Gianluigi Rozza

14.5k citations
220 papers · 8.1k · 4 hit papers · h-index 40

Impact in

Papers in

    • Model Reduction and Neural Networks 163
    • Advanced Numerical Methods in Computational Mathematics 69
    • Fluid Dynamics and Vibration Analysis 45
    • Fluid Dynamics and Turbulent Flows 29
    • Computational Fluid Dynamics and Aerodynamics 23

Gianluigi Rozza

215 papers receiving 7.8k citations

Gianluigi Rozza's Hit Papers

Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next 2022 · 1.4k citations
1.4k0+6+12Years since publication4008001.2k

Peers

Gianluigi Rozza
Comparison fields: 5 of 140
  • Statistical and Nonlinear Physics 5.4k
  • Statistics, Probability and Uncertainty 2.1k
  • Computational Mechanics 3.9k
  • Numerical Analysis 961
  • Computational Mathematics 38
Replace Anthony T. Patera with:
Anthony T. Patera United States
Ngoc Cuong Nguyen United States
Andrea Manzoni Italy
Clarence W. Rowley United States
Fabio Nobile Switzerland
J. Peraire United States
Gal Berkooz United States
Dongbin Xiu United States
Juan J. Alonso United States
Karl Kunisch Austria
Gianluigi Rozza relative to Anthony T. Patera United States Anthony T. Patera's profile →
Citations per field
00.5×10.3×
Anthony T. Patera · 1×
Citations per year

Countries citing papers authored by Gianluigi Rozza

Since Specialization
Citations

This map shows the geographic impact of Gianluigi Rozza'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 Gianluigi Rozza with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Gianluigi Rozza more than expected).

Fields of papers citing papers by Gianluigi Rozza

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Gianluigi Rozza. 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 Gianluigi Rozza. The network helps show where Gianluigi Rozza may publish in the future.

Co-authors

The 25 scholars most cited alongside Gianluigi Rozza, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Gianluigi Rozza Line = papers co-authored together Gianluigi Rozza links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 220 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next
Hit paper breakdown →
20221363
2
Reduced Basis Approximation and a Posteriori Error Estimation for Affinely Parametrized Elliptic Coercive Partial Differential Equations
Hit paper breakdown →
2008746
3
Certified Reduced Basis Methods for Parametrized Partial Differential Equations
Hit paper breakdown →
2015620
4
Reduced Order Methods for Modeling and Computational Reduction
Hit paper breakdown →
2014310
5 2011177
6 2006175
7 2014174
8 2007164
9 2007162
10 2020140
11 2018133
12 2016111
13 2007105
14 201197
15 201095
16 200989
17 201784
18 200382
19 201382
20 201875

About Gianluigi Rozza

Gianluigi Rozza is a scholar working on Statistical and Nonlinear Physics, Computational Mechanics, Statistics, Probability and Uncertainty, Numerical Analysis and Aerospace Engineering, having authored 220 papers that have together received 8.1k indexed citations. Recurring topics across this work include Model Reduction and Neural Networks (163 papers), Advanced Numerical Methods in Computational Mathematics (69 papers), Probabilistic and Robust Engineering Design (57 papers), Fluid Dynamics and Vibration Analysis (45 papers), Numerical methods for differential equations (32 papers), Fluid Dynamics and Turbulent Flows (29 papers), Computational Fluid Dynamics and Aerodynamics (23 papers) and Numerical methods in engineering (17 papers). The work is most often cited by research in Statistical and Nonlinear Physics (5.4k citations), Statistics, Probability and Uncertainty (2.1k citations), Computational Mechanics (3.9k citations), Numerical Analysis (961 citations) and Computational Mathematics (38 citations). Gianluigi Rozza has collaborated with scholars based in Italy, Switzerland and United States. Frequent co-authors include Alfio Quarteroni, D.B.P. Huynh, Andrea Manzoni, A.T. Patera, Jan S. Hesthaven, Francesco Piccialli, Salvatore Cuomo, Fabio Giampaolo, Vincenzo Schiano Di Cola and Maziar Raissi. Their work appears in journals such as Journal of Scientific Computing, Journal of Computational Physics, Computer Methods in Applied Mechanics and Engineering, Computers & Fluids and International Journal for Numerical Methods in Engineering.

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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