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Coordinate Systems CF-1.0 Unidata

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Summarize netCDF coordinate system models, particularly CF and Unidata's Common Data Model ... Show general coordinate systems for all kinds of data, not just ... – PowerPoint PPT presentation

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Title: Coordinate Systems CF-1.0 Unidata


1
Coordinate SystemsCF-1.0 Unidatas Common Data
Model
  • John Caron, Unidata
  • Oct 16, 2006

2
Overview
  • Summarize netCDF coordinate system models,
    particularly CF and Unidatas Common Data Model
  • Show general coordinate systems for all kinds of
    data, not just unstructured grids

3
NetCDF
  • Classic NetCDF is
  • An interface for array-oriented data access
  • Libraries that provide an implementation of the
    interface (with efficient subsetting)
  • A machine-independent file format
  • Data Structures
  • Multidimensional (rectangular) arrays
  • Name/value attributes
  • Shared, named dimensions

4
No Coordinate Systems
  • NetCDF data model does not have integrated
    coordinate systems
  • no explicit support in the API
  • Conventions are needed to georeference
  • Neither do other general models like OPeNDAP, HDF
  • Contrast GRIB, HDF-EOS, other specialized formats

5
Coordinate Variables
  • dimensions
  • lat 64
  • lon 128
  • variables
  • float lat(lat)
  • float lon(lon)
  • double temperature(lat,lon)

6
Coordinate Variables
  • One-dimension variable with same name as its
    dimension
  • Strictly monotonic values
  • No missing values
  • The coordinates of a point (i,j,k) is the tuple
    cvar1(i),cvar2(j),cvar3(k)
  • Used exclusively by many early Conventions, such
    as COARDS.

7
Limitations of 1D Coordinate Variables
  • Non lat/lon horizontal grids
  • float temperature(y,x)
  • float lat(y, x)
  • float lon(y, x)
  • Trajectory data
  • float NKoreaRadioactivity(pt)
  • float lat(pt)
  • float lon(pt)
  • float altitude(pt)
  • float time(pt)

8
General Coordinates in CF
  • float P(y,x)
  • Pcoordinates lat lon
  • float lat(y, x)
  • float lon(y, x)
  • float Sr90(pt)
  • Sr90coordinates
  • lat lon altitude time

9
Coordinate Systems (abstract)
  • A Coordinate System for a data variable is a set
    of Coordinate Variables2 such that the
    coordinates of the (i,j,k) data point is the
    tuple cvar1(i,j,k),cvar2(i,j,k),cvar3(i,j,k),
  • The dimensions of each Coordinate Variable must
    be a subset of the dimensions of the data
    variable.

10
Examples
float gridData(t,z,y,x) float time(t) float
y(y) float x(x) float lat(y,x) float
lon(y,x) float height(t,z,y,x)
float radialData(radial, gate) float
distance(gate) float azimuth(radial) float
elevation(radial) float time(radial)
11
Examples (2)
float stationObs(pt) float lat(pt) float
lon(pt) float z(pt) float time(pt)
float trajectory(pt) float lat(pt) float
lon(pt) float z(pt) float time(pt)
12
Coordinate Systems (2)
  • Specify Coordinate Variables
  • Specify Coordinate Types
  • (e.g. lat, lon, time, cartesian x, y, polar
    coordinates etc.)
  • Specify connectivity (implicit or explicit)
    between data points
  • Implicit Neighbors in index space are
    (connected) neighbors in coordinate space. Allows
    efficient searching.

13
Gridded Data
  • Cartesian coordinates
  • All dimensions are connected

float gridData(t,z,y,x) float time(t) float
y(y) float x(x) float lat(y,x) float
lon(y,x) float height(t,z,y,x)
  • Connected means
  • Neighbors in index space are neighbors in
    coordinate space

14
Unstructured Grid
  • Node dimension not connected
  • Need to specify the connectivity

float unstructGrid(node) float lat(node)
float lon(node)
float unstructGrid(t,z,node) float lat(node)
float lon(node) float time(t) float
height(z)
15
Representations of Connectivity
  • Assume need efficient rendering
  • Do you need efficient searching?
  • Given a coordinate, find surrounding points
  • Persistence format may not satisfy complex needs

16
CF Status
  • Encodes general Coordinate Systems
  • Encodes some (not all) Coordinate Types
  • Connectivity is not generally clear
  • No current standard for unstructured grids
  • Units, climate data conventions
  • Standard names controlled vocabulary for
    physical quantities
  • Governance, active committees, new web site,
    actual to continue work.

17
NetCDF-Java Library
  • 100 Java library
  • Prototype implementation of Common Data Model
  • decodes Conventions, presents Coordinate System
    API
  • Scientific Data Type APIs add specialized
    subsetting like find data in bounding box
  • File formats
  • General NetCDF, HDF5, OPeNDAP
  • Grids GRIB1, GRIB2
  • Radar NEXRAD, NIDS, DORADE
  • Satellite DMSP, GINI
  • Point BUFR

18
Common Data Model
Unstructured Grid
Coordinate Systems
Data Access
19
Summary
  • Understanding of Coordinate Systems is still
    evolving
  • Connectivity needs to be described
  • CF is a good container for an unstructured grid
    convention
  • governance and support
  • NetCDF Java library/Common Data Model is
    Unidatas prototyping platform
  • Possible transfer of functionality to cflib C
    library
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