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RANDM (v.0.1)Random Forest Atmospheric Neutral Density ModelModel DescriptionA random forest model to predict atmospheric/thermospheric neutral densities at 400 km. Model Figure(s) :Model Inputs DescriptionThe model inputs are : 4 FISM bands [1.3nm, 43.00nm, 85.55nm, 94.40nm] ; SYM-H index [and optional AE index]; Latitude, cos(MLT), sin(MLT) where MLT is magnetic local time. The model also needs datetime to download new model inputs when they are not part of the base input file. Model Outputs DescriptionThermospheric density at 400 km. Model CaveatsOnly predicts at 400 km. Local time may be used in place of magnetic local time with a small additional error. Change Logversion 0.0.1 is the first version of the model Model Acknowledgement/Publication Policy (if any)Model Domains:ThermosphereSpace Weather Impacts:Atmosphere variability (satellite/debris drag)Phenomena :Simulation Type(s):EmpiricalEnsemble Temporal Dependence Possible? (whether the code results depend on physical time?)falseModel is available at?CCMCSource code of the model is publicly available?trueCCMC Model Status (e.g. onboarding, use in production, retired, only hosting output, only source is available):onboardingCode Language:PythonRegions (this is automatically mapped based on model domain):Contacts :Alexa.Halford, ModelDeveloperKyle.Murphy, ModelDeveloper Chris.Bard, ModelDeveloper Jia.Yue, ModelHostContact Acknowledgement/Institution :Relevant Links :Publications :Model Access Information :Access URL: https://github.com/kylermurphy/mltdm/tree/mainAccess URL Name: Public Repository Repository ID: spase://CCMC/Repository/NASA/GSFC/CCMC Availability: online AccessRights: OPEN Format: HTML Encoding: None Linked to Other Spase Resource(s) (example: another SimulationModel) : |
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Curator: Chiu Wiegand | NASA Official: Dr. Masha Kuznetsova | Privacy and Security Notices | Accessibility | CCMC Data Collection Consent Agreement |
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