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<h1 id="history">History<a class="headerlink" href="#history" title="Link to this heading">¶</a></h1>
<h2 id="v0-1-0-alpha">v0.1.0-alpha<a class="headerlink" href="#v0-1-0-alpha" title="Link to this heading">¶</a></h2>
<p>This is the initial release of <strong>foxes</strong> - ready for testing.</p>
<p>So far not many models have been transferred from the Fraunhofer IWES in-house predecessor <em>flappy</em>, they will be added in the following versions. Also optimization is not yet included. We are just getting started here!</p>
<p>Enjoy - we are awaiting comments and issues, thanks for testing.</p>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.1.0">https://github.com/FraunhoferIWES/foxes/commits/v0.1.0</a></p>
<h2 id="v0-1-1-alpha">v0.1.1-alpha<a class="headerlink" href="#v0-1-1-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>New code style, created by <em>black</em></p></li>
<li><p>Small fixes, discovered by <em>flake8</em></p></li>
<li><p>Tests now via <em>pytest</em> instead of <em>unittest</em></p></li>
<li><p>Introducing github workflow for automatic testing</p></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.1.1">https://github.com/FraunhoferIWES/foxes/commits/v0.1.1</a></p>
<h2 id="v0-1-2-alpha">v0.1.2-alpha<a class="headerlink" href="#v0-1-2-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Adding support for Python 3.9, 3.10</p></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.1.2">https://github.com/FraunhoferIWES/foxes/commits/v0.1.2</a></p>
<h2 id="v0-1-3-alpha">v0.1.3-alpha<a class="headerlink" href="#v0-1-3-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Adding docu: <a class="reference external" href="https://fraunhoferiwes.github.io/foxes.docs/index.html">https://fraunhoferiwes.github.io/foxes.docs/index.html</a></p></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.1.3">https://github.com/FraunhoferIWES/foxes/commits/v0.1.3</a></p>
<h2 id="v0-1-4-alpha">v0.1.4-alpha<a class="headerlink" href="#v0-1-4-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Fixes</p>
<ul>
<li><p>Static data: Adding missing data <code class="docutils literal notranslate"><span class="pre">wind_rotation.nc</span></code> to manifest</p></li>
</ul>
</li>
<li><p>Models</p>
<ul>
<li><p>New wake model added: <code class="docutils literal notranslate"><span class="pre">TurbOParkWake</span></code> from Orsted</p></li>
<li><p>New turbine type added: <code class="docutils literal notranslate"><span class="pre">PCtSingleFiles</span></code>, reads power and thrust curves from two separate files</p></li>
<li><p>New turbulence intensity wake model added: <code class="docutils literal notranslate"><span class="pre">IECTI2019</span></code>/<code class="docutils literal notranslate"><span class="pre">Frandsen</span></code> and <code class="docutils literal notranslate"><span class="pre">IECTI2005</span></code></p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.1.4">https://github.com/FraunhoferIWES/foxes/commits/v0.1.4</a></p>
<h2 id="v0-2-0-alpha">v0.2.0-alpha<a class="headerlink" href="#v0-2-0-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Core</p>
<ul>
<li><p>Introducing the concept of runners</p></li>
</ul>
</li>
<li><p>Opt</p>
<ul>
<li><p>New sub package: <code class="docutils literal notranslate"><span class="pre">foxes.opt</span></code>, install by <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">foxes[opt]</span></code>. This introduces the capability to run wind farm optimizations. As examples layout optimization for simple cases are given, see below.</p></li>
</ul>
</li>
<li><p>Models</p>
<ul>
<li><p>New turbine model: <code class="docutils literal notranslate"><span class="pre">Thrust2Ct</span></code>, calculates ct from thrust values</p></li>
<li><p>New turbine type: <code class="docutils literal notranslate"><span class="pre">NullType</span></code>, a turbine type with only rotor diameter and hub height data</p></li>
<li><p>Renamed <code class="docutils literal notranslate"><span class="pre">PCtSingleFiles</span></code> into <code class="docutils literal notranslate"><span class="pre">PCtTwoFiles</span></code></p></li>
</ul>
</li>
<li><p>Output</p>
<ul>
<li><p>New output: <code class="docutils literal notranslate"><span class="pre">WindRoseOutput</span></code>, providing a plotly figure that shows a rose-type histogram</p></li>
<li><p>New output: <code class="docutils literal notranslate"><span class="pre">AmbientWindRoseOutput</span></code>, providing rose-type plotly figures of ambient data (no wake calculation involved)</p></li>
</ul>
</li>
<li><p>Algorithms</p>
<ul>
<li><p>Improved <code class="docutils literal notranslate"><span class="pre">Downwind</span></code>: Now with option for ambient runs (no wakes)</p></li>
</ul>
</li>
<li><p>Utils</p>
<ul>
<li><p>New utility: <code class="docutils literal notranslate"><span class="pre">show_plotly_fig</span></code>, opens a window that shows a plotly figure (instead of browser)</p></li>
