ScientiMate: Earth-Science Data Analysis Library
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ScientiMate is a library for earth-science data analysis. This library is written in both Python and Matlab/GNU Octave. This library can be used for wide range of data analysis including a time series analysis, signal processing, and geo-data calculation. |
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Python Version
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Matlab / GNU Octave Version
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Resources
Online Document:
arashkarimpour.jimdofree.com/scientimate
arashkarimpour.jimdofree.com/scientimate
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Book: Ocean Wave Data Analysis: Introduction to Time Series Analysis, Signal Processing, and Wave Prediction 
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ScientiMate Modules:
- Data Cleaning and Manipulating
- Hurricane
- Mapping
- Signal Processing
- Statistics
- SWAN
- Water Wave Data Analysis
- Water Wave Directional Analysis
- Water Wave Parametric Model
- Water Wave Properties
- Wind
Function List
Colormap:
-gencolormap: Generates a colormap from input colors
-seqcolormap: Generates sequential colormap for drawing lines
-topocolormap: Exports a topographic colormap
Data Cleaning and Manipulating:
despike3dps: Removes spikes in the time series based on 3D phase space method by Goring and Nikora (2002)
-despikediff: Removes spikes in the time series using a local difference of data respect to a moving average window
-despikeenvelope: Removes spikes in the time series that are outside a defined envelope
readdatafile: Reads and extracts data from ASCII, text, Comma Separated Values (CSV), Matlab .mat file
replacemissing: Replaces missing data points in the time series
Hurricane:
hurricanebackgroundwind: Calculates and adds background wind velocity due to hurricane front motion to hurricane rotational wind velocity
hurricanedpcpt: Calculates hurricane central pressure (Pc) intensity change over time (dPc/dt)
hurricanepressureh80: Generates hurricane pressure data on given (x,y) points using method from Holland (1980)
hurricanetranslationvel: Calculates hurricane center translational velocity
-hurricanewavecontourcem: Calculates hurricane wave height field (contours) on given mesh using
method from Shore Protection Manual (SPM), U.S. Army Corps of Engineers (1984), and Young (1988)
-hurricanewavecontourh16: Calculates hurricane wave height and wave period field (contours) on given mesh using
method from Hwang (2016) and Hwang & Walsh (2016)
hurricanewavecontoury88: Calculates hurricane wave height field (contours) on given mesh using method from Young (1988)
hurricanewavemax: Calculates hurricane maximum wave height and wave period at a location of maximum wind
-hurricanewindh08: Generates hurricane wind and pressure data on (x,y) points using method from Holland (2008)
hurricanewindh80: Generates hurricane wind and pressure data on given (x,y) points using method from Holland (1980)
hurricanewindinflowangle: Calculates hurricane velocity tangential and inflow angle and inflow velocity in x (East) and y (North) directions
hurricanewindvel: Generates hurricane wind velocity data on given (x,y) points
hurricanewindvelmax: Calculates hurricane maximum wind velocity at the surface level
-hurricanewindvelmaxh08: Calculates hurricane maximum wind velocity at the gradient level using Holland (2008) method
hurricanewindvelmaxh80: Calculates hurricane maximum wind velocity at the gradient level using Holland (1980) method
readnhchurricane: Reads and extracts hurricane data from National Hurricane Center (NHC) HURDAT2 file
stormsurge1d: Calculates one dimensional storm surge using Dean Dalrymple (1991) method
Mapping:
convertdir: Converts direction from one system to another one
distancecart: Calculates distance from (x1,y1) to (x2,y2) on cartesian coordinate
distancegc: Calculates distance and azimuth (bearing) between (Latitude,Longitude) points using Great Circle
endpointcart: Finds an end point of the straight line segment from its starting point (x1,y1) and its angle on cartesian coordinate
gridgenerator: Generates 2d x-y grid
gridxyz: Interpolates x (longitude), y (latitude) and z (elevation) data into a defined mesh
intersectgc: Finds intersection point between two line segments (line edges) on Great Circle
intersectlineedge: Finds intersection point between two line segments (line edges)
plotxyz: Plots x (longitude), y (latitude) and z (elevation) data into a defined mesh
-plotxyzgrid: Plots gridded x (longitude), y (latitude) and z (elevation) data
pointscart: Generates points between ponit (x1,y1) and (x2,y2) on cartesian coordinate
readxyz: Reads and extracts x (longitude), y (latitude) and z (elevation) data from ASCII gridded (tabular) xyz file
reckongc: Calculates end point (Latitude,Longitude) from start point (Latitude,Longitude) and distance and azimuth (bearing) using Great Circle
waypointsgc: Generates (Latitude,Longitude) points between two (Latitude,Longitude) points using Great Circle
windfetch: Calculates a wind fecth and z (elevation) profile along a path over water for a given 2d x-y domain (map, image, ...)
zprofilepath: Calculates z (elevation, ...) profile along a path over a given 2d x-y domain (map, image, ...)
