F.</p><p class='publication-meta'><span class='pub-venue'>Journal of urban mobility, 10, article 100284</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S2667091726001019' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Accl++ : A high-productivity programming language for performance and code portability on heterogeneous systems</p><p class='publication-authors'>Gonzalez, M. and Valero, P. and Monil, M. and Lee, S. and Johnston, B. and Young, A. and Miniskar, N. and Teranishi, K. and Vetter, J.</p><p class='publication-meta'><span class='pub-venue'>Future generation computer systems, 182, article 108479</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0167739X26001135' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Acoustic performance of educational buildings using raw-earth construction systems: An in-situ comparison of different techniques</p><p class='publication-authors'>Miranda Santos, M. and Lacasta, A.M and Navarro Ezquerra, A. and Suner, B. and Lescop, L. and Hamard, E.</p><p class='publication-meta'><span class='pub-venue'>Building and environment, article 115261</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0360132326010620' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Adaptive reuse strategies in European Christian churches</p><p class='publication-authors'>Maria, M. and Arboix, A. and Musquera, S.</p><p class='publication-meta'><span class='pub-venue'>Religions, 17, 10</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.mdpi.com/2077-1444/17/10/1189' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Advanced Catalytic Interface Analysis Through In Situ Studies and Automated Experimental Platforms</p><p class='publication-authors'></p><p class='publication-meta'><span>Unknown</span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Affordable accessibility by design: an equity-focused framework for cooperative, connected and automated mobility (CCAM) integration into public transport</p><p class='publication-authors'>Hashemi Baragoori, P. and Mart'inez-D'iaz, M.</p><p class='publication-meta'><span class='pub-venue'>Journal of urban mobility, 10, article 100279</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S2667091726000968' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Agente Smith</p><p class='publication-authors'>Cortes, U.</p><p class='publication-meta'><span class='pub-venue'>Mercurio volante, IV, 55</span> · <span>Unknown</span><span class='pub-links'><a href='https://hipocritalector.com/merurio-volante/agente-smith/' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>An 11-year analysis of daily homogenitus cloud observations in the NE Iberian Peninsula (2015-2025)</p><p class='publication-authors'>Mazon, J. and Escoda, J. and Costa, M. and Ripoll, R. and del Amo, X. and Pino, D.</p><p class='publication-meta'><span class='pub-venue'>Atmosphere (Basel), 17, 9, article 837</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.mdpi.com/2073-4433/17/9/837' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>An uncertainty-aware compute continuum architecture for underwater species detection</p><p class='publication-authors'>Ferrari, M. and Del Rio, J. and Aguzzi, J. and D'Agostino, D. and Marini, S.</p><p class='publication-meta'><span class='pub-venue'>Ecological informatics, 99, article 104067</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S1574954126004759' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Analyse d'emontr'ee de Charles Reyneau en espa~nol (1751-1752): una traducci'on para el estudio de la matem'atica moderna en la Real Academia Militar de Matem'aticas de Barcelona</p><p class='publication-authors'>Blanco, M.</p><p class='publication-meta'><span class='pub-venue'>Asclepio. Revista de Historia de la Medicina y de la Ciencia, 78, 1, article 1368</span> · <span>Unknown</span><span class='pub-links'><a href='https://asclepio.revistas.csic.es/index.php/asclepio/article/view/1368' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Analysis and performance optimization of piezoelectric energy harvesters in cantilever beams</p><p class='publication-authors'>Montmany, J. and Bermejo, D. and Escaler, X. and Capo-Lliteras, M.</p><p class='publication-meta'><span class='pub-venue'>IEEE sensors journal, 26, 17</span> · <span>Unknown</span><span class='pub-links'><a href='https://ieeexplore.ieee.org/document/11640341' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Analysis of EURADOS Intercomparison IC2023calib results: H*(10) irradiation of passive area dosemeters</p><p class='publication-authors'>Duch, M. and Hranitzky, C. and Naber, C. and Aslan, J.