<li><p>New runners: <code class="docutils literal notranslate"><span class="pre">DefaultRunner</span></code>, <code class="docutils literal notranslate"><span class="pre">DaskRunner</span></code>. The latter features parallel runs via dask</p></li>
</ul>
</li>
<li><p>Examples</p>
<ul>
<li><p>Introducing two sub-folders of examples: <code class="docutils literal notranslate"><span class="pre">foxes</span></code> and <code class="docutils literal notranslate"><span class="pre">foxes.opt</span></code></p></li>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">wind_rose</span></code>, calculation of wind rose states data</p></li>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">layout_single_state</span></code>, wind farm layout optimization for a single wind state</p></li>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">layout_wind_rose</span></code>, wind farm layout optimization for wind rose states</p></li>
</ul>
</li>
<li><p>Notebooks</p>
<ul>
<li><p>New notebook: <code class="docutils literal notranslate"><span class="pre">layout_opt.ipynb</span></code>, demonstrating a simple layout optimization case</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.2.0">https://github.com/FraunhoferIWES/foxes/commits/v0.2.0</a></p>
<h2 id="v0-2-1-alpha">v0.2.1-alpha<a class="headerlink" href="#v0-2-1-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Input:</p>
<ul>
<li><p>New input: <code class="docutils literal notranslate"><span class="pre">MultiHeightStates</span></code> and <code class="docutils literal notranslate"><span class="pre">MultiHeightTimeseries</span></code>, for input data at several height levels, e.g. WRF results at one point</p></li>
</ul>
</li>
<li><p>Output:</p>
<ul>
<li><p>New output: <code class="docutils literal notranslate"><span class="pre">FarmResultsEval</span></code>, calculates sum, mean, min, max over states or turbines for the whole wind farm. Also calculates capacity, efficiency, yield, P75, P90.</p></li>
<li><p>New output: <code class="docutils literal notranslate"><span class="pre">ResultsWriter</span></code>, writes farm results or pandas data to csv file</p></li>
<li><p>Renaming: <code class="docutils literal notranslate"><span class="pre">AmbientRosePlotOutput</span></code> is now called <code class="docutils literal notranslate"><span class="pre">StatesRosePlotOutput</span></code></p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New notebook: <code class="docutils literal notranslate"><span class="pre">multi_height.ipynb</span></code>, demonstrating the usage of multi-height wind input data</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.2.1">https://github.com/FraunhoferIWES/foxes/commits/v0.2.1</a></p>
<h2 id="v0-2-2-alpha">v0.2.2-alpha<a class="headerlink" href="#v0-2-2-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Bug fixes</p>
<ul>
<li><p>Bug fixed in <code class="docutils literal notranslate"><span class="pre">MultiHeightStates</span></code> for wind veer cases</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.2.2">https://github.com/FraunhoferIWES/foxes/commits/v0.2.2</a></p>
<h2 id="v0-2-3-alpha">v0.2.3-alpha<a class="headerlink" href="#v0-2-3-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Input states</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">SingleStateStates</span></code> now supports profiles</p></li>
</ul>
</li>
<li><p>Turbine models</p>
<ul>
<li><p>New model <code class="docutils literal notranslate"><span class="pre">PowerMask</span></code>: Derates or boosts a turbine</p></li>
</ul>
</li>
<li><p>Examples</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">power_mask</span></code>, demonstrates derating and boost</p></li>
</ul>
</li>
<li><p>Utils</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">cubic_roots</span></code>, solves a cubic equation</p></li>
</ul>
</li>
<li><p>Output</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">StateTurbineMap</span></code>, creates heat maps for state-turbine data</p></li>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">TurbineTypeCurves</span></code>, creates power and thrust curve plots</p></li>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">FarmLayoutOutput</span></code> now supports scatter color by variable</p></li>
</ul>
</li>
<li><p>Documentation</p>
<ul>
<li><p>Adding forgotten <code class="docutils literal notranslate"><span class="pre">foxes.opt</span></code> to API</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>Now including results as colored layout plots</p></li>
<li><p>New notebook: <code class="docutils literal notranslate"><span class="pre">wind_rose.ipynb</span></code>, demonstrating how to calculate wind roses</p></li>
<li><p>New notebook: <code class="docutils literal notranslate"><span class="pre">power_mask.ipynb</span></code>, showing derating and boost via a power mask</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.2.3">https://github.com/FraunhoferIWES/foxes/commits/v0.2.3</a></p>
<h2 id="v0-2-4-alpha">v0.2.4-alpha<a class="headerlink" href="#v0-2-4-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Bug fixes</p>