Signal Processing:
-bandpassiirfilter: Creates band-pass or band-reject (notch) recursive (Infinite Impulse Response ,IIR) zero-phase (bidirectional) filter
bandpasssincfilter: Creates band-pass or band-reject filter using windowed-sinc function
-bartlettpsd: Calculates power spectral density using Bartlett's method
-freqresp2impresp: Calculates impulse and step response from frequency response
highpasssincfilter: Creates high-pass filter using low-pass windowed-sinc function
-impresp2freqresp: Calculates frequency response from impulse response
-inversefreqresp: Inverses input filter (frequency response), e.g. convert low-pass filter to high-pass filter
-inverseimpresp: Inverses input filter (impulse response), e.g. convert low-pass filter to high-pass filter
lowpasssincfilter: Creates low-pass filter using windowed-sinc function
periodogrampsd: Calculates power spectral density using periodogram method
-psd2timeseries: Generates random wave data from a given spectrum
-singlepoleiirfilter: Creates low-pass or high-pass single pole recursive (Infinite Impulse Response ,IIR) zero-phase (bidirectional) filter
-smoothbyfilterresp: Smoothes input data using a impulse response or frequency response
smoothbywindowfun: Smoothes input data using a window function
spectrogrampsd: Calculates spectrogram following Welch's method without averaging
welchpsd: Calculates power spectral density using Welch's method
windowfun: Creates window function
-windowfunfreqresp: Calculates frequency response of the window function
Statistics:
curvefit2d: Fits curve to 2 dimensinal input dataset
-curvefit3d: Fits curve to 3 dimensinal input dataset
dataoverview: Displays an overview of the input data
findextremum: Finds local extremum (maximum and minimum) in data
findknn: Finds k-nearest neighbors using Euclidean distance
fitgoodness: Calculates goodness of fit parameters
interp2dgrid: Interpolates 2d gridded data on given scatter point(s) using nearest neighbor method
interp2dscatter: Interpolates 2d scattered data on given point(s) by down-sampling the input data
levelcrossing: Calculates crossing point for a given level by using an upward zero crossing method
probability1d: Calculates 1D probability density distribution for a given dataset
-probability2d: Calculates 2D (joint) probability density distribution for two given datasets
SWAN:
plotgriddomain: Plots structured (x,y,z) domain and its associated x-y grid
swandepthgrid: Generates SWAN depth file and its associated x-y grid file
swanvectorvarspconst: Generates SWAN file for spatially constant vector variable
-swanvectorvarspvariedgrid: Generates SWAN file for spatially varied vector variable from gridded input data
-swanvectorvarspvariedsct: Generates SWAN file for spatially varied vector variable from scattered input data
swanwaterlevelspconst: Generates SWAN water level file for spatially constant water level
-swanwaterlevelspvariedgrid: Generates SWAN water level file for spatially varied water level from gridded input data
-swanwaterlevelspvariedsct: Generates SWAN water level file for spatially varied water level from scattered input data
swanwindspconst: Generates SWAN wind file for spatially constant wind
-swanwindspvariedgrid: Generates SWAN wind file for spatially varied wind from gridded input data
-swanwindspvariedsct: Generates SWAN wind file for spatially varied wind from scattered input data
Water Wave Data Analysis:
diagnostictail: Replaces a spectrum tail with JONSWAP (Hasselmann et al., 1973) or TMA Spectrum (Bouws et al., 1985)
-pressure2surfaceelevfft: Calculates water surface elevation time series from water pressure time series by using Fast Fourier Transform
-pressure2surfaceelevzcross: Calculates water surface elevation time series from water pressure time series by using an upward zero crossing method
seaswell1d: Partitions (separates) wind sea from swell in a power spectral density using an one dimensional method
-velocity2surfaceelevfft: Calculates water surface elevation time series from wave orbital velocity time series by using Fast Fourier Transform
-velocity2surfaceelevzcross: Calculates wave properties from wave orbital velocity by using an upward zero crossing method
wavefrompressurepsd: Calculates wave properties from water pressure by converting it to water surface elevation power spectral density
