Dr Enrico CamporealeSenior Lecturer in Digital EnvironmentEmail: enrico.camporeale@qmul.ac.ukRoom Number: G. O. Jones Building, Room 517Website: https://ecamporeale.github.io/ProfileTeachingResearchPublicationsProfileMy work lives at the boundary between machine learning, computational physics and space physics. I develop and use a variety of models that range from black-box machine learning algorithms to data-driven simulations. The goals of my studies encompass both fundamental physics and forecasting applications.TeachingTeaching overview SPA 4131 - Introduction to Data ScienceResearchResearch Interests:Research Machine learning for space weather Data-driven discovery of space physics Uncertainty quantification and uncertainty-aware AI Ensemble methods and out of distribution generalization Physics-based scientific Machine Learning Interpretable AI Publications Mugatwala R, Chierichini S, Francisco G et al. (publicationYear). A catalog of observed geo-effective CME/ICME characteristics. nameOfConference DOI: 10.1051/swsc/2024004 QMRO: qmroHref Foldes R, Camporeale E, Marino R (2024). Low-dimensional representation of intermittent geophysical turbulence with high-order statistics-informed neural networks (H-SiNN). nameOfConference DOI: 10.1063/5.0179132 QMRO: qmroHref Chierichini S, Francisco G, Mugatwala R et al. (2024). A Bayesian approach to the drag-based modelling of ICMEs. nameOfConference DOI: 10.1051/swsc/2023032 QMRO: qmroHref Camporeale E (publicationYear). Artificial Intelligence for Space Weather Forecasting. nameOfConference DOI: 10.1201/9781003366386-6 QMRO: qmroHref Issan O, Riley P, Camporeale E et al. (2023). Bayesian Inference and Global Sensitivity Analysis for Ambient Solar Wind Prediction. nameOfConference DOI: 10.1029/2023sw003555 QMRO: qmroHref Sitnov M, Argall M, Arnold H et al. (publicationYear). Artificial Intelligence to Enhance Mission Science Output for In-situ Observations: Sparse Data Challenge and Gray-Box Models. nameOfConference DOI: 10.3847/25c2cfeb.269bf37a QMRO: qmroHref Hu A, Camporeale E, Swiger B (2023). Multi‐Hour‐Ahead Dst Index Prediction Using Multi‐Fidelity Boosted Neural Networks. nameOfConference DOI: 10.1029/2022sw003286 QMRO: qmroHref Chen Y, Maloney S, Camporeale E et al. (publicationYear). Editorial: Machine learning and statistical methods for solar flare prediction. nameOfConference DOI: 10.3389/fspas.2023.1121615 QMRO: qmroHref Hua M, Bortnik J, Kellerman AC et al. (2023). Ensemble Modeling of Radiation Belt Electron Acceleration by Chorus Waves: Dependence on Key Input Parameters. nameOfConference DOI: 10.1029/2022sw003234 QMRO: qmroHref Alielden K, Camporeale E, Korsós MB et al. (2023). Prediction Interval of Interface Regions: Machine Learning Nowcasting Approach. nameOfConference DOI: 10.1029/2022sw003326 QMRO: qmroHref Napoletano G, Foldes R, Camporeale E et al. (2022). Parameter Distributions for the Drag‐Based Modeling of CME Propagation. nameOfConference DOI: 10.1029/2021sw002925 QMRO: qmroHref Iong D, Chen Y, Toth G et al. (2022). New Findings From Explainable SYM‐H Forecasting Using Gradient Boosting Machines. nameOfConference DOI: 10.1029/2021sw002928 QMRO: qmroHref Hu A, Shneider C, Tiwari A et al. (2022). Probabilistic Prediction of Dst Storms One‐Day‐Ahead Using Full‐Disk SoHO Images. nameOfConference DOI: 10.1029/2022sw003064 