<ul>
<li><p>Hotfix for bug in <code class="docutils literal notranslate"><span class="pre">TurbineTypeCurves</span></code> output</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.2.4">https://github.com/FraunhoferIWES/foxes/commits/v0.2.4</a></p>
<h2 id="v0-2-5-alpha">v0.2.5-alpha<a class="headerlink" href="#v0-2-5-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Core:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">ExtendedStates</span></code>, allows for adding point data models to states</p></li>
</ul>
</li>
<li><p>Input:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">FieldDataNC</span></code>, now with support for spatially uniform variables</p></li>
</ul>
</li>
<li><p>Turbine types:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">WsRho2PCtTwoFiles</span></code>, air density dependent power and ct curves</p></li>
</ul>
</li>
<li><p>Turbine models:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">SectorManagement</span></code>, sets variables by range rules on other variables</p></li>
</ul>
</li>
<li><p>Point models:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">SetUniformData</span></code>, set uniform variables (optionally state dependent)</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">sector_management</span></code>, demonstrates how to model wind sector management</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">sector_man.ipynb</span></code>, demonstrates how to model wind sector management</p></li>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">data.ipynb</span></code>, lists and shows the static data</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix for bug with option <code class="docutils literal notranslate"><span class="pre">col_models</span></code> in farm layout from csv</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.2.5">https://github.com/FraunhoferIWES/foxes/commits/v0.2.5</a></p>
<h2 id="v0-2-6-alpha">v0.2.6-alpha<a class="headerlink" href="#v0-2-6-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Output:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">FarmResultsEval</span></code> can now handle NaN data in Einstein sums</p></li>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">ResultsWriter</span></code> can now also write turbine names</p></li>
</ul>
</li>
<li><p>Turbine models:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">TableFactors</span></code>, multiplies variables with data from a two dimensional table</p></li>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">YAW2YAWM</span></code>, calculates yaw deltas from absolute yaw and wind direction</p></li>
<li><p>New <code class="docutils literal notranslate"><span class="pre">YAWM2YAW</span></code>, calculates absolute yaw from yaw deltas and wind direction</p></li>
<li><p>Generalized: <code class="docutils literal notranslate"><span class="pre">kTI</span></code>, now includes optional offset <code class="docutils literal notranslate"><span class="pre">kb</span></code></p></li>
</ul>
</li>
<li><p>Turbine types:</p>
<ul>
<li><p>Changed: Now yaw correction of <code class="docutils literal notranslate"><span class="pre">P</span></code> and <code class="docutils literal notranslate"><span class="pre">CT</span></code> switched on by default</p></li>
</ul>
</li>
<li><p>Point models:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">TKE2TI</span></code>, calculates turbulence intensity from TKE</p></li>
</ul>
</li>
<li><p>Wake models:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">PorteAgel</span></code>, calculates wakes based on the Bastankhah PorteAgel 2016 wake model</p></li>
</ul>
</li>
<li><p>Wake frames:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">YawedWake</span></code>, bends wakes in yawed conditions</p></li>
</ul>
</li>
<li><p>Wake superposition models:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">LinearSuperposition</span></code>, now includes options for lower/higher limits of total wake deltas</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">compare_wakes</span></code>, compares wake models along horizontal lines</p></li>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">yawed_wake</span></code>, demonstrates wake bending by yawing a rotor</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">yawed_wake.ipynb</span></code>, demonstrates wake bending by yawing a rotor</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix for bug with <code class="docutils literal notranslate"><span class="pre">ExtendedStates</span></code>, now it is actually working</p></li>
<li><p>Fix for bug with wake width in <code class="docutils literal notranslate"><span class="pre">CrespoHernandezTIWake</span></code></p></li>
<li><p>Fix for bug with YAW and WD when using the <code class="docutils literal notranslate"><span class="pre">YAWM2YAW</span></code> turbine model</p></li>