wavefrompressurezcross: Calculates wave properties from water pressure by using an upward zero crossing method
wavefromsurfaceelevpsd: Calculates wave properties from water surface elevation power spectral density
wavefromsurfaceelevzcross: Calculates wave properties from water surface elevation by using an upward zero crossing method
-wavefromvelocitypsd: Calculates wave properties from wave orbital velocity by converting it to water surface elevation power spectral density
-wavefromvelocityzcross: Calculates wave properties from wave orbital velocity by using an upward zero crossing method
wavepropfrompsd: Calculates wave properties from a power spectral density
Water Wave Directional Analysis:
directionalpsd: Calculates wave directional spectrum using parametric directional spreading function such as:
Mitsuyasu et al. (1975), Hasselmann et al. (1980) and Donelan et al. (1985)
-directionalpsdetauv: Calculates wave directional spectrum using water surface elevation and horizontal orbital velocity
directionalpsdpuv: Calculates wave directional spectrum using pressure and horizontal orbital velocity
enu2truenorth: Converts mathematical direction (angle) from ENU (East North Up) coordinate system to compass direction with respect to true north
-wavediretauv: Calculates wave direction using water surface elevation and horizontal orbital velocity
wavedirpuv: Calculates wave direction using pressure and horizontal orbital velocity
Water Wave Parametric Model:
asymptlimit: Calculates dimensionless asymptotic limits of wind wave growth in shallow and intermediate water
-equivfetchdeep: Calculates an equivalent wind fetch for duration limited wave growth in deep water
-equivfetchshallow: Calculates an equivalent wind fetch for duration limited wave growth in shallow and intermediate water
fullydevwave: Calculates a fully developed condition for wind wave growth
-mindurationdeep: Calculates a minimum required wind duration for wave to be fetch limited in deep water
-mindurationshallow: Calculates a minimum required wind duration for wave to be fetch limited in shallow and intermediate water
parametricwavedeep: Calculates wave properties using parametric wave models in deep water
parametricwaveshallow: Calculates wave properties using parametric wave models in shallow and intermediate water
-wavedim2dimless: Calculates dimensionless numbers from dimensional numbers
-wavedimless2dim: Calculates dimensional numbers from dimensionless numbers
Water Wave Properties:
bretpsd: Calculates Bretschneider spectrum (power spectral density), (Bretschneider, 1959), ITTC spectrum
donelanpsd: Calculates Donelan spectrum (power spectral density), (Donelan et al. 1985)
-incidentreflectedwave: Separates incident and reflected waves
jonswappsd: Calculates JONSWAP spectrum (power spectral density), (Hasselmann et al. 1973)
linearwavegenerator: Generates linear waves
linearwavesuperposition: Superpositions linear waves
pmpsd: Calculates Pierson-Moskowitz spectrum (power spectral density), (Pierson and Moskowitz 1964)
pressureresponse: Calculates a pressure response factor
randomwavegenerator: Generates random water wave data from a given water wave spectrum using wave superposition
stokeswavegenerator: Generates second order stokes' waves
stokeswavesuperposition: Superpositions second order stokes' waves
tmapsd: Calculates TMA spectrum (power spectral density), (Bouws et al. 1985)
wavebedstress: Calculates the bottom shear velocity and shear stress from current velocity and wave
wavedispersion: Solves water wave dispersion relation
-wavedispersionds: Solves water wave dispersion relation with presence of current (Doppler shift)
waveorbitalvelocity: Calculates maximum wave orbital velocity and maximum wave orbital excursion using linear wave theory
wavepower: Calculates wave power
-wavepowerfrompsd: Calculates wave energy and wave power from power spectral density
-wavevel2wlconvfactor: Calculates a water particle horizontal orbital velocity to the water surface elevation conversion factor
wind:
-directionavg: Averages direction
surfaceroughness: Calculates shear velocity and surface roughness from a given velocity profile using Karimpour et al. (2012) method
-sustainedwindduration: Calculates the sustained wind duration
windavg: Averages wind velocity and wind direction
winddrag: Calculates wind drag coefficient, wind shear stress, and wind shear velocity
