CSDMS models by numbers

From CSDMS

Models, tools and components

Models, tools and components per domain

Domain Models Tools Components
All domains 316 134 35
Terrestrial 163 112 11
Coastal 85 18 10
Marine 55 15 5
Hydrology 116 80 25
Geodynamic 19 5 1
Carbonate models 1 2 0
Cryosphere 26 9 4
Climate 20 17 4


Model & tool contributions per calendar year

Year Models Tools Model & Tools with DOIs
2024 316 (18) 134 (8) 160
2023 298 (9) 126 (1) 151
2022 289 (6) 125 (0) 149
2021 283 (12) 125 (8) 148
2020 271 (32) 117 (26) 144
2019 239 (15) 91 (3) 140
2018 224 (19) 88 (4) 137
2017 205 (19) 84 (4) 124
2016 186 (10) 80 (3) 119
2015 176 (17) 77 (3) 119
2014 159 (12) 74 (1) 114
2013 147 (2) 73 (4) 110
2012 145 (18) 69 (3) 110
2011 127 (20) 66 (4) 110
2010 107 (28) 62 (34) 101
2009 79 (79) 28 (28) 62

Note: Above numbers are total submissions in the repository by the end of each year, and submissions per year between brackets).

Models per language

Program language Count
Python 161
C 97
Fortran77 60
Matlab 68
Fortran90 60
C++ 38
Java 6
IDL 3
Other 41

Note: some models can be programmed in more than 1 language

Models per operating system

Operating system Count
Linux 345
Windows 341
Unix 317
Mac OS 310
Other 14

Note: some models can run on multiple operating systems

Are Models Cited?

There are currently 33,358 references added to the model reference repository. With this we track the total number of papers that cite a specific model, and a bibliometric rating in the form of the h-index for models: a version of the popular h-index that references a specific model rather than a unique author. The h-index metric has several benefits:

