Scientific Computing

Scientific Computing is an applied computational discipline that uses numerical algorithms and advanced computing capabilities to solve mathematical models of problems in science and engineering.

22.4K

Publications

2.2M

Citations

59.8K

Authors

6.4K

Institutions

Publications per year

2017–2026

4.6K

Variants

Computational Science

Parents

Computational EngineeringComputer ScienceHigh-performance Computing

Children

Adaptive Mesh RefinementConditioningError AnalysisFinite Difference MethodsFinite Volume MethodsGraph AlgorithmsIterative SolversMatrix ComputationMesh GenerationMonte Carlo Methods

Publications

22.4K

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Multiwfn: A multifunctional wavefunction analyzer

Tian Lu, Feiwu Chen · Journal of Computational Chemistry · 2011 · 43K citations

Natural Sciences, Chemistry, Visualization +15

SciPy 1.0: fundamental algorithms for scientific computing in Python

Nature Methods · 2020 · 37.9K citations · Full text

Computing, Computer Science, Algorithms +5

Equation of State Calculations by Fast Computing Machines

N. Metropolis, Arianna W. Rosenbluth, M. N. Rosenbluth et al. · The Journal of Chemical Physics · 1953 · 37.1K citations

Computing, Computer Engineering, Computer Science +9

GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers

M Abraham, Teemu J. Murtola, Roland Schulz et al. · SoftwareX · 2015 · 26.8K citations · Full text

Computing, Computer Science, High-performance Computing +11

1–5 of 22.4K

Authors

59.8K

JD
Jack Dongarra
University of Tennessee at Knoxville, United States
141 publications · 11.8K citations
48
h-index
ED
Ewa Deelman
University of Southern California, United States
74 publications · 8.8K citations
39
h-index
NJ
Nicholas J. Higham
University of Manchester, United Kingdom
48 publications · 4.9K citations
34
h-index
IF
Ian Foster
Argonne National Laboratory, United States
71 publications · 8.7K citations
30
h-index
ST
Stanimire Tomov
University of Tennessee at Knoxville, United States
43 publications · 2.3K citations
24
h-index

1–5 of 59.8K

Institutions

6.4K

1–8 of 6.4K

Venues

Computer Physics Communications
598 publications · 44.6K citations
99
h-index
ACM Transactions on Mathematical Software
TOMS · 367 publications · 49.3K citations
92
h-index
Journal of Computational Physics
411 publications · 55.4K citations
87
h-index
Mathematics of Computation
MCOM · 303 publications · 60.5K citations
84
h-index
SIAM Journal on Scientific Computing
266 publications · 22.8K citations
72
h-index

1–5

See also Scientific Computing
Core Methods	Monte Carlo Methods Finite Element Analysis Finite Volume Methods Iterative Solvers Optimization Algorithms Discretization Parallel Computing Iterative Refinement Memoization
Applications	Computational Fluid Dynamics Image Processing Computational Physics Computational Chemistry Traffic Modeling Materials Science Weather Forecasting Predictive Epidemiology Emergency Evacuation Planning Astrophysics Oceanography Aerospace Engineering Automotive Engineering Structural Engineering Particle Physics Seismology Biomedical Sciences
Software Tools	Intrinsic Rate Of Increase
Evaluation	Performance Evaluation Energy Efficiency Iterative Refinement Numerical Stability Error Analysis Computational Efficiency
Computing Infrastructure	Cluster Computing Parallel Computing Distributed Storage Infiniband Distributed Computing Multicore Processor Design Field-programmable Gate Arrays Cloud Computing Grid Computing