Andrea Manzoni

6.6k total citations · 3 hit papers
124 papers, 3.7k citations indexed

About

Andrea Manzoni is a scholar working on Statistical and Nonlinear Physics, Computational Mechanics and Statistics, Probability and Uncertainty. According to data from OpenAlex, Andrea Manzoni has authored 124 papers receiving a total of 3.7k indexed citations (citations by other indexed papers that have themselves been cited), including 60 papers in Statistical and Nonlinear Physics, 47 papers in Computational Mechanics and 28 papers in Statistics, Probability and Uncertainty. Recurrent topics in Andrea Manzoni's work include Model Reduction and Neural Networks (59 papers), Probabilistic and Robust Engineering Design (28 papers) and Advanced Numerical Methods in Computational Mathematics (25 papers). Andrea Manzoni is often cited by papers focused on Model Reduction and Neural Networks (59 papers), Probabilistic and Robust Engineering Design (28 papers) and Advanced Numerical Methods in Computational Mathematics (25 papers). Andrea Manzoni collaborates with scholars based in Italy, Switzerland and United States. Andrea Manzoni's co-authors include Alfio Quarteroni, Federico Negri, Gianluigi Rozza, Stefania Fresca, Christian Vergara, Francesco Ballarin, Stefano Mariani, Stefano Pagani, Luca Dede’ and Toni Lassila and has published in prestigious journals such as Nature Communications, Journal of Clinical Oncology and SHILAP Revista de lepidopterología.

In The Last Decade

Andrea Manzoni

117 papers receiving 3.5k citations

Hit Papers

align trajectories sort by overperformance

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

Reduced Basis Methods for Partial Differential Equations: An Introduction

2015 408 citations Alfio Quarteroni, Andrea Manzoni et al. profile →
Reduced Basis Methods for Partial Differential Equations

2015 343 citations Alfio Quarteroni, Andrea Manzoni et al. profile →
POD-DL-ROM: Enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decomposition

2022 164 citations Stefania Fresca, Andrea Manzoni arXiv (Cornell University) profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name	h						Papers	Cites
Andrea Manzoni Italy	32	2.2k	1.5k	906	398	393	124	3.7k
Fabio Nobile Switzerland	35	944 0.4×	2.9k 1.9×	2.9k 3.2×	636 1.6×	695 1.8×	128	6.5k
Gianluigi Rozza Italy	39	5.3k 2.5×	3.8k 2.6×	2.1k 2.3×	949 2.4×	483 1.2×	220	7.8k
Omar Ghattas United States	39	999 0.5×	1.3k 0.9×	937 1.0×	353 0.9×	485 1.2×	122	5.2k
Raúl Tempone Saudi Arabia	31	927 0.4×	1.2k 0.8×	3.7k 4.1×	442 1.1×	815 2.1×	137	5.0k
Ngoc Cuong Nguyen United States	34	2.0k 0.9×	3.1k 2.1×	927 1.0×	813 2.0×	183 0.5×	135	5.1k
Tan Bui–Thanh United States	20	965 0.4×	806 0.6×	692 0.8×	194 0.5×	126 0.3×	58	2.0k
Gianluca Iaccarino United States	45	1.2k 0.6×	7.6k 5.2×	1.4k 1.6×	108 0.3×	401 1.0×	280	10.4k
Michel Lesoinne United States	27	545 0.3×	2.9k 2.0×	381 0.4×	354 0.9×	306 0.8×	45	3.8k
Benjamin Peherstorfer United States	22	1.6k 0.7×	732 0.5×	1.3k 1.4×	213 0.5×	261 0.7×	63	2.8k

Countries citing papers authored by Andrea Manzoni

Since Specialization

Citations

This map shows the geographic impact of Andrea Manzoni's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Andrea Manzoni with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Andrea Manzoni more than expected).

Fields of papers citing papers by Andrea Manzoni

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Andrea Manzoni. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Andrea Manzoni. The network helps show where Andrea Manzoni may publish in the future.

Co-authorship network of co-authors of Andrea Manzoni

This figure shows the co-authorship network connecting the top 25 collaborators of Andrea Manzoni. A scholar is included among the top collaborators of Andrea Manzoni based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Andrea Manzoni. Andrea Manzoni is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

Sort: Min cites: Since: Top N: Style:

20 of 20 papers shown

Fresca, Stefania, et al.. (2025). Handling geometrical variability in nonlinear reduced order modeling through Continuous Geometry-Aware DL-ROMs. Computer Methods in Applied Mechanics and Engineering. 442. 117989–117989.