QMRO: qmroHref Hua M, Bortnik J, Kellerman AC et al. (2022). Ensemble Modeling of Radiation Belt Electron Flux Decay Following a Geomagnetic Storm: Dependence on Key Input Parameters. nameOfConference DOI: 10.1029/2022sw003051 QMRO: qmroHref Camporeale E, Wilkie GJ, Drozdov AY et al. (2022). Data‐Driven Discovery of Fokker‐Planck Equation for the Earth's Radiation Belts Electrons Using Physics‐Informed Neural Networks. nameOfConference DOI: 10.1029/2022ja030377 QMRO: qmroHref Ripoll J-F, Kluth G, Has S et al. (2022). Exploring pitch-angle diffusion during high speed streams with neural networks. 2022 3rd URSI Atlantic and Asia Pacific Radio Science Meeting (AT-AP-RASC) DOI: 10.23919/at-ap-rasc54737.2022.9814235 QMRO: qmroHref Kluth G, Ripoll J-F, Has S et al. (publicationYear). Machine Learning Methods Applied to the Global Modeling of Event-Driven Pitch Angle Diffusion Coefficients During High Speed Streams. nameOfConference DOI: 10.3389/fphy.2022.786639 QMRO: qmroHref McGranaghan RM, Camporeale E, Georgoulis M et al. (2021). Space Weather research in the Digital Age and across the full data lifecycle: Introduction to the Topical Issue. nameOfConference DOI: 10.1051/swsc/2021037 QMRO: qmroHref Feraco F, Marino R, Primavera L et al. (2021). Connecting large-scale velocity and temperature bursts with small-scale intermittency in stratified turbulence. nameOfConference DOI: 10.1209/0295-5075/135/14001 QMRO: qmroHref Bortnik J, Camporeale E (2021). Ten Ways to Apply Machine Learning in Earth and Space Sciences. nameOfConference DOI: 10.1029/2021eo160257 QMRO: qmroHref McGranaghan RM, Ziegler J, Bloch T et al. (2021). Toward a Next Generation Particle Precipitation Model: Mesoscale Prediction Through Machine Learning (a Case Study and Framework for Progress). nameOfConference DOI: 10.1029/2020sw002684 QMRO: qmroHref Camporeale E, Carè A (2021). ACCRUE: ACCURATE AND RELIABLE UNCERTAINTY ESTIMATE IN DETERMINISTIC MODELS. nameOfConference DOI: 10.1615/int.j.uncertaintyquantification.2021034623 QMRO: qmroHref Camporeale E, Cash MD, Singer HJ et al. (2020). A Gray‐Box Model for a Probabilistic Estimate of Regional Ground Magnetic Perturbations: Enhancing the NOAA Operational Geospace Model With Machine Learning. nameOfConference DOI: 10.1029/2019ja027684 QMRO: qmroHref Hu A, Sisti M, Finelli F et al. (2020). Identifying Magnetic Reconnection in 2D Hybrid Vlasov Maxwell Simulations with Convolutional Neural Networks. nameOfConference DOI: 10.3847/1538-4357/aba527 QMRO: qmroHref Cerri SS, Camporeale E (2020). Space-filter techniques for quasi-neutral hybrid-kinetic models. nameOfConference DOI: 10.1063/5.0012924 QMRO: qmroHref Sarma R, Chandorkar M, Zhelavskaya I et al. (2020). Bayesian Inference of Quasi‐Linear Radial Diffusion Parameters using Van Allen Probes. nameOfConference DOI: 10.1029/2019ja027618 QMRO: qmroHref Camporeale E, Committee of ML‐Helio TSO (2020). ML‐Helio: An Emerging Community at the Intersection Between Heliophysics and Machine Learning. nameOfConference DOI: 10.1029/2019ja027502 QMRO: qmroHref Proverbio AM, Camporeale E, Brusa A (publicationYear). Multimodal Recognition of Emotions in Music and Facial Expressions. nameOfConference DOI: 10.3389/fnhum.2020.00032 QMRO: qmroHref Pezzi O, Cozzani G, Califano F et al. (2019). ViDA: a Vlasov–DArwin solver for plasma physics at