  • model developers and users can expose publications with model metadata and thereby highlight their research,
  • model users have an overview of the literature that is available for a model, and
  • a user can, based on the h-index, quickly see whether a model is well adopted within the community.
ModelNr. of added referencesCitationsH-indexM-quotient
WRF80072100791602.86
SWAT47101509461522.71
VIC810462971012.46
ApsimX128245482962.53
MODFLOW304270066941.96
OpenFOAM102443977934.89
TOPMODEL56934059912.17
SWAN165741982871.16
ROMS87526892692.16
HBV49219363681.28
Ecopath with Ecosim52520232682.34
LISFLOOD34614577672.58
WAVEWATCH III ^TM92219461661.78
Delft3D119917860591.97
ADCIRC55712608551.62
HSPF45413033531.18
SICOPOLIS1539253521.68
Princeton Ocean Model (POM)40010894501.61
XBeach4898442472.61
FVCOM4469602451.96
RHESSys1487281451.29
PHREEQC3149536433.31
TIN-based Real-time Integrated Basin Simulator (tRIBS)1085723421.35
The TELEMAC system3906348410.8
OTIS956145390.97
CICE2196068370.97
PCR-GLOBWB1076538362.25
DHSVM1205271361.12
MITgcm1217898350.74
FUNWAVE1858252351.13
PRMS1364913340.79
SWMM1853532300.58
GISS GCM ModelE797829301.3
WRF-Hydro2322926291.12
CHILD434234291.07
Caesar692798291.16
HydroTrend562278280.9
ISSM982198271.8
PISM1053693270.54
MICOM614136270.79
PIHM551971261.37
Alpine3D542547261.3
HAMSOM621821260.9
COAWST1352604251.56
Demeter442455251.14
GNE333772241.14
WOFOST1063492240.6
CREST412158231.53
SPARROW363726230.79
CLUMondo462239221.57
ALFRESCO223078210.81
Landlab621342211.75
QUAL2K1321760200.83
SIBERIA302642200.57
BOM461485190.7
STWAVE831557180.53
ParFlow353626180.56
UEB351698180.55
SNOWPACK193136180.67
ELCIRC301596170.77
GIPL301331170.77
Glimmer-CISM251361160.59
CAESAR Lisflood66940161.23
Sedflux25822150.6
TopoToolbox361961150.94
QTCM221806150.58
GeoClaw401216150.88
LOADEST321541140.64
HYPE461166140.88
SPHYSICS299237140.41
REF-DIF181840140.33
TauDEM602918130.45
GEOtop301322130.59
CryoGrid313622121.2
WBMsed14995110.79
GSFLOW271055110.52
OGGM36390111.38
Underworld2201420110.46
Badlands22346111
Symphonie25796110.26
Anuga25316100.48
STSWM111821100.29
DLBRM14321100.42
MOM63436691
DeltaRCM1333790.82
ChesROMS13795490.28
GISS AOM10106390.28
CEM13161490.36
DR3M1435280.15
OlaFlow4258680.62
PSTSWM1024780.25
GEOMBEST943080.38
TISC792770.24
CBOFS27778070.22
WBM-WTM10176970.19
FwDET1732170.88
SedFoam-2.02532770.78
RivMAP933870.7
MARSSIM7139960.19
SFINCS1118360.86
EF5824260.67
Hydromad945360.4
ILAMB957160.6
Cyclopath750060.18
MizuRoute1110850.5
CWatM1118750.71
TopoFlow812450.24
AeoLiS1135550.38
WILSIM67950.23
River Network Bed-Material Sediment639150.42
QUODDY1610850.21
UMCESroms5775050.16
TOPOG1097250.12
DeltaSIM515250.22
GOLEM8195550.16
NearCoM835250.26
MIDAS721050.16
Gc2d448040.15
LTRANS760540.2
PIHMgis521540.22
MRSAA49040.36
CarboCAT73940.31
MARM5D515240.24
TAo525440.12
SBM529140.18
AquaTellUs512940.17
Dorado32130.5
Mocsy312330.25
Sedtrans0539330.17
LaMEM68630.27
CVPM32430.38
1D Hillslope MCMC431030.21
SEA423330.1
HIM331830.1
TURBINS412830.2
Cliffs313730.25
DrEICH algorithm316030.25
Plume413830.11
Bio451130.07
WTM78820.06
RivGraph22120.33
CAM-CARMA2238520.09
HyLands24520.33
Instructed Glacier Model24520.5
MARSSIM V42113920.06
SedCas311420.17
SedBerg34620.11
DynEarthSol3D2820.18
Elv-GST214920.22
Barrier Inlet Environment (BRIE) Model34920.25
Diffusion317220.08
Manningseq-bouldersforpaleohydrology23120.22
River Erosion Model22220.25
SLAMM 6.724620.18
Coastal Dune Model337920.15
ESCAPE31620.25
Hogback25720.22
Meander Centerline Migration Model415720.12
DROG3D310520.08
SELFE261320.11
Detrital Thermochron29620.13