windgustfactor: Converts wind velocity of duration t0 to t
windvelz1toz2: Converts wind velocity from first height, z1 (m), to second height, z2 (m), (e.g. 10 (m)) above surface
-gencolormap: Generates a colormap from input colors
-seqcolormap: Generates sequential colormap for drawing lines
-topocolormap: Exports a topographic colormap
Data Cleaning and Manipulating:
despike3dps: Removes spikes in the time series based on 3D phase space method by Goring and Nikora (2002)
-despikediff: Removes spikes in the time series using a local difference of data respect to a moving average window
-despikeenvelope: Removes spikes in the time series that are outside a defined envelope
readdatafile: Reads and extracts data from ASCII, text, Comma Separated Values (CSV), Matlab .mat file
replacemissing: Replaces missing data points in the time series
Hurricane:
hurricanebackgroundwind: Calculates and adds background wind velocity due to hurricane front motion to hurricane rotational wind velocity
hurricanedpcpt: Calculates hurricane central pressure (Pc) intensity change over time (dPc/dt)
hurricanepressureh80: Generates hurricane pressure data on given (x,y) points using method from Holland (1980)
hurricanetranslationvel: Calculates hurricane center translational velocity
-hurricanewavecontourcem: Calculates hurricane wave height field (contours) on given mesh using
method from Shore Protection Manual (SPM), U.S. Army Corps of Engineers (1984), and Young (1988)
-hurricanewavecontourh16: Calculates hurricane wave height and wave period field (contours) on given mesh using
method from Hwang (2016) and Hwang & Walsh (2016)
hurricanewavecontoury88: Calculates hurricane wave height field (contours) on given mesh using method from Young (1988)
hurricanewavemax: Calculates hurricane maximum wave height and wave period at a location of maximum wind
-hurricanewindh08: Generates hurricane wind and pressure data on (x,y) points using method from Holland (2008)
hurricanewindh80: Generates hurricane wind and pressure data on given (x,y) points using method from Holland (1980)
hurricanewindinflowangle: Calculates hurricane velocity tangential and inflow angle and inflow velocity in x (East) and y (North) directions
hurricanewindvel: Generates hurricane wind velocity data on given (x,y) points
hurricanewindvelmax: Calculates hurricane maximum wind velocity at the surface level
-hurricanewindvelmaxh08: Calculates hurricane maximum wind velocity at the gradient level using Holland (2008) method
hurricanewindvelmaxh80: Calculates hurricane maximum wind velocity at the gradient level using Holland (1980) method
readnhchurricane: Reads and extracts hurricane data from National Hurricane Center (NHC) HURDAT2 file
stormsurge1d: Calculates one dimensional storm surge using Dean Dalrymple (1991) method
Mapping:
convertdir: Converts direction from one system to another one
distancecart: Calculates distance from (x1,y1) to (x2,y2) on cartesian coordinate
distancegc: Calculates distance and azimuth (bearing) between (Latitude,Longitude) points using Great Circle
endpointcart: Finds an end point of the straight line segment from its starting point (x1,y1) and its angle on cartesian coordinate
gridgenerator: Generates 2d x-y grid
gridxyz: Interpolates x (longitude), y (latitude) and z (elevation) data into a defined mesh
intersectgc: Finds intersection point between two line segments (line edges) on Great Circle
intersectlineedge: Finds intersection point between two line segments (line edges)
plotxyz: Plots x (longitude), y (latitude) and z (elevation) data into a defined mesh
-plotxyzgrid: Plots gridded x (longitude), y (latitude) and z (elevation) data
pointscart: Generates points between ponit (x1,y1) and (x2,y2) on cartesian coordinate
readxyz: Reads and extracts x (longitude), y (latitude) and z (elevation) data from ASCII gridded (tabular) xyz file
reckongc: Calculates end point (Latitude,Longitude) from start point (Latitude,Longitude) and distance and azimuth (bearing) using Great Circle
waypointsgc: Generates (Latitude,Longitude) points between two (Latitude,Longitude) points using Great Circle
windfetch: Calculates a wind fecth and z (elevation) profile along a path over water for a given 2d x-y domain (map, image, ...)
zprofilepath: Calculates z (elevation, ...) profile along a path over a given 2d x-y domain (map, image, ...)