electron scales. nameOfConference DOI: 10.1017/s0022377819000631 QMRO: qmroHref Camporeale E (2019). The Challenge of Machine Learning in Space Weather: Nowcasting and Forecasting. nameOfConference DOI: 10.1029/2018sw002061 QMRO: qmroHref Pezzi O, Valentini F, Servidio S et al. (2019). Fourier–Hermite decomposition of the collisional Vlasov–Maxwell system: implications for the velocity-space cascade. nameOfConference DOI: 10.1088/1361-6587/ab04d5 QMRO: qmroHref Camporeale E, Chu X, Agapitov OV et al. (2019). On the Generation of Probabilistic Forecasts From Deterministic Models. nameOfConference DOI: 10.1029/2018sw002026 QMRO: qmroHref Gruet MA, Chandorkar M, Sicard A et al. (2018). Multiple‐Hour‐Ahead Forecast of the Dst Index Using a Combination of Long Short‐Term Memory Neural Network and Gaussian Process. nameOfConference DOI: 10.1029/2018sw001898 QMRO: qmroHref Camporeale E, Wing S, Johnson J (2018). Space Weather in the Machine Learning Era. nameOfConference DOI: 10.1029/2018eo101897 QMRO: qmroHref Johnson JR, Wing S, Camporeale E (publicationYear). Transfer entropy and cumulant-based cost as measures of nonlinear causal relationships in space plasmas: applications to Dst. nameOfConference DOI: 10.5194/angeo-36-945-2018 QMRO: qmroHref Camporeale E, Sorriso-Valvo L, Califano F et al. (2018). Coherent Structures and Spectral Energy Transfer in Turbulent Plasma: A Space-Filter Approach. nameOfConference DOI: 10.1103/physrevlett.120.125101 QMRO: qmroHref Camporeale E, Wing S, Johnson J et al. (2018). Space Weather in the Machine Learning Era: A Multidisciplinary Approach. nameOfConference DOI: 10.1002/2017sw001775 QMRO: qmroHref Carè A, Camporeale E (2018). Chapter 4 Regression. nameOfConference DOI: 10.1016/b978-0-12-811788-0.00004-4 QMRO: qmroHref Wing S, Johnson JR, Camporeale E et al. (2018). Chapter 6 Untangling the Solar Wind Drivers of the Radiation Belt: An Information Theoretical Approach. nameOfConference DOI: 10.1016/b978-0-12-811788-0.00006-8 QMRO: qmroHref Chandorkar M, Camporeale E (2018). Chapter 9 Probabilistic Forecasting of Geomagnetic Indices Using Gaussian Process Models. nameOfConference DOI: 10.1016/b978-0-12-811788-0.00009-3 QMRO: qmroHref Camporeale E, Wing S, Johnson JR (2018). Introduction. nameOfConference DOI: 10.1016/b978-0-12-811788-0.09987-x QMRO: qmroHref Camporeale E, Carè A, Borovsky JE (2017). Classification of Solar Wind With Machine Learning. nameOfConference DOI: 10.1002/2017ja024383 QMRO: qmroHref Wing S, Johnson JR, Camporeale E (2017). Dawn‐Dusk Asymmetries in the Auroral Particle Precipitation and Their Modulations by Substorms. nameOfConference DOI: 10.1002/9781119216346.ch20 QMRO: qmroHref Chandorkar M, Camporeale E, Wing S (2017). Probabilistic forecasting of the disturbance storm time index: An autoregressive Gaussian process approach. nameOfConference DOI: 10.1002/2017sw001627 QMRO: qmroHref Camporeale E, Tronci C (2017). Electron inertia and quasi-neutrality in the Weibel instability. nameOfConference DOI: 10.1017/s0022377817000381 QMRO: qmroHref Camporeale E, Burgess D (2017). Comparison of linear modes in kinetic plasma models. nameOfConference DOI: 10.1017/S0022377817000277 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/25969 Camporeale E, Agnihotri A, Rutjes C (2017). ADAPTIVE SELECTION OF SAMPLING POINTS FOR UNCERTAINTY