Fasel, Urban, et al.. (2025). Interpretable and efficient data-driven discovery and control of distributed systems. SHILAP Revista de lepidopterología. 6.

Braghin, Francesco, et al.. (2025). Reduced order modeling with shallow recurrent decoder networks. Nature Communications. 16(1). 10260–10260.

Fresca, Stefania, et al.. (2025). On latent dynamics learning in nonlinear reduced order modeling. Neural Networks. 185. 107146–107146. 1 indexed citations

Manzoni, Andrea, et al.. (2025). Robust optimal density control of robotic swarms. Automatica. 176. 112218–112218. 1 indexed citations

Breschi, Valentina, et al.. (2024). SINDy vs Hard Nonlinearities and Hidden Dynamics: a Benchmarking Study. IFAC-PapersOnLine. 58(15). 49–54. 2 indexed citations

Fresca, Stefania, et al.. (2024). PTPI-DL-ROMs: Pre-trained physics-informed deep learning-based reduced order models for nonlinear parametrized PDEs. Computer Methods in Applied Mechanics and Engineering. 432. 117404–117404. 8 indexed citations

Fresca, Stefania, et al.. (2023). Uncertainty quantification for nonlinear solid mechanics using reduced order models with Gaussian process regression. Computers & Mathematics with Applications. 149. 1–23. 17 indexed citations

Manzoni, Andrea, et al.. (2022). Stereotactic Radiosurgery with Gamma Knife in Recurrent Rathke's Cleft Cyst. Neurology India. 70(3). 1260–1262. 3 indexed citations

10.

Guo, Mengwu, et al.. (2022). Multi-fidelity surrogate modeling using long short-term memory networks. Computer Methods in Applied Mechanics and Engineering. 404. 115811–115811. 49 indexed citations

11.

Fresca, Stefania & Andrea Manzoni. (2021). Real-Time Simulation of Parameter-Dependent Fluid Flows through Deep Learning-Based Reduced Order Models. MDPI (MDPI AG). 37 indexed citations

12.

Manzoni, Andrea, et al.. (2021). Health Monitoring of Civil Structures: A MCMC Approach Based on a Multi-Fidelity Deep Neural Network Surrogate. MDPI (MDPI AG). 16–16. 2 indexed citations

13.

Manzoni, Andrea, et al.. (2020). Fully convolutional networks for structural health monitoring through\n multivariate time series classification. arXiv (Cornell University). 34 indexed citations

14.

Manzoni, Andrea & Stefano Pagani. (2019). A certified RB method for PDE-constrained parametric optimization problems. SHILAP Revista de lepidopterología. 10(1). 123–152. 3 indexed citations

15.

Santo, Niccolò Dal, Simone Deparis, Andrea Manzoni, & Alfio Quarteroni. (2019). MATHICSE Technical Report : Multi space reduced basis preconditioners for parametrized Stokes equations. Infoscience (Ecole Polytechnique Fédérale de Lausanne).

16.

Beretta, Elena, et al.. (2017). A reconstruction algorithm based on topological gradient for an inverse problem related to a \n semilinear elliptic boundary value problem. Virtual Community of Pathological Anatomy (University of Castilla La Mancha). 12 indexed citations

17.

Maday, Yvon, Andrea Manzoni, & Alfio Quarteroni. (2016). An online intrinsic stabilization strategy for the reduced basis approximation of parametrized advection-dominated problems. Comptes Rendus Mathématique. 354(12). 1188–1194. 9 indexed citations

18.

D’Amico, Michele, et al.. (2016). Use of Operational Microwave Link Measurements for the Tomographic Reconstruction of 2-D Maps of Accumulated Rainfall. IEEE Geoscience and Remote Sensing Letters. 13(12). 1827–1831. 31 indexed citations

19.

Ballarin, Francesco, Andrea Manzoni, Alfio Quarteroni, & Gianluigi Rozza. (2015). Supremizer stabilization of POD-Galerkin approximation of parametrized Navier-Stokes equations. 71(1). 3 indexed citations

20.

Manzoni, Andrea, et al.. (2015). Simulating the impact of extreme weather events on port operations. RMIT Research Repository (RMIT University Library). 1 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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