</p><p class='publication-meta'><span class='pub-venue'>Radiation measurements, 197, article 107750</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S1350448726001472' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Analytically designed cold-bonding encapsulation of automotive shredder residues for structural lightweight aggregates</p><p class='publication-authors'>Garcia, M. and Valverde, D. and Hermida, J. and Aguado, A. and Segura, I.</p><p class='publication-meta'><span class='pub-venue'>Construction & building materials, 538, article 147242</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0950061826021501' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Animated documentary</p><p class='publication-authors'>Ehrlich, N.</p><p class='publication-meta'><span class='pub-venue'>The Routledge Companion to animation studies</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.routledge.com/The-Routledge-Companion-to-Animation-Studies/Dobson-Taberham/p/book/9781032557700' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Anisotropic Al3Ti growth governed by texture, superstructure, and grain-size gradients in explosively welded Ti/Al multilayers</p><p class='publication-authors'>Puchlerska, S. and Paul, H. and Chulist, R. and Prazmowski, M. and Schell, N. and Fatemi, S. and Petrzak, P.</p><p class='publication-meta'><span class='pub-venue'>Materials & design, 270, article 116965</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0264127526015418' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Applications of the Geotechnical Particle Finite Element Method to CPTu and Statnamic Pile Load test interpretation</p><p class='publication-authors'></p><p class='publication-meta'><span>Unknown</span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Arithmetic patterns in unstructured sets</p><p class='publication-authors'>Ortega, M.</p><p class='publication-meta'><span>Unknown</span><span class='pub-links'><a href='https://hdl.handle.net/2117/474685' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Arquitectos de la renovaci'on arquitect'onica y social</p><p class='publication-authors'>Farrerons Vidal, Oscar.</p><p class='publication-meta'><span class='pub-venue'>Meer</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.meer.com/es/112763-arquitectos-de-la-renovacion-arquitectonica-y-social' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Artificial intelligence in quartz beneficiation and high-purity quartz production: a review</p><p class='publication-authors'>Mohanty, K. and Oliva, J. and Alfonso, P. and Hoffmann, C. and Anticoi, H.</p><p class='publication-meta'><span class='pub-venue'>Powder technology, 485, part 2, article 123113</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0032591026010028' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Artificial neural network augmented hyper-reduced order model for transient flow optimization problems</p><p class='publication-authors'>Dar, Z. and Baiges, J. and Codina, R.</p><p class='publication-meta'><span class='pub-venue'>Computer methods in applied mechanics and engineering, 460, article 119090</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0045782526003634' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Assessing roadside wildfire exposure and vulnerability: a case study of the GI-614 to Cadaqu'es (Catalonia, Spain)</p><p class='publication-authors'>Vacca, P. and Dossi, S. and Codina, M. and Planas, E. and Pastor, E.</p><p class='publication-meta'><span class='pub-venue'>Fire safety journal, 163, article 104761</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0379711226001293' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Assessment of deep-learning strategies for surrogate modeling of pollution dispersion in a thermal street canyon</p><p class='publication-authors'>Moreira, G. and Calafell, J. and Goncalves, R. and J.M. Armengol</p><p class='publication-meta'><span class='pub-venue'>Computers & fluids, 319, article 107224</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0045793026002665' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Assessment of irreversible deformation and cracking behavior of WC-Co cemented carbides by means of blunt indentation</p><p class='publication-authors'>Dong, J. and Fooladimahani, S. and Liu, C. and Wen, X. and Cai, X. and Ramirez, G. and Llanes, L.</p><p class='publication-meta'><span class='pub-venue'>International journal of refractory metals and hard materials, 142, article 108157</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0263436826005111' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Assessment of the consistency between YouTube videos and scientific evidence on paediatric myopia control</p><p class='publication-authors'>P'erez-Man'a, L. and Ortiz, C. and Sunyer, B. and Alonso, S. and Argiles, M.