QUANTIFICATION. nameOfConference DOI: 10.1615/int.j.uncertaintyquantification.2017020027 QMRO: qmroHref Camporeale E, Shprits Y, Chandorkar M et al. (2016). On the propagation of uncertainties in radiation belt simulations. nameOfConference DOI: 10.1002/2016sw001494 QMRO: qmroHref Wing S, Johnson JR, Camporeale E et al. (2016). Information theoretical approach to discovering solar wind drivers of the outer radiation belt. nameOfConference DOI: 10.1002/2016ja022711 QMRO: qmroHref Vaivads A, Retino A, Soucek J et al. (2016). Turbulence Heating Observer - Satellite Mission Proposal. nameOfConference DOI: 10.1017/S0022377816000775 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/19005 Pezzi O, Camporeale E, Valentini F (2016). Collisional effects on the numerical recurrence in Vlasov-Poisson simulations. nameOfConference DOI: 10.1063/1.4940963 QMRO: qmroHref Camporeale E, Delzanno GL, Bergen BK et al. (2016). On the velocity space discretization for the Vlasov–Poisson system: Comparison between implicit Hermite spectral and Particle-in-Cell methods. nameOfConference DOI: 10.1016/j.cpc.2015.09.002 QMRO: qmroHref Camporeale E, Zimbardo G (2015). Wave-particle interactions with parallel whistler waves: Nonlinear and time-dependent effects revealed by particle-in-cell simulations. nameOfConference DOI: 10.1063/1.4929853 QMRO: qmroHref Camporeale E (2015). Resonant and nonresonant whistlers‐particle interaction in the radiation belts. nameOfConference DOI: 10.1002/2015gl063874 QMRO: qmroHref Camporeale E, Hogan EA, MacDonald EA (publicationYear). Approximate semi-analytical solutions for the steady-state expansion of a contactor plasma. nameOfConference DOI: 10.1088/0963-0252/24/2/025014 QMRO: qmroHref Tronci C, Camporeale E (2015). Neutral Vlasov kinetic theory of magnetized plasmas. nameOfConference DOI: 10.1063/1.4907665 QMRO: qmroHref Haynes CT, Burgess D, Camporeale E et al. (2015). Electron vortex magnetic holes: A nonlinear coherent plasma structure. nameOfConference DOI: 10.1063/1.4906356 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/7025 Camporeale E (2015). Internal american visions of the italian Renaissance: from the Gilded Age to the Twenties. nameOfConference DOI: doi QMRO: qmroHref Vásconez CL, Valentini F, Camporeale E et al. (2014). Vlasov simulations of kinetic Alfvén waves at proton kinetic scales. nameOfConference DOI: 10.1063/1.4901583 QMRO: qmroHref Tronci C, Tassi E, Camporeale E et al. (2014). Hybrid Vlasov-MHD models: Hamiltonian vs. non-Hamiltonian. nameOfConference DOI: 10.1088/0741-3335/56/9/095008 QMRO: qmroHref Haynes CT, Burgess D, Camporeale E (2014). RECONNECTION AND ELECTRON TEMPERATURE ANISOTROPY IN SUB-PROTON SCALE PLASMA TURBULENCE. nameOfConference DOI: 10.1088/0004-637X/783/1/38 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/19568 Camporeale E, Delzanno GL, Zaharia S et al. (2013). Reply to comment by J. M. Albert on “On the numerical simulation of particle dynamics in the radiation belt. Part I: Implicit and semi‐implicit schemes” and “On the numerical simulation of particle dynamics in the radiation belt. Part II: Procedure based on the diagonalization of the diffusion tensor”. nameOfConference DOI: 10.1002/2013ja019389 QMRO: qmroHref Delzanno GL, Camporeale E, Moulton JD et al. (2013). CPIC: A Curvilinear Particle-in-Cell Code for Plasma–Material