<li><p>Fix for bug in <code class="docutils literal notranslate"><span class="pre">TurbOPark</span></code> wake model, double counting constant offset in sigma</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.2.6">https://github.com/FraunhoferIWES/foxes/commits/v0.2.6</a></p>
<h2 id="v0-3-0-alpha">v0.3.0-alpha<a class="headerlink" href="#v0-3-0-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Core:</p>
<ul>
<li><p>Models now with simplified structure, reduces memory load during calculations</p></li>
</ul>
</li>
<li><p>Algorithms:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">Iterative</span></code>, iterative wind farm calculation until convergence has been reached</p></li>
</ul>
</li>
<li><p>Input:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">FieldDataNC</span></code> now accepts xarray Dataset or file pattern str as input</p></li>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">ShearedProfile</span></code>, Vertical WS profile can be determined with shear exponent</p></li>
</ul>
</li>
<li><p>Output:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">FlowPlots2D</span></code> replacing horizontal/vertical –&gt; xy, xz, yz, more intuitive</p></li>
</ul>
</li>
<li><p>Wake models:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">TurbOParkIX</span></code>, integrates wake corrected TI along centreline for wake width sigma.</p></li>
</ul>
</li>
<li><p>Wake frames:</p>
<ul>
<li><p>Improved: All yawed wake frames now also support centreline data integration</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">overview.ipynb</span></code>, summarizes the setup steps</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix for bug in <code class="docutils literal notranslate"><span class="pre">TurbOPark</span></code> wake model: Brackets in Eq. (4) were wrong</p></li>
<li><p>Fix for bug with long streamlines</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.3.0">https://github.com/FraunhoferIWES/foxes/commits/v0.3.0</a></p>
<h2 id="v0-3-1-alpha">v0.3.1-alpha<a class="headerlink" href="#v0-3-1-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Input states:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">FieldDataNC</span></code> now supports states subset selection</p></li>
</ul>
</li>
<li><p>Wake frames:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">Streamlines</span></code> now with maximal length option</p></li>
</ul>
</li>
<li><p>Turbine models:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">Calculator</span></code>, simple variable calculation via user function</p></li>
</ul>
</li>
<li><p>Opt:</p>
<ul>
<li><p>Now two abstract problems in core: <code class="docutils literal notranslate"><span class="pre">FarmOptProblem</span></code> and <code class="docutils literal notranslate"><span class="pre">FarmVarsProblem</span></code>, the latter invokes the <code class="docutils literal notranslate"><span class="pre">SetFarmVars</span></code> turbine model</p></li>
<li><p>New opt problem: <code class="docutils literal notranslate"><span class="pre">RegularLayoutOptProblem</span></code>, searches for a regular grid layout</p></li>
<li><p>New opt problem: <code class="docutils literal notranslate"><span class="pre">GeomRegGrids</span></code>, finds regular grid layout by purely geometrical means (no wind farm calculation)</p></li>
<li><p>New opt problem: <code class="docutils literal notranslate"><span class="pre">GeomLayout</span></code>, turbine positioning based on xy variables, also purely geometrical</p></li>
<li><p>New opt problem: <code class="docutils literal notranslate"><span class="pre">GeomLayoutGridded</span></code>, a purely geometrical optimization on a gridded background</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New in <code class="docutils literal notranslate"><span class="pre">foxes.opt</span></code>: Example <code class="docutils literal notranslate"><span class="pre">layout_regular_grid</span></code>, demonstrates regular grid layout optimization</p></li>
<li><p>New in <code class="docutils literal notranslate"><span class="pre">foxes.opt</span></code>: Example <code class="docutils literal notranslate"><span class="pre">geom_reggrids</span></code>, purely geometrical regular layout optimization</p></li>
</ul>
</li>
<li><p>Utils:</p>
<ul>
<li><p>New functions for shape file handling: <code class="docutils literal notranslate"><span class="pre">read_shp</span></code>, <code class="docutils literal notranslate"><span class="pre">shp2csv</span></code>, <code class="docutils literal notranslate"><span class="pre">read_shp_polygons</span></code></p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.3.1">https://github.com/FraunhoferIWES/foxes/commits/v0.3.1</a></p>
<h2 id="v0-3-2-alpha">v0.3.2-alpha<a class="headerlink" href="#v0-3-2-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix for bug in <code class="docutils literal notranslate"><span class="pre">FarmResultsEval</span></code> that affected time range calculations under Windows</p></li>
<li><p>Bug fixes for <code class="docutils literal notranslate"><span class="pre">FarmResultsEval</span></code> with time series data</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.3.2">https://github.com/FraunhoferIWES/foxes/commits/v0.3.2</a></p>
