continuum wind flow model booklet
TRANSCRIPT
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Wind Flow Model
Intuitive.Accurate.
Affordable.
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Wind Flow Model
All met sites used simutaneously to form site-calibrated models
The only commercially available wind flow model that is capable of usingmore than one met site.
Only two required inputs Topo XYZ data and Met TAB files.
No expert knowledge required The site-calibration is automatically started when the TAB files are
imported.
All model parameters and results are exportable to .CSV Not ablack boxsoftware
Generates estimates of wind speed and gross AEPat turbinesites or map nodes.
Can specift any area or grid resolution for map generation. No limit on number of turbine power cuves.
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...At A GlancePerforms a Round Robinanalysiswhere subsets ofmet sites are used toestimate the wind speed atexcluded met sites.
Every subset combination of
met sites are found using N-1,
N-2 and N-3 met sites and
models are created for each
combination Determines how the estimate
uncertainty changes as mets are
added
Tests the robustness of the
model
Analyzes met data and
generates model in minutes Quick to provide turbine
estimates and wind speed maps
Forms uncertainty estimatesand produces P90/P99estima
of wind speed and AEP Only commercially available wind flow model that generates unce
tainty estimates.
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Theory & ApplicationContinuum In a Nutshell
Continuum (patent pending) is an exposure-based wind
flow model that utilizes all available met sites
simultaneously to generate four site-calibrated models.
Each model has a different radius of investigation (used to
calculate the exposure) which range from 4000 to 10,000
m. The four site-calibrated models are used to form
estimates of the wind speed and gross annual energy
production (AEP) at the turbine sites and/or at map nodes.
Between each pair of met sites and from each met site to
every turbine site and/or map node, a path of nodes is
created where there is a small change in the exposure and
elevation from one node to the next. Based on the wind
direction and the terrain complexity at each node, the
model coefficients are determined from the model
relationships and the wind speed is calculated along thepath of nodes as the upwind and downwind exposure
changes from the met site to the turbine or map node.
What is exposure?
Exposure is defined as a weighted average of
the elevation difference between a given point
and the surrounding terrain within a given
radius of investigation weighted by the inverse
distance.
How is wind speed estimated?
Continuum uses a two-parameter linear relations
that describes the change in wind speed with ch
in the upwind and downwind terrain. There are
coefficients, m and m , which describe the senDW UW
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What do the model coefficients represent?
The model coefficients describe how sensitive the
wind speed is to changes in the upwind or downwind
terrain exposure.
As derived from Navier-
Stokes conservation of
momentum equation, if
wind is flowing downhill,the model coefficient is:
CRIT
CRIT
If wind is flowing uphill,
the model coefficient is:
If UWUW then and the wind
decelerates.
Model coefficients are a function of gravity, g, and the
vertical pressure gradient force ( ) which is related to
atmospheric stability. They are also a function of the
velocity flow field which is related to terrain
complexity. They are defined in log-log relationshipas a function of P10 Exposurewhich is a measure of
terrain complexityand site-calibrated log-log
relationships are found for each wind direction sector.
of the wind speed to changes in the downwind (DW) and
upwind (UW) exposure.
If the wind speed is known at Site 1 then the wind speed
at Site 2 can be estimated by analyzing the differences in
the UW and DW terrain from Site 1 to Site 2 in each wind
direction sector.
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Why is a path of nodes created?
Since theterrain complexity can vary across a project
area and since the model coefficientsare a function of
terrain complexity, the wind speeds are calculated in a
stepwise fashion.
Between each pair of met sitesand from each met site to
every turbine or map node, a path of nodes with a gradual
change in terrain complexityis found. The model
coefficients are determined at each node based on the
site-calibrated log-log relationships and the wind speed is
calculated along the path of nodes.
How are the models site-calibrated?Once the met sites are imported, Continuum finds a path of
nodes between each pair of met sitesand cross-predicts
the wind speedusing the default log-log relationships.
Then using a self-learning algorithm, the log-log
relationships are varied and the met cross-predictions are
regenerated. The log-log relationships that yield the
minimum met cross- prediction errorare found and these
form the site-calibrated model.
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Case Study: Five Met Sites at Moderately
Complex Site in North Dakota
The topo data and met TAB files were entered
into Continuum and the four site-calibratedmodels were found. The met site cross-prediction
error is summarized in the table to the right.
The wind speed at each met site was estimated
using the Continuum model and the comparison
between the actual and estimated wind speed are
shown in the two plots below. The RMS error of
the wind speed estimate was 0.026 m/s (or
0.31%).
Site - Calibrated Model Results
Radius of
Investigation,m
Met Cross -
Prediction RMSError
4000 0.64%
6000 0.47%
8000 0.57%
10000 0.37%
~50 km
Validation
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To test the robustnessof the model, the Round Robin analysiswas run
where subsets of the met sites are used to form a model and predict the
wind speed at the excluded met sites. The results are shown in the plots to
the right.
When two mets were used, the RMS error of the wind speed estimates was
0.107 m/s (or 1.21%). As more mets were added to the model, the wind speed
estimate error reduced and, with four mets used in the model, the RMS error
of the estimates dropped to 0.043 m/s (or 0.49%).
Num Mets
RMS
Error, m/s
RMS
Error, %
2 0.107 1.21%
3 0.071 0.80%
4 0.043 0.49%
5 0.026 0.31%
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Whats new in 1.1?Uses local SQLdatabase to store calculated values
Keeps file size small and manageableeven with several large, high-res wind speed or AEP maps
Continuously savesto database as WS or AEP map is generated If Windows reboots or Continuum is accidentally closed, all calculations are safe and retrieved from the database
when the map generation is restarted.
Searches stored data for previously calculated data to help speed up map generation.
Generates site-calibratedmodels on a sectorwise-basis
Model coefficients vary as a
function of wind direction to bettermodel sectorwise variations in
mean atmospheric stability
Accepts and exports eitherUTM coordinates orLat/Long in TAB files andturbine imports/exports
Accepts any topo dataresolution
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Pricing & Contac
$US 4000 for a single user license and one-year of free customer support.
$US 500 annual fee for customer support after first year
Contact:
Liz Walls, Co-Founder, Engineering | [email protected]
Email Liz for a free 5-day trial (5 unique days) of Continu
Visit our website at www.cancalia.com