</p><p class='publication-meta'><span class='pub-venue'>PloS one, 21, 9, article e0357587</span> · <span>Unknown</span><span class='pub-links'><a href='https://doi.org/10.1371/journal.pone.0357587' target='_blank' rel='noopener'>DOI</a> · <a href='https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0357587' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>BMS-like algebras: canonical realisations and BRST quantisation</p><p class='publication-authors'>Batlle, C. and Figueroa-O'Farrill, J. and Gomis, J. and Vishwa, G.</p><p class='publication-meta'><span class='pub-venue'>Journal of mathematical physics, 67, 9</span> · <span>Unknown</span><span class='pub-badge pub-badge-preprint'>Preprint</span><span class='pub-links'><a href='https://arxiv.org/abs/2411.14866' target='_blank' rel='noopener'>arXiv</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Barcelona test for tensile strength characterisation of solid fired clay bricks</p><p class='publication-authors'>Cabane, A. and Drougkas, A. and Garcia, T. and Roca, P. and Pela, L.</p><p class='publication-meta'><span class='pub-venue'>Construction & building materials, 538, article 147302</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0950061826022105' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Beyond remediation: Evaluating the economic potential of recovering REEs and high-value metals from acidic mine drainage</p><p class='publication-authors'>Roa, A. and Vinardell, S. and Lopez, J. and Cortina, J.</p><p class='publication-meta'><span class='pub-venue'>ACS sustainable chemistry & engineering, 14, 39</span> · <span>Unknown</span><span class='pub-links'><a href='https://pubs.acs.org/ascecg/article/14/39/17546/5435742/Beyond-Remediation-Evaluating-the-Economic' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Bidirectional converter with transient inductor reconfiguration and improved control for shipboard pulsed power loads</p><p class='publication-authors'>Tian, Z. and Xu, L. and Luo, Y. and Matas, J.</p><p class='publication-meta'><span class='pub-venue'>IET Smart Grid, 9, 1, article e70128</span> · <span>Unknown</span><span class='pub-links'><a href='https://doi.org/10.1049/stg2.70128' target='_blank' rel='noopener'>DOI</a> · <a href='https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/stg2.70128' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Biocompatible superelastic TiNb-based alloys produced by additive manufacturing</p><p class='publication-authors'></p><p class='publication-meta'><span>Unknown</span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Biogeochemical control of potential toxic elements mobility in mining sediments: the role of Arthrobacter-mediated Mn precipitation in the Mar Menor alluvial plain</p><p class='publication-authors'>Gonz'alez-Fern'andez, O. and Fern'andez-G'omez, B. and Margu'i, E. and Queralt, I.</p><p class='publication-meta'><span class='pub-venue'>Science of the total environment, 1047, article 182031</span> · <span>Unknown</span><span class='pub-links'><a href='https://www.sciencedirect.com/science/article/pii/S0048969726006960' target='_blank' rel='noopener'>Link</a></span></p></div></article><article class='publication-item'><div class='publication-body'><p class='publication-title'>Bosc i Sostenibilitat: proposta educativa a l'entorn dels serveis ecosistemics del bosc i els ODS amb pedagogia de ciencia oberta a secundaria
Buoyancy-driven microfluidic for concentration and classification of heterogeneous microplastics particles
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Traversal games in K-shell decomposition
Trazando la ciudad m'as all'a del damero. Estudio hist'orico-morfol'ogico de las ciudadelas o nuevos barrios en la primera expansi'on urbana de Quito (1908 - 1942)
Trends affecting future mobility. A cross-cutting analysis of the transport literature
UAV-based mapping of surface fluorescent tracer concentrations in obstructed aquatic environments
Unfitted finite element modelling of surface-bulk viscous flows in animal cells
Upper bounds on the k-isolation number
Urban exposome and sleep and overweight/obesity outcomes in European adolescents
Utilizing optical coherence tomography and machine learning to identify vision abnormalities in pediatric neurofibromatosis type 1 patients
VCFogSim: a low-code discrete-event simulator for modeling and evaluating volunteer fog computing environments
Valorization of raw wool waste as a sustainable and biodegradable alternative infill for artificial turf systems
Variability of Saturn's equatorial zonal winds at cloud level between 2018 and 2025
Verbascoside-rich Buddleja davidii extract in liposomal systems: modulation of release behavior for topical wound treatment
Water footprint of low-tech digesters for bioenergy recovery from waste
What is the patient experience of receiving lifestyle advice regarding age-related macular degeneration (AMD) in secondary eye care? A multimethods study