<h2 id="v0-3-3-alpha">v0.3.3-alpha<a class="headerlink" href="#v0-3-3-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Utils:</p>
<ul>
<li><p>Now <code class="docutils literal notranslate"><span class="pre">geopandas_helpers</span></code> can handle interior areas</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.3.3">https://github.com/FraunhoferIWES/foxes/commits/v0.3.3</a></p>
<h2 id="v0-3-4-alpha">v0.3.4-alpha<a class="headerlink" href="#v0-3-4-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Installation:</p>
<ul>
<li><p><code class="docutils literal notranslate"><span class="pre">foxes</span></code> now supports Python 3.11</p></li>
</ul>
</li>
<li><p>Input:</p>
<ul>
<li><p>New layout input option: <code class="docutils literal notranslate"><span class="pre">add_from_df</span></code>, adding turbines from a pandas DataFrame</p></li>
<li><p>New interface to <a class="reference external" href="https://github.com/IEAWindTask37/windIO">windIO</a> case yaml files</p></li>
</ul>
</li>
<li><p>Turbine types:</p>
<ul>
<li><p>New turbine type <code class="docutils literal notranslate"><span class="pre">CpCtFile</span></code>, reads CP and CT data from file or pandas DataFrame</p></li>
<li><p>New turbine type <code class="docutils literal notranslate"><span class="pre">CpCtFromTwo</span></code>, reads CP and CT data from two files or pandas DataFrames</p></li>
<li><p>Improved: Turbine types now calculate <code class="docutils literal notranslate"><span class="pre">P_nominal</span></code> as maximum, if not explicitely given</p></li>
</ul>
</li>
<li><p>Constants:</p>
<ul>
<li><p>Introducing <code class="docutils literal notranslate"><span class="pre">P_UNITS</span></code>, used in turbine types and output evaluation</p></li>
</ul>
</li>
<li><p>States:</p>
<ul>
<li><p>Bug fixed in <code class="docutils literal notranslate"><span class="pre">FieldDataNC</span></code> with loading multiple files</p></li>
</ul>
</li>
<li><p>Core:</p>
<ul>
<li><p>Improved <code class="docutils literal notranslate"><span class="pre">DataCalcModel</span></code>: Now cleaner treatment of runs with <code class="docutils literal notranslate"><span class="pre">progress_bar=False</span></code>. Also now slimmer for <code class="docutils literal notranslate"><span class="pre">distributed</span></code> scheduler</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.3.4">https://github.com/FraunhoferIWES/foxes/commits/v0.3.4</a></p>
<h2 id="v0-3-5-alpha">v0.3.5-alpha<a class="headerlink" href="#v0-3-5-alpha" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>General:</p>
<ul>
<li><p>Moving identifier-type entries from <code class="docutils literal notranslate"><span class="pre">foxes.variables</span></code> to <code class="docutils literal notranslate"><span class="pre">foxes.constants</span></code></p></li>
</ul>
</li>
<li><p>Models:</p>
<ul>
<li><p>New wake superposition model <code class="docutils literal notranslate"><span class="pre">ProductSuperposition</span></code>, computing factorized wake deltas</p></li>
<li><p>New turbine model: <code class="docutils literal notranslate"><span class="pre">RotorCentreCalc</span></code>, calculates data at rotor centre, irrespective of rotor model</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Bug fixed that caused problems when restarting the <code class="docutils literal notranslate"><span class="pre">SectorManagement</span></code> turbine model, e.g. for flow plots</p></li>
</ul>
</li>
<li><p>Documentation:</p>
<ul>
<li><p>Completely new style, fixing issues with incomplete API entries</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.3.5">https://github.com/FraunhoferIWES/foxes/commits/v0.3.5</a></p>
<h2 id="v0-4-0">v0.4.0<a class="headerlink" href="#v0-4-0" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Models:</p>
<ul>
<li><p>Improved: New option to specify wake growth variable name, such that multiple <code class="docutils literal notranslate"><span class="pre">kTI</span></code> models could be used, resulting in different <code class="docutils literal notranslate"><span class="pre">k</span></code>‘s for different wake models</p></li>
<li><p>New turbine model: <code class="docutils literal notranslate"><span class="pre">LookupTable</span></code>, interpolates data based on a multi-dimensional lookup table</p></li>
</ul>
</li>
<li><p>Utils:</p>
<ul>
<li><p>Improved <code class="docutils literal notranslate"><span class="pre">DaskRunner</span></code>: Now supports clusters that run the Slurm queueing system</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">timeseries_slurm</span></code>, shows how to run foxes on a HPC with Slurm queueing system</p></li>
</ul>
</li>
<li><p>Optimization:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">foxes.opt</span></code> is now able to optimize for flow variables (at selected points in space) in addition to turbine variables</p></li>
</ul>
