Title: Space,%20Time%20and%20Variables%20in%20Hydrology
1Space, Time and Variables in Hydrology
- David R. Maidment
- Feb 7, 2008
2Hydrologic Cycle
3Hydrologic System
Take a watershed and extrude it vertically into
the atmosphere and subsurface, Applied Hydrology,
p.7- 8 A hydrologic system is a structure or
volume in space surrounded by a boundary, that
accepts water and other inputs, operates on them
internally, and produces them as outputs
4Reynolds Transport Theorem
Rate of change of B stored in the control volume
Total rate of change of B in the fluid system
Net outflow of B across the control surface
5Geography
6Geographic Things
7Data Cube
A simple data model
Time, T
When
D
Where
Space, L
Variables, V
What
8ArcHydro Time Series
9Continuous Space-Time Model NetCDF (Unidata)
Time, T
Coordinate dimensions X
D
Space, L
Variable dimensions Y
Variables, V
10Discrete Space-Time Data ModelArcHydro
Time, TSDateTime
TSValue
Space, FeatureID
Variables, TSTypeID
11CUAHSI Observations Data Model
- A relational database at the single observation
level (atomic model) - Stores observation data made at points
- Metadata for unambiguous interpretation
- Traceable heritage from raw measurements to
usable information
Streamflow
Groundwater levels
Precipitation Climate
Soil moisture data
Flux tower data
Water Quality
12Space, Time, Variables and Observations
An observations data model archives values of
variables at particular spatial locations and
points in time
- Observations Data Model
- Data from sensors (regular time series)
- Data from field sampling (irregular time points)
Variables (VariableID)
Space (HydroID)
Time
13Space, Time, Variables and Simulation
A process simulaton model computes values of sets
of variables at particular spatial locations at
regular intervals of time
- Process Simulation Model
- A space-time point is unique
- At each point there is a set of variables
Variables (VariableID)
Space (HydroID)
Time
14Space, Time, Variables and Statistics
A statistical distribution is defined for a
particular variable defined over a particular
space and time domain
- Statistical distribution
- Represented as probability, value
- Summarized by statistics (mean, variance,
standard deviation)
Variables (VariableID)
Space (HydroID)
Time