MAININI, LAURA

MAININI, LAURA  

Dipartimento di Ingegneria Meccanica e Aerospaziale  

014454  

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Citazione Data di pubblicazione Autori File
Active Learning and Bayesian Optimization: A Unified Perspective to Learn with a Goal / Di Fiore, F.; Nardelli, M.; Mainini, L.. - In: ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING. - ISSN 1134-3060. - (2024). [10.1007/s11831-024-10064-z] 1-gen-2024 Di Fiore F.Nardelli M.Mainini L. s11831-024-10064-z.pdf
FREEDOM: Validated Method for the Rapid Assessment of Incipient Multimodal Faults of Complex Aerospace Systems / Di Fiore, Francesco; Berri, Pier Carlo; Mainini, Laura. - In: AIAA JOURNAL. - ISSN 1533-385X. - ELETTRONICO. - 62:2(2024). [10.2514/1.J062911] 1-gen-2024 Di Fiore, FrancescoBerri, Pier CarloMainini, Laura DiFiore_Berri_Mainini_FREEDOM.pdf
Physics-aware multifidelity Bayesian optimization: A generalized formulation / Di Fiore, F.; Mainini, L.. - In: COMPUTERS & STRUCTURES. - ISSN 0045-7949. - 296:(2024). [10.1016/j.compstruc.2024.107302] 1-gen-2024 Di Fiore F.Mainini L. DiFiore_Mainini_CAS2024.pdf
NM-MF: Non-Myopic Multifidelity Framework for Constrained Multi-Regime Aerodynamic Optimization / DI FIORE, Francesco; Mainini, Laura. - In: AIAA JOURNAL. - ISSN 0001-1452. - 61:3(2023), pp. 1270-1280. [10.2514/1.J062219] 1-gen-2023 Francesco Di FioreLaura Mainini DiFiore_Mainini_AIAAJ2023.pdf
Non-myopic multipoint multifidelity Bayesian framework for multidisciplinary design / DI FIORE, Francesco; Mainini, Laura. - In: SCIENTIFIC REPORTS. - ISSN 2045-2322. - 13:1(2023). [10.1038/s41598-023-48757-3] 1-gen-2023 Francesco Di FioreLaura Mainini DiFiore_Mainini_NSR2023.pdf
RAAL: Resource Aware Active Learning for Multifidelity Efficient Optimization / Grassi, F.; Manganini, G.; Garraffa, M.; Mainini, L.. - In: AIAA JOURNAL. - ISSN 0001-1452. - 61:6(2023), pp. 2744-2753. [10.2514/1.J061383] 1-gen-2023 Garraffa M.Mainini L. + -
Learning for Predictions: Real-Time Reliability Assessment of Aerospace Systems / Berri, Pier Carlo; Dalla Vedova, Matteo D. L.; Mainini, Laura. - In: AIAA JOURNAL. - ISSN 0001-1452. - ELETTRONICO. - 60:2(2022), pp. 1-12. [10.2514/1.J060664] 1-gen-2022 Berri, Pier CarloDalla Vedova, Matteo D. L.Mainini, Laura BerriDallaVedovaMainini_AIAAJ2021.pdf
MarsGarden: Designing an ecosystem for a sustainable multiplanetary future / Hinterman, Eric; Moccia, Aldo; Baber, Sheila; Maffia, Fabio; Sciarretta, Samuele; Smith, Thomas; Stamler, Natasha; Nowak, Hans; Lukic, Jana; Sumini, Valentina; Zhan, Zhuchang; Schneiderman, Tajana; Lordos, George; Seaman, Elliott; Babakhanova, Siranush; Kusters, Joseph; BERNELLI ZAZZERA, Franco; Maggiore, Paolo; Mainini, Laura; Hoffman, Jeffrey. - In: ACTA ASTRONAUTICA. - ISSN 0094-5765. - ELETTRONICO. - 195:(2022), pp. 445-455. [10.1016/j.actaastro.2022.03.011] 1-gen-2022 Fabio MaffiaSamuele SciarrettaValentina SuminiFranco Bernelli-ZazzeraPaolo MaggioreLaura Mainini + HintermanAl2022_ActaAstronautica_Published.pdf
Computational framework for real-time diagnostics and prognostics of aircraft actuation systems / Berri, Pier Carlo; Dalla Vedova, Matteo D. L.; Mainini, Laura. - In: COMPUTERS IN INDUSTRY. - ISSN 0166-3615. - ELETTRONICO. - 132:(2021), p. 103523. [10.1016/j.compind.2021.103523] 1-gen-2021 Berri, Pier CarloDalla Vedova, Matteo D. L.Mainini, Laura COMIND_Lug_2021.pdfpaper-Berri-DallaVedova-Mainini FINAL_DRAFT.pdf