Auto marsh213020.17
YANGs312820.06
FVshock323520.12
SNAC310820.11
Channel-Oscillation315020.09
CMFT261920.1
OTEQ213820.07
Zscape236020.07
WSGFAM310420.11
STORM39920.05
Eolian Dune Model317620.11
StreamPower316020.11
Iceages340020.08
Flex2D-ADI316220.09
NEMO1115010.06
DynQual11010.33
IHydroSlide3D13110.33
Coastal Landscape Transect Model (CoLT)21610.33
TopoFlow-Evaporation-Priestley Taylor11210.06
TopoFlow-Evaporation-Energy Balance11210.06
OpenAMUNDSEN4410.2
WSIMOD3310.33
UIDS222010.05
Rabpro1210.25
TopoPyScale1210.33
MPeat2D2110.5
WAVI.jl2210.5
NEWTS2110.33
PySBeLT1110.25
ArcDelRCM2110.33
MCPM2410.1
TopoFlow-Data-HIS14210.08
TopoFlow-Saturated Zone-Darcy Layers11210.06
Compact211310.04
FTCS1D-NonLinear212710.06
FractionalNoises2D212710.06
FLDTA23110.03
TopoFlow-Infiltration-Smith-Parlange11210.06
TopoFlow-Meteorology11210.06
TopoFlow-Snowmelt-Degree-Day11210.06
Mosartwmpy1410.2
Oceananigans.jl34710.17
DFMFON1110.33
EstuarineMorphologyEstimator11110.12
HydroCNHS1210.25
Equilibrium Calculator1210.2
SLEPIAN Alpha1110.08
AR2-sinuosity1610.2
Gospl1510.17
Chi analysis tools116610.08
Icepack32010.14
LuSS12010.17
FineSed3D1110.09
1D Particle-Based Hillslope Evolution Model1110.12
SWEHR23510.1
Sakura26310.05
TopoFlow-Infiltration-Richards 1D11210.06
LITHFLEX213110.06
RAFEM12610.12
Subside27210.06
SVELA23110.03
LateralVerticalIncision15110.11
GrainHill1810.12
TopoFlow-Evaporation-Read File11210.06
OTTER26310.12
LOGDIST23110.03
LITHFLEX113110.06
LavaFlow2D212710.06
MarshPondModel12210.17
CoastMorpho2D15110.17
Lithology1710.12
LinearDiffuser117810.11
LEMming211310.14
Meanderpy111010.14
Barrier3D11610.2
HexWatershed12310.17
DeltaRCM Vegetation12110.12
CVFEM Rift2D11110.12
RiverMUSE13010.1
SoilInfiltrationGreenAmpt19110.1
Bifurcation13110.12
OptimalCycleID11710.1
Cross Shore Sediment Flux16010.1
Mixed bedrock-alluvial morphodynamic1610.14
KWAVE19110.1
DeltaClassification2510.17
ChannelProfiler117810.11
DepthDependentTaylorDiffuser117810.11
Rescal-snow1610.14
ECSimpleSnow128710.04
Terrainbento12710.14
Hilltop and hillslope morphology extraction17010.08
GRLP24810.12
BlockLab12810.14
CMIP125510.08
SPACE26210.11
OverlandFlow14610.11
Nitrate Network Model13110.12
GST-extendedmodel14210.11
BRaKE17710.1
SIGNUM27010.07
SiStER12610.1
BatTri13810.05
ACADIA13210.04
1DBreachingTurbidityCurrent12610.07
GLUDM11110.09
OrderID13010.1
Hilltop flow routing16810.1
ThawLake1D11910.08
SurfaceRoughness14610.09
Bedrock Fault Scarp28210.07
RiverSynth13510.08
GullyErosionProfiler1D15310.08
GFlex25410.07
Wetland3P111910.08
IDA11410.08
WAVEREF23110.03
FUNDY21310.04
WDUNE11310.07
LEMming23110.07
Ice-sheet-Glacier-reconstruction212710.06
Fourier-Bessel-integration212710.06
PsHIC26110.06
TopoFlow-Snowmelt-Energy Balance11210.06
TopoFlow-Infiltration-Green-Ampt11210.06
TopoFlow-Diversions11210.06
TopoFlow-Channels-Kinematic Wave11210.06
TopoFlow-Channels-Dynamic Wave11210.06
TopoFlow-Channels-Diffusive Wave11210.06
Pllcart3d26810.03
Area-Slope Equation Calculator26110.06
Hyper24010.05
Point-Tidal-flat212910.05
WINDSEA23110.03
DELTA23110.03
2DFLOWVEL23110.03
Inflow24710.03
Bing219110.04
Spirals1D212710.06
WACCM-EE118810.06
FTCS2D-TerraceDiffusion212710.06
FTCS2D212710.06
FractionalNoises1D212710.06
STVENANT23110.03
TURB23110.03
SUSP23110.03
SETTLE23110.03
MFDrouting-Successive212710.06
MFDrouting212710.06
LONGPRO23110.03
Flex2D212710.06
Flex1D212710.06
FillinPitsFlatsDEM112710.06
Erode21510.04
ENTRAINH23110.03
ENTRAIN23110.03
Coupled1D212710.06
Bedrock Erosion Model212710.06
BEDLOAD23110.03
Avulsion27210.06
CosmoLand117410.06
ADI-2D212710.06