Signal Processing:
-bandpassiirfilter: Creates band-pass or band-reject (notch) recursive (Infinite Impulse Response ,IIR) zero-phase (bidirectional) filter
bandpasssincfilter: Creates band-pass or band-reject filter using windowed-sinc function
-bartlettpsd: Calculates power spectral density using Bartlett's method
-freqresp2impresp: Calculates impulse and step response from frequency response
highpasssincfilter: Creates high-pass filter using low-pass windowed-sinc function
-impresp2freqresp: Calculates frequency response from impulse response
-inversefreqresp: Inverses input filter (frequency response), e.g. convert low-pass filter to high-pass filter
-inverseimpresp: Inverses input filter (impulse response), e.g. convert low-pass filter to high-pass filter
lowpasssincfilter: Creates low-pass filter using windowed-sinc function
periodogrampsd: Calculates power spectral density using periodogram method
-psd2timeseries: Generates random wave data from a given spectrum
-singlepoleiirfilter: Creates low-pass or high-pass single pole recursive (Infinite Impulse Response ,IIR) zero-phase (bidirectional) filter
-smoothbyfilterresp: Smoothes input data using a impulse response or frequency response
smoothbywindowfun: Smoothes input data using a window function
spectrogrampsd: Calculates spectrogram following Welch's method without averaging
welchpsd: Calculates power spectral density using Welch's method
windowfun: Creates window function
-windowfunfreqresp: Calculates frequency response of the window function
Statistics:
curvefit2d: Fits curve to 2 dimensinal input dataset
-curvefit3d: Fits curve to 3 dimensinal input dataset
dataoverview: Displays an overview of the input data
findextremum: Finds local extremum (maximum and minimum) in data
findknn: Finds k-nearest neighbors using Euclidean distance
fitgoodness: Calculates goodness of fit parameters
interp2dgrid: Interpolates 2d gridded data on given scatter point(s) using nearest neighbor method
interp2dscatter: Interpolates 2d scattered data on given point(s) by down-sampling the input data
levelcrossing: Calculates crossing point for a given level by using an upward zero crossing method
probability1d: Calculates 1D probability density distribution for a given dataset
-probability2d: Calculates 2D (joint) probability density distribution for two given datasets
SWAN:
plotgriddomain: Plots structured (x,y,z) domain and its associated x-y grid
swandepthgrid: Generates SWAN depth file and its associated x-y grid file
swanvectorvarspconst: Generates SWAN file for spatially constant vector variable
-swanvectorvarspvariedgrid: Generates SWAN file for spatially varied vector variable from gridded input data
-swanvectorvarspvariedsct: Generates SWAN file for spatially varied vector variable from scattered input data
swanwaterlevelspconst: Generates SWAN water level file for spatially constant water level
-swanwaterlevelspvariedgrid: Generates SWAN water level file for spatially varied water level from gridded input data
-swanwaterlevelspvariedsct: Generates SWAN water level file for spatially varied water level from scattered input data
swanwindspconst: Generates SWAN wind file for spatially constant wind
-swanwindspvariedgrid: Generates SWAN wind file for spatially varied wind from gridded input data
-swanwindspvariedsct: Generates SWAN wind file for spatially varied wind from scattered input data
Water Wave Data Analysis:
diagnostictail: Replaces a spectrum tail with JONSWAP (Hasselmann et al., 1973) or TMA Spectrum (Bouws et al., 1985)
-pressure2surfaceelevfft: Calculates water surface elevation time series from water pressure time series by using Fast Fourier Transform
-pressure2surfaceelevzcross: Calculates water surface elevation time series from water pressure time series by using an upward zero crossing method
seaswell1d: Partitions (separates) wind sea from swell in a power spectral density using an one dimensional method
-velocity2surfaceelevfft: Calculates water surface elevation time series from wave orbital velocity time series by using Fast Fourier Transform
-velocity2surfaceelevzcross: Calculates wave properties from wave orbital velocity by using an upward zero crossing method
wavefrompressurepsd: Calculates wave properties from water pressure by converting it to water surface elevation power spectral density
wavefrompressurezcross: Calculates wave properties from water pressure by using an upward zero crossing method
wavefromsurfaceelevpsd: Calculates wave properties from water surface elevation power spectral density