</li>
<li><p>Documentation:</p>
<ul>
<li><p>Improved API docu, now based on <code class="docutils literal notranslate"><span class="pre">python-apigen</span></code></p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.4.0">https://github.com/FraunhoferIWES/foxes/commits/v0.4.0</a></p>
<h2 id="v0-4-1">v0.4.1<a class="headerlink" href="#v0-4-1" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Algorithms:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">Iterative</span></code> now iterates through outer loop instead of within chunk</p></li>
</ul>
</li>
<li><p>Models:</p>
<ul>
<li><p>New wake frame: <code class="docutils literal notranslate"><span class="pre">Timelines</span></code>, propagates wakes for spatially uniform time series</p></li>
</ul>
</li>
<li><p>Tests:</p>
<ul>
<li><p>New test: <code class="docutils literal notranslate"><span class="pre">consistency/iterative</span></code>, checks if iterative algorithm gives same result</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">timelines</span></code>, demonstrates the usage of the <code class="docutils literal notranslate"><span class="pre">Timelines</span></code> wake frame</p></li>
<li><p>Improved: All examples were update for the correct usage of the <code class="docutils literal notranslate"><span class="pre">DaskRunner</span></code></p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New notebook: <code class="docutils literal notranslate"><span class="pre">timelines.ipynb</span></code>, showing how to use the <code class="docutils literal notranslate"><span class="pre">Timelines</span></code> wake frame in a notebook</p></li>
</ul>
</li>
<li><p>Data:</p>
<ul>
<li><p>New states data <code class="docutils literal notranslate"><span class="pre">timeseries_100.csv.gz</span></code>, a short timeseries with timestep 1 min, varying wind direction only</p></li>
</ul>
</li>
<li><p>Output:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">FlowPlots2D</span></code> now has the optional argument <code class="docutils literal notranslate"><span class="pre">runner</span></code>, for computing plots with the chosen parallelization settings</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.4.1">https://github.com/FraunhoferIWES/foxes/commits/v0.4.1</a></p>
<h2 id="v0-4-2">v0.4.2<a class="headerlink" href="#v0-4-2" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix of bug that slowed down <code class="docutils literal notranslate"><span class="pre">TurbOParkIX</span></code> by considering all TI wakes instead of only source turbine wake during integration</p></li>
<li><p>Fix of bug that prevented plotly wind roses to be shown in the documentation</p></li>
<li><p>Fix in docu that excluded the algorithm models from the API</p></li>
</ul>
</li>
<li><p>Output:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">Animator</span></code>, creates animations based on generators that yield lists of artists</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">timelines</span></code> now includes turbine REWS signal in animations</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">timelines.ipynb</span></code> now includes turbine REWS signal in animations</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.4.2">https://github.com/FraunhoferIWES/foxes/commits/v0.4.2</a></p>
<h2 id="v0-4-3">v0.4.3<a class="headerlink" href="#v0-4-3" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Output:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">RosePlotOutput</span></code> and <code class="docutils literal notranslate"><span class="pre">StatesRosePlotOutput</span></code> now optionally return the binned data</p></li>
</ul>
</li>
<li><p>Models:</p>
<ul>
<li><p>New vertical profile: <code class="docutils literal notranslate"><span class="pre">DataProfile</span></code>, data based profile from file or pandas DataFrame</p></li>
<li><p>Improved ti superposition: Now supporting n-th power superposition</p></li>
<li><p>Improved wake model <code class="docutils literal notranslate"><span class="pre">TurbOParkIX</span></code>: New option for consideration of all wakes in ti integral</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Fixed bug with <code class="docutils literal notranslate"><span class="pre">windio</span></code> input that resulted in wrong wind rose weights</p></li>
<li><p>Fixed bug with <code class="docutils literal notranslate"><span class="pre">FlowPlots2D</span></code> with value bounds in contour plots</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.4.3">https://github.com/FraunhoferIWES/foxes/commits/v0.4.3</a></p>
<h2 id="v0-4-4">v0.4.4<a class="headerlink" href="#v0-4-4" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Testing automated publishing to PyPi via workflow</p></li>
</ul>
<h2 id="v0-4-5">v0.4.5<a class="headerlink" href="#v0-4-5" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Models:</p>
<ul>
<li><p>New rotor model: <code class="docutils literal notranslate"><span class="pre">LevelRotor</span></code>, calculates the REWS from different height levels</p></li>
