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Most cited papers in Computational Mechanics

What are the most cited papers in Computational Mechanics?

The most cited paper in Computational Mechanics is "Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces" (Rainer Storn, Kenneth V. Price, 1997), with 29,587 citations. Next come "Compressed sensing" (23,533) and "Two-equation eddy-viscosity turbulence models for engineering applications" (21,460).

Showing 50 of 98 papers. Every paper with more than 4,793 citations is listed.

Most cited papers, sortable by citations and release date
#Paper
1 Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces Rainer Storn, Kenneth V. Price · Journal of Global Optimization Dec 1997 29,587
2 Compressed sensing David L. Donoho · IEEE Transactions on Information Theory Apr 2006 23,533
3 Two-equation eddy-viscosity turbulence models for engineering applications Florian R. Menter · AIAA Journal Aug 1994 21,460
4 Optical Constants of the Noble Metals P. B. Johnson, R. W. Christy · Physical review. B, Solid state 15 Dec 1972 20,103
5 An analysis of variance test for normality (complete samples) Samuel S. Shapiro, M. B. Wilk · Biometrika Dec 1965 19,971
6 Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations Maziar Raissi, Paris Perdikaris, George Em Karniadakis · Journal of Computational Physics Open access 3 Nov 2018 19,776
7 Deterministic Nonperiodic Flow Edward N. Lorenz · Journal of the Atmospheric Sciences Open access Mar 1963 19,616
8 Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images Stuart Geman, Donald Geman · IEEE Transactions on Pattern Analysis and Machine Intelligence Nov 1984 18,093
9 A discrete numerical model for granular assemblies Peter A. Cundall, Otto D. L. Strack · Géotechnique Mar 1979 17,351
10 Volume of fluid (VOF) method for the dynamics of free boundaries C.W. Hirt, B.D. Nichols · Journal of Computational Physics 1981 16,098
11 Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information Emmanuel J. Candès, Justin K. Romberg, Terence Tao · IEEE Transactions on Information Theory 25 Jan 2006 15,931
12 Fronts propagating with curvature-dependent speed: Algorithms based on Hamilton-Jacobi formulations Stanley Osher, James A. Sethian · Journal of Computational Physics Open access Nov 1988 14,114
13 Regularization Paths for Generalized Linear Models via Coordinate Descent. Jerome H. Friedman, Trevor Hastie, Rob Tibshirani · PubMed Open access 2010 14,024
14 The numerical computation of turbulent flows Brian E. Launder, D. BRIAN SPALDING · Computer Methods in Applied Mechanics and Engineering Mar 1974 12,847
15 A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems Amir Beck, Marc Teboulle · SIAM Journal on Imaging Sciences 2009 12,347
16 Cognitive radio: brain-empowered wireless communications S. Haykin · IEEE Journal on Selected Areas in Communications Feb 2005 12,031
17 Savitzky-Golay Smoothing Filters William H. Press, Saul A. Teukolsky · Computers in Physics Open access Nov 1990 11,772
18 A Statistical Distribution Function of Wide Applicability Waloddi Weibull · Journal of Applied Mechanics Sep 1951 11,600
19 SExtractor: Software for source extraction E. Bertin, Stéphane Arnouts · Astronomy & Astrophysics Supplement Series Open access Jun 1996 11,111
20 X-ray line broadening from filed aluminium and wolfram G.K. Williamson, W H Hall · Acta Metallurgica 1953 10,492
21 Active contours without edges Tony Fan-Cheong Chan, Luminita A. Vese · IEEE Transactions on Image Processing 2001 10,394
22 A continuum method for modeling surface tension Jeremiah U. Brackbill, D.B. Kothe, Ch. Zemach · Journal of Computational Physics Jun 1992 10,368
23 Marching cubes: A high resolution 3D surface construction algorithm William E. Lorensen, H. E. Cline Conference paperOpen access Aug 1987 10,249