wavefromsurfaceelevzcross: Calculates wave properties from water surface elevation by using an upward zero crossing method
-wavefromvelocitypsd: Calculates wave properties from wave orbital velocity by converting it to water surface elevation power spectral density
-wavefromvelocityzcross: Calculates wave properties from wave orbital velocity by using an upward zero crossing method
wavepropfrompsd: Calculates wave properties from a power spectral density
Water Wave Directional Analysis:
directionalpsd: Calculates wave directional spectrum using parametric directional spreading function such as:
Mitsuyasu et al. (1975), Hasselmann et al. (1980) and Donelan et al. (1985)
-directionalpsdetauv: Calculates wave directional spectrum using water surface elevation and horizontal orbital velocity
directionalpsdpuv: Calculates wave directional spectrum using pressure and horizontal orbital velocity
enu2truenorth: Converts mathematical direction (angle) from ENU (East North Up) coordinate system to compass direction with respect to true north
-wavediretauv: Calculates wave direction using water surface elevation and horizontal orbital velocity
wavedirpuv: Calculates wave direction using pressure and horizontal orbital velocity
Water Wave Parametric Model:
asymptlimit: Calculates dimensionless asymptotic limits of wind wave growth in shallow and intermediate water
-equivfetchdeep: Calculates an equivalent wind fetch for duration limited wave growth in deep water
-equivfetchshallow: Calculates an equivalent wind fetch for duration limited wave growth in shallow and intermediate water
fullydevwave: Calculates a fully developed condition for wind wave growth
-mindurationdeep: Calculates a minimum required wind duration for wave to be fetch limited in deep water
-mindurationshallow: Calculates a minimum required wind duration for wave to be fetch limited in shallow and intermediate water
parametricwavedeep: Calculates wave properties using parametric wave models in deep water
parametricwaveshallow: Calculates wave properties using parametric wave models in shallow and intermediate water
-wavedim2dimless: Calculates dimensionless numbers from dimensional numbers
-wavedimless2dim: Calculates dimensional numbers from dimensionless numbers
Water Wave Properties:
bretpsd: Calculates Bretschneider spectrum (power spectral density), (Bretschneider, 1959), ITTC spectrum
donelanpsd: Calculates Donelan spectrum (power spectral density), (Donelan et al. 1985)
-incidentreflectedwave: Separates incident and reflected waves
jonswappsd: Calculates JONSWAP spectrum (power spectral density), (Hasselmann et al. 1973)
linearwavegenerator: Generates linear waves
linearwavesuperposition: Superpositions linear waves
pmpsd: Calculates Pierson-Moskowitz spectrum (power spectral density), (Pierson and Moskowitz 1964)
pressureresponse: Calculates a pressure response factor
randomwavegenerator: Generates random water wave data from a given water wave spectrum using wave superposition
stokeswavegenerator: Generates second order stokes' waves
stokeswavesuperposition: Superpositions second order stokes' waves
tmapsd: Calculates TMA spectrum (power spectral density), (Bouws et al. 1985)
wavebedstress: Calculates the bottom shear velocity and shear stress from current velocity and wave
wavedispersion: Solves water wave dispersion relation
-wavedispersionds: Solves water wave dispersion relation with presence of current (Doppler shift)
waveorbitalvelocity: Calculates maximum wave orbital velocity and maximum wave orbital excursion using linear wave theory
wavepower: Calculates wave power
-wavepowerfrompsd: Calculates wave energy and wave power from power spectral density
-wavevel2wlconvfactor: Calculates a water particle horizontal orbital velocity to the water surface elevation conversion factor
wind:
-directionavg: Averages direction
surfaceroughness: Calculates shear velocity and surface roughness from a given velocity profile using Karimpour et al. (2012) method
-sustainedwindduration: Calculates the sustained wind duration
windavg: Averages wind velocity and wind direction
winddrag: Calculates wind drag coefficient, wind shear stress, and wind shear velocity
windgustfactor: Converts wind velocity of duration t0 to t
windvelz1toz2: Converts wind velocity from first height, z1 (m), to second height, z2 (m), (e.g. 10 (m)) above surface
License Agreement and Disclaimer
Copyright (c) 2018 Arash Karimpour
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