<li><p>New turbine type: <code class="docutils literal notranslate"><span class="pre">WsTI2PCtFromTwo</span></code>, reads turbulence-dependent ct- and power curves</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.4.5">https://github.com/FraunhoferIWES/foxes/commits/v0.4.5</a></p>
<h2 id="v0-5">v0.5<a class="headerlink" href="#v0-5" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Dependencies:</p>
<ul>
<li><p>Dropping support for Python 3.7, due to <code class="docutils literal notranslate"><span class="pre">netcdf4</span></code> dependency</p></li>
</ul>
</li>
<li><p>Core:</p>
<ul>
<li><p>Simplified model initialization/finalization. Removing the <code class="docutils literal notranslate"><span class="pre">keep_models</span></code> idea, instead all models are now kept in the algorithm’s idata memory until finalization. Adding a new model now mostly requires that the <code class="docutils literal notranslate"><span class="pre">sub_models</span></code> and the <code class="docutils literal notranslate"><span class="pre">load_data</span></code> functions are overloaded, if applicable. The <code class="docutils literal notranslate"><span class="pre">initialize</span></code> and <code class="docutils literal notranslate"><span class="pre">finalize</span></code> only need to be addressed explicitly in non-standard cases.</p></li>
</ul>
</li>
<li><p>Algorithms:</p>
<ul>
<li><p>New algorithm: <code class="docutils literal notranslate"><span class="pre">Sequential</span></code>, step wise evaluation of states for simulation environments that do not support chunking</p></li>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">Iterative</span></code> now supports under-relaxation of parameters</p></li>
</ul>
</li>
<li><p>Output:</p>
<ul>
<li><p>New sub package: <code class="docutils literal notranslate"><span class="pre">output.flow_plots_2d</span></code> is now a package instead of a module</p></li>
</ul>
</li>
<li><p>Models:</p>
<ul>
<li><p>This version introduces induction models for modelling blockage effects.</p></li>
<li><p>New induction model: <code class="docutils literal notranslate"><span class="pre">RHB</span></code>, the classic Rankine-half-body model.</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">sequential</span></code>, demonstrating the usage of the sequential algorithm</p></li>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">induction_RHB</span></code>, showing the Rankine-half-body model for blockage</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New notebook: <code class="docutils literal notranslate"><span class="pre">blockage.ipynb</span></code>, demonstrating how to apply the RHB induction model to a wind farm</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.5">https://github.com/FraunhoferIWES/foxes/commits/v0.5</a></p>
<h2 id="v0-5-1">v0.5.1<a class="headerlink" href="#v0-5-1" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Dependencies:</p>
<ul>
<li><p>The <code class="docutils literal notranslate"><span class="pre">windio</span></code> package is now an optional dependency, to be installed by hand if needed. This is due to windio being not available at conda-forge</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New notebook: <code class="docutils literal notranslate"><span class="pre">sequential.ipynb</span></code>, creating an animation showing state-by-state wake propagation</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.5.1">https://github.com/FraunhoferIWES/foxes/commits/v0.5.1</a></p>
<h2 id="v0-5-2">v0.5.2<a class="headerlink" href="#v0-5-2" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Algorithms:</p>
<ul>
<li><p>Improved <code class="docutils literal notranslate"><span class="pre">Downwind</span></code>: Now optional arguments that allow calculation of subsets in calc_farm and calc_points, e.g. a selection of states</p></li>
</ul>
</li>
<li><p>Output:</p>
<ul>
<li><p>New output: <code class="docutils literal notranslate"><span class="pre">PointCalculator</span></code>, a wrapper for the calc_points function of the algorithm</p></li>
<li><p>New output: <code class="docutils literal notranslate"><span class="pre">SliceData</span></code>, creating arrays, DataFrames or Datasets from 2D slices</p></li>
<li><p>Improved <code class="docutils literal notranslate"><span class="pre">FlowPlots2D</span></code>: Completely refactored, data based on <code class="docutils literal notranslate"><span class="pre">SliceData</span></code>. New option for creating figures for subsets of states only.</p></li>
</ul>
</li>
<li><p>Vertical profiles:</p>
<ul>
<li><p>Now optional support for <code class="docutils literal notranslate"><span class="pre">ustar</span></code> input data instead of reference data</p></li>
</ul>
</li>
<li><p>Turbine types:</p>
<ul>
<li><p>Fix for <code class="docutils literal notranslate"><span class="pre">Cp</span></code>-based models with interpolation within sparse input data</p></li>
</ul>
</li>
<li><p>Wake models:</p>
<ul>