24 UMAP: Uniform Manifold Approximation and Projection Leland McInnes, John Healy, Nathaniel Saul et al. · The Journal of Open Source Software Open access 2 Sep 2018 10,200
25 An Introduction To Compressive Sampling Emmanuel J. Candès, Michael B. Wakin · IEEE Signal Processing Magazine Mar 2008 10,167
26 PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Raffaelli Charles, Hao Su, Kaichun Mo et al. Conference paper Jul 2017 9,954
27 Dynamics of Fluids in Porous Media Jacob Bear · Soil Science Aug 1975 9,834
28 Signal Recovery From Random Measurements Via Orthogonal Matching Pursuit Joel A. Tropp, Anna C. Gilbert · IEEE Transactions on Information Theory Dec 2007 9,832
29 De-noising by soft-thresholding David L. Donoho · IEEE Transactions on Information Theory May 1995 9,709
30 $rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation Michal Aharon, Michael Elad, Alfred Marcel Bruckstein · IEEE Transactions on Signal Processing 18 Oct 2006 9,612
31 Robust Face Recognition via Sparse Representation John N. Wright, A. Yang, Arvind Ganesh et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence 14 Jan 2009 9,546
32 System identification—Theory for the user Naresh K. Sinha · Automatica May 1989 9,234
33 A Concordance Correlation Coefficient to Evaluate Reproducibility Lawrence I-Kuei Lin · Biometrics Mar 1989 8,920
34 Adaptive Subgradient Methods for Online Learning and Stochastic Optimization John C. Duchi, Elad Hazan, Yoram Singer 2010 8,604
35 Linear and Nonlinear Waves Gerald Beresford Whitham, Richard Fowler · Physics Today Jun 1975 8,303
36 Theory of Propagation of Elastic Waves in a Fluid-Saturated Porous Solid. I. Low-Frequency Range M. A. Biot · The Journal of the Acoustical Society of America Mar 1956 8,176
37 An empirical correction for absorption anisotropy ROBERT H. BLESSING · Acta Crystallographica Section A Foundations of Crystallography 1995 7,944
38 Ideal spatial adaptation by wavelet shrinkage David L. Donoho, Iain M. Johnstone · Biometrika Sep 1994 7,913
39 3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek, Ahmed Abdulkadir, Soeren S. Lienkamp et al. · Lecture notes in computer science Conference paper 2016 7,911
40 Electrospray Ionization for Mass Spectrometry of Large Biomolecules John B. Fenn, Matthias Mann, Chin Kai Meng et al. · Science 6 Oct 1989 7,638
41 Convergence Properties of the Nelder--Mead Simplex Method in Low Dimensions Jeffrey C. Lagarias, James A. Reeds, Margaret H. Wright et al. · SIAM Journal on Optimization 1998 7,523
42 Extracting and composing robust features with denoising autoencoders Pascal Vincent, Hugo Larochelle, Yoshua Bengio et al. Conference paper 2008 7,452
43 Decoding by Linear Programming Emmanuel J. Candès, Terence Tao · IEEE Transactions on Information Theory 22 Nov 2005 7,371
44 LATTICE BOLTZMANN METHOD FOR FLUID FLOWS Shiyi Chen, Gary D. Doolen · Annual Review of Fluid Mechanics Review 1998 7,339
45 Smoothed particle hydrodynamics: theory and application to non-spherical stars R. A. Gingold, Joseph J. Monaghan · Monthly Notices of the Royal Astronomical Society Dec 1977 7,263
46 Stable signal recovery from incomplete and inaccurate measurements Emmanuel J. Candès, Justin Romberg, Terence Tao · Communications on Pure and Applied Mathematics Mar 2006 7,249
47 Stochastic gradient boosting Jerome H. Friedman · Computational Statistics & Data Analysis Feb 2002 7,206
48 Towards the ultimate conservative difference scheme. V. A second-order sequel to Godunov's method Bram van Leer · Journal of Computational Physics Jul 1979 7,144
49 Sparse MRI: The application of compressed sensing for rapid MR imaging Michael S. Lustig, David L. Donoho, John M. Pauly · Magnetic Resonance in Medicine Open access 29 Oct 2007 7,086
50 Dynamic Graph CNN for Learning on Point Clouds Yue Wang, Yongbin Sun, Ziwei Liu et al. · ACM Transactions on Graphics Open access 10 Oct 2019 7,071

Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.