Interaction Studies. nameOfConference DOI: 10.1109/tps.2013.2290060 QMRO: qmroHref Delzanno GL, Camporeale E (2013). On particle movers in cylindrical geometry for Particle-In-Cell simulations. nameOfConference DOI: 10.1016/j.jcp.2013.07.007 QMRO: qmroHref Tu W, Cunningham GS, Chen Y et al. (2013). Modeling radiation belt electron dynamics during GEM challenge intervals with the DREAM3D diffusion model. nameOfConference DOI: 10.1002/jgra.50560 QMRO: qmroHref Camporeale E, Delzanno GL, Zaharia S et al. (2013). On the numerical simulation of particle dynamics in the radiation belt: 1. Implicit and semi‐implicit schemes. nameOfConference DOI: 10.1002/jgra.50293 QMRO: qmroHref Camporeale E, Delzanno GL, Zaharia S et al. (2013). On the numerical simulation of particle dynamics in the radiation belt: 2. Procedure based on the diagonalization of the diffusion tensor. nameOfConference DOI: 10.1002/jgra.50278 QMRO: qmroHref Camporeale E, Delzanno GL, Colestock P (2012). Lower hybrid to whistler mode conversion on a density striation. nameOfConference DOI: 10.1029/2012ja017726 QMRO: qmroHref Welling DT, Koller J, Camporeale E (publicationYear). Verification of SpacePy's radial diffusion radiation belt model. nameOfConference DOI: 10.5194/gmd-5-277-2012 QMRO: qmroHref Camporeale E, Burgess D (2011). THE DISSIPATION OF SOLAR WIND TURBULENT FLUCTUATIONS AT ELECTRON SCALES (vol 730, pg 114, 2011). nameOfConference DOI: 10.1088/0004-637X/735/1/67 QMRO: qmroHref Camporeale E (2012). Nonmodal Linear Theory for Space Plasmas. nameOfConference DOI: 10.1007/s11214-011-9764-1 QMRO: qmroHref Camporeale E, Burgess D (2011). THE DISSIPATION OF SOLAR WIND TURBULENT FLUCTUATIONS AT ELECTRON SCALES. nameOfConference DOI: 10.1088/0004-637x/730/2/114 QMRO: qmroHref Camporeale E (2011). Nonmodal Linear Theory for Space Plasmas. nameOfConference DOI: 10.1007/978-1-4614-6461-7_26 QMRO: qmroHref Camporeale E, Passot T, Burgess D (2010). IMPLICATIONS OF A NON-MODAL LINEAR THEORY FOR THE MARGINAL STABILITY STATE AND THE DISSIPATION OF FLUCTUATIONS IN THE SOLAR WIND. nameOfConference DOI: 10.1088/0004-637X/715/1/260 QMRO: qmroHref Camporeale E, Burgess D (2010). ELECTRON TEMPERATURE ANISOTROPY IN AN EXPANDING PLASMA: PARTICLE-IN-CELL SIMULATIONS. nameOfConference DOI: 10.1088/0004-637X/710/2/1848 QMRO: qmroHref Camporeale E, Burgess D, Passot T (2009). Transient growth in stable collisionless plasma. nameOfConference DOI: 10.1063/1.3094759 QMRO: qmroHref Markidis S, Camporeale E, Burgess D et al. (2009). Parsek2D: An Implicit Parallel Particle-in-Cell Code. nameOfConference DOI: doi QMRO: qmroHref Camporeale E, Burgess D (2008). Electron firehose instability: Kinetic linear theory and two-dimensional particle-in-cell simulations. nameOfConference DOI: 10.1029/2008JA013043 QMRO: qmroHref Camporeale E, Delzanno GL, Lapenta G et al. (2006). New approach for the study of linear Vlasov stability of inhomogeneous systems. nameOfConference DOI: 10.1063/1.2345358 QMRO: qmroHref Camporeale E, Lapenta G (2005). Model of bifurcated current sheets in the Earth's magnetotail: Equilibrium and stability. nameOfConference DOI: 10.1029/2004JA010779 QMRO: qmroHref Camporeale E (2002). Telling Time in Florence Cathedral: the Frescoed Clock by Paolo Uccello and Coeval Tuscan Public Clocks. nameOfConference DOI: 10.3406/inter.2002.1231 QMRO: qmroHref