<li><p>Renaming: <code class="docutils literal notranslate"><span class="pre">BastankhahWake</span></code> class now called <code class="docutils literal notranslate"><span class="pre">Bastankhah2014</span></code>. Models in the model book are also renamed from <code class="docutils literal notranslate"><span class="pre">Bastankhah</span></code> to <code class="docutils literal notranslate"><span class="pre">Bastankhah2014</span></code></p></li>
<li><p>Renaming: <code class="docutils literal notranslate"><span class="pre">PorteAgelWake</span></code> class now called <code class="docutils literal notranslate"><span class="pre">Bastankhah2016</span></code>. Models in the model book are also renamed from <code class="docutils literal notranslate"><span class="pre">PorteAgel</span></code> to <code class="docutils literal notranslate"><span class="pre">Bastankhah2016</span></code></p></li>
<li><p>Renaming: <code class="docutils literal notranslate"><span class="pre">RHB</span></code> class now called <code class="docutils literal notranslate"><span class="pre">RankineHalfBody</span></code></p></li>
<li><p>Fix: <code class="docutils literal notranslate"><span class="pre">RankineHalfBody</span></code> no longer shows a jump at the rotor disc, but a small region of constant deficit instead</p></li>
<li><p>New default values: <code class="docutils literal notranslate"><span class="pre">Bastankhah2014</span></code> now has default value <code class="docutils literal notranslate"><span class="pre">sbeta_factor=0.2</span></code> (previously 0.25). Models with the previous value are available in the model book as <code class="docutils literal notranslate"><span class="pre">Bastankhah025</span></code> etc.</p></li>
</ul>
</li>
<li><p>Wake superpositions:</p>
<ul>
<li><p>Restructured: Now simplified classes for WS or TI superposition only (less general but simpler), e.g. <code class="docutils literal notranslate"><span class="pre">WSLinear</span></code> or <code class="docutils literal notranslate"><span class="pre">TIQuadratic</span></code>, etc. Also in the model book the models are now called <code class="docutils literal notranslate"><span class="pre">ws_linear</span></code> or <code class="docutils literal notranslate"><span class="pre">ti_quadratic</span></code>, etc.</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.5.2">https://github.com/FraunhoferIWES/foxes/commits/v0.5.2</a></p>
<h2 id="v0-5-2-1">v0.5.2.1<a class="headerlink" href="#v0-5-2-1" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Bug fixes:</p>
<ul>
<li><p>Bugs fixed that messed up the colorbar and the title in animations</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>Improved animations in <code class="docutils literal notranslate"><span class="pre">timelines.ipynb</span></code> and <code class="docutils literal notranslate"><span class="pre">sequential.ipynb</span></code></p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.5.2.1">https://github.com/FraunhoferIWES/foxes/commits/v0.5.2.1</a></p>
<h2 id="v0-6">v0.6<a class="headerlink" href="#v0-6" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Dependencies:</p>
<ul>
<li><p>Replacing dependency on <code class="docutils literal notranslate"><span class="pre">plotly</span></code> by dependency on <code class="docutils literal notranslate"><span class="pre">windrose</span></code>, since the latter is lighter</p></li>
</ul>
</li>
<li><p>Core:</p>
<ul>
<li><p>This version introduces <code class="docutils literal notranslate"><span class="pre">AxialInductionModel</span></code> classes, computing the axial induction factor <code class="docutils literal notranslate"><span class="pre">a(ct)</span></code></p></li>
</ul>
</li>
<li><p>Wake models:</p>
<ul>
<li><p>Reformulating <code class="docutils literal notranslate"><span class="pre">beta</span></code> in terms of induction in <code class="docutils literal notranslate"><span class="pre">Bastankhah2014</span></code> and <code class="docutils literal notranslate"><span class="pre">CrespoHernandez</span></code></p></li>
<li><p>New default: <code class="docutils literal notranslate"><span class="pre">Bastankhah2014</span></code>, <code class="docutils literal notranslate"><span class="pre">Bastankhah2016</span></code>, <code class="docutils literal notranslate"><span class="pre">TurbOPark</span></code> and <code class="docutils literal notranslate"><span class="pre">TurbOParkIX</span></code> now with default axial induction model <code class="docutils literal notranslate"><span class="pre">Madsen</span></code></p></li>
<li><p>New induction wake models: <code class="docutils literal notranslate"><span class="pre">Rathmann</span></code>, <code class="docutils literal notranslate"><span class="pre">SelfSimilar</span></code> and <code class="docutils literal notranslate"><span class="pre">SelfSimilar2020</span></code>, for blockage modelling</p></li>
<li><p>Introducing <code class="docutils literal notranslate"><span class="pre">WakeMirror</span></code> wrapper around wake models, modelling wake reