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PYTHON PACKAGE: pynga AUTHOR: Feng Wang (originally, Jan 2012) EMAIL: [email protected] LICENSE: This software is free (?) DESCRIPTION The Next Generation Attenuation (NGA) 2008 Ground Motion Prediction Equations This package could be extended to include more ground motion predition models and include updated NGA models. On Jan 18, 2014, Feng Wang added four NGA-west2 models: BSSA14, CB14, CY14, and ASK14. COMPONENTS 0. combination of all NGA models (including NGA08 and NGA14) __init__.py It can deal with periods that are not in the existing period list (interpolation) default period list (Different models have different list): 'BA': [0.01, 0.02, 0.03, 0.05, 0.075, 0.10, 0.15, 0.20, 0.25, 0.30, 0.40, 0.50, 0.75, 1.0, 1.5, 2.0, 3.0, 4.0, 5.0, 7.5, 10.0,-1,-2], # last two: PGA, PGV, 'CB': [0.01, 0.02, 0.03, 0.05, 0.075, 0.10, 0.15, 0.20, 0.25, 0.30, 0.40, 0.50, 0.75, 1.0, 1.5, 2.0, 3.0, 4.0, 5.0, 7.5, 10.0,-1,-2], 'CY': [0.01, 0.02, 0.03, 0.04, 0.05, 0.075, 0.10, 0.15, 0.20, 0.25, 0.30, 0.40, 0.50, 0.75, 1.0, 1.5, 2.0, 3.0, 4.0, 5.0, 7.5, 10.0,-1,-2], 'AS': [0.01, 0.02, 0.03, 0.04, 0.05, 0.075, 0.10, 0.15, 0.20, 0.25, 0.30, 0.40, 0.50, 0.75, 1.0, 1.5, 2.0, 3.0, 4.0, 5.0, 7.5, 10.0,-1,-2], 1. Available NGA models (details) AS08.py, BA08.py, CB08.py, CY08.py, ASK14.py, BSSA14.py, CB14.py, CY14.py Basic required inputs: T : Period Mw : Magnitude Rjb : Joyer-Boore distance Rjb rake : This could be None, but then you have specify the fault type (Ftype) as following: 'U': Unknown (just for BA08 model) 'SS': Strike-slip 'RV': Reverse 'NM': Normal the relationship between rake and fault type could be found in ./utils.py Vs30 : average S wave velocity of upper 30m Fhw : This could be None, but then you have to specify Rx or azimuth (Source to Site azimuth) the definition of azimuth can be found in James et al. (2011) BSSA paper Optional inputs: # Check __init__.py 2. Spudich and Chiou 2008 directivity model (under-construction) SC08.py right now, it requires inputs generated from Matlab package (Spudich and Chiou 2008) The self-generated inputs would be available soon... 3. NGA dataset (xls format) manipulation NGAdataset.py 4. NGA dataset (original datafiles used for regression to obtain the NGA models) ./NGAdata/NGA_Flatfile.xls 5. Validation of NGA08 model in pynga ./Validation, the pynga is validated with OpenSHA (discussion with Christine), and the distance calculation utilities are validated with OpenSHA ./Validation/plots/ValidationNGAs/ show the NGA calculation comparison results (within 0.02% for PGA and SA at various periods) ./Validation/plots/ValidationDistances/ show the distance calculation comparison (within 1km) 6. Validation of NGA14 model in pynga BSSA14 was validated using outputs from Boore et al. 2014, and the code is in __init__.py (simply run __init__.py NGA14 BSSA 1 [2,3]) there are 3 sets for validation Other three models will validated soon. 7. Applications of pynga in Fling Study (basis for broadband application of pynga) ./FlingStudy (similar to BBP, src read, distance calculation and GMPEs results) ./BBP ( simple workflow for BBP Part B GMPE comparisons with simulation results ) DOWNLOAD Since the package is version-controlled on GitHub, so you can clone the package using "git clone" git clone [email protected]:fengw/pynga.git or go to "https://github.com/fengw/pynga" to download the latest version of the package (then use git tag to check the version number) or you can choose to download previous versions by going to: https://github.com/fengw/pynga/tags and choose the version you want to download. (name convension: v12.11.0 means: version 2012, Nov, Updates) INSTALLATION 1. Pre-Install (dependences): Basis python (2.5 or higher version) + numpy (required by compute NGA results) Optional: matplotlib (Debug to visually check validation and calculated results) pyproj ( used to compute unknown distance parameters for inputs in NGA models) xlrd, xlwt ( used in NGA flatfile manipulation tools ) 2. ADD to PYTHONPATH (on MacOS and Linux) Method1: Assuming you download the package in ${PathToSaveThePackage} vi .bashrc (assuming you use bash, similar to other shells) in the home directory first, set up your PYTHONHOME (where you installed your python) second, set up the PYTHONPATH, usually, it equals to export PYTHONPATH=${PYTHONHOME}/lib/python{version}/site_packages third, add the package downloaded into the PYTHONPATH by export PYTHONPATH=$HOME/local/pynga:$PYTHONPATH UPDATES I might change the code very often for my research purposes, but you can keep updating your version of pynga with mine by using: git pull in the pynga directory If you find any bugs in the code, let me know, and my email address is: [email protected] USAGE Launch python or ipython, type: import pynga In you script: from pynga import * # import all NGA models from pynga.utils import * # import utils that will be used in the process # set inputs parameters: model_name = 'BA'; period = 3.0; Mw = 7.0; Rjb = 10.; Vs30 = 760.; Ftype='SS', \ # The settings from those keywords, please refer to __init__.py median, sigmaT, tau, sigma = NGA08( model_name, Mw, Rjb, Vs30, period, epislon=0, Ftype=Ftype) The unit of median, sigmaT, tau and sigma are all in (g) REFERENCES Abrahamson, N.A., and Silva, W.J., 2008, Summary of the Abrahamson & Silva NGA ground-motion relations: Earthquake Spectra, vol. 24, no. 1, p. 67–97. Atkinson, G.M., and Boore, D.M., 2011, Modifications to existing ground-motion prediction equations in light of new data: Bulletin of the Seismological Society of America, in press. Boore, D.M., and Atkinson, G.M., 2008, Ground-motion prediction equations for the average horizontal component of PGA, PGV, and 5%-damped PSA at spectral periods between 0.01 s and 10.0 s: Earthquake Spectra, vol. 24, no. 1, p. 99–138. Campbell, K.W., and Bozorgnia, Y., 2008, NGA ground motion model for the geometric mean horizontal component of PGA, PGV, PGD and 5% damped linear elastic response spectra for periods ranging from 0.01 to 10 s: Earthquake Spectra, vol. 24, no. 1, p. 139–171. Chiou, B.S.-J., and Youngs, R.R., 2008a, An NGA model for the average horizontal component of peak ground motion and response spectra: Earthquake Spectra, vol. 24, no. 1, p. 173–215. Kaklamanos, James, David M. Boore, Eric M. Thompson, and Kenneth W. Campbell (2011), Implementation of the Next Generation Attenuation (NGA) Ground-Motion Prediction Equations in Fortran and R, U.S. Geol. Surv. Open-File Rept. 2010-1296, 47pp. Spudich, P. and B.S.-J., Chiou, 2008, Directivity in NGA Earthquake Ground motions: Analysis Using Isochrone Theory, 24, 1, 279-298.
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