Multifidelity domain-aware learning for the design of re-entry vehicles / Di Fiore, Francesco; Maggiore, Paolo; Mainini, Laura. - In: STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION. - ISSN 1615-147X. - Special Issue dedicated to Dr. Raphael T. Haftka.:(2021). [10.1007/s00158-021-03037-4] 1-gen-2021 Di Fiore, FrancescoMaggiore, PaoloMainini, Laura DiFioreMaggioreMainini2021_Article_MultifidelityDomain-awareLearningfortheDesignofRe‑EntryVehicles.pdf
A modelling and simulation framework for the integrated design of aircraft systems / Cimmino, N.; Ponnusamy, S. S.; Garriga, A. G.; Mainini, L.. - In: PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS. PART G, JOURNAL OF AEROSPACE ENGINEERING. - ISSN 0954-4100. - ELETTRONICO. - 234:10(2020), pp. 1648-1660. [10.1177/0954410019835726] 1-gen-2020 Mainini L. + 0954410019835726.pdf
Multidisciplinary design optimization for hybrid electric vehicles: component sizing and multi-fidelity frontal crashworthiness / Anselma, P. G.; Boursier Niutta, C.; Mainini, L.; Belingardi, G.. - In: STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION. - ISSN 1615-1488. - 62:4(2020), pp. 2149-2166. [10.1007/s00158-020-02603-6] 1-gen-2020 Anselma, P. G.Boursier Niutta, C.Mainini, L.Belingardi, G. Anselma2020_Article_MultidisciplinaryDesignOptimiz.pdf
A machine learning enabled multi-fidelity platform for the integrated design of aircraft systems / Garriga, A. G.; Mainini, L.; Ponnusamy, S. S.. - In: JOURNAL OF MECHANICAL DESIGN. - ISSN 1050-0472. - ELETTRONICO. - 141:12(2019). [10.1115/1.4044401] 1-gen-2019 Mainini L. + md_141_12_121405.pdf
Projection-based model reduction: Formulations for physics-based machine learning / Swischuk, R.; Mainini, L.; Peherstorfer, B.; Willcox, K.. - In: COMPUTERS & FLUIDS. - ISSN 0045-7930. - 179:(2019), pp. 704-717. [10.1016/j.compfluid.2018.07.021] 1-gen-2019 Mainini L. + 1-s2.0-S0045793018304250-main.pdf
A modelling framework to support power architecture trade-off studies for More-Electric Aircraft / Garcia Garriga, Ana; Govindaraju, Parithi; Ponnusamy Sangeeth, Saagar; Cimmino, Nicola; Mainini, Laura. - In: TRANSPORTATION RESEARCH PROCEDIA. - ISSN 2352-1465. - 29:2018(2018), pp. 146-156. [10.1016/j.trpro.2018.02.013] 1-gen-2018 Mainini Laura + a_modelling_1-s2.0-S2352146518300176-main.pdf
Data to decisions: Real-time structural assessment from sparse measurements affected by uncertainty / Mainini, Laura; Willcox, Karen E.. - In: COMPUTERS & STRUCTURES. - ISSN 0045-7949. - 182:(2017), pp. 296-312. [10.1016/j.compstruc.2016.12.007] 1-gen-2017 Mainini, Laura + -
Surrogate modeling approach to support real-time structural assessment and decision making / Mainini, L.; Willcox, K.. - In: AIAA JOURNAL. - ISSN 0001-1452. - 53:6(2015), pp. 1612-1626. [10.2514/1.J053464] 1-gen-2015 Mainini, L. + -
Multifidelity DDDAS methods with application to a self-aware aerospace vehicle / Allaire, D.; Kordonowy, D.; Lecerf, M.; Mainini, L.; Willcox, K.. - In: PROCEDIA COMPUTER SCIENCE. - ISSN 1877-0509. - 29:(2014), pp. 1182-1192. [10.1016/j.procs.2014.05.106] 1-gen-2014 Mainini, L. + -
An offline/online DDDAS capability for self-aware aerospace vehicles / Allaire, D.; Chambers, J.; Cowlagi, R.; Kordonowy, D.; Lecerf, M.; Mainini, L.; Ulker, F.; Willcox, K.. - In: PROCEDIA COMPUTER SCIENCE. - ISSN 1877-0509. - 18:(2013), pp. 1959-1968. [10.1016/j.procs.2013.05.365] 1-gen-2013 Mainini, L. + -
Multidisciplinary Integrated Framework for the Optimal Design of a Jet Aircraft Wing / Mainini, Laura; Maggiore, Paolo. - In: INTERNATIONAL JOURNAL OF AEROSPACE ENGINEERING. - ISSN 1687-5966. - ELETTRONICO. - 2012:(2012). [10.1155/2012/750642] 1-gen-2012 MAININI, LAURAMAGGIORE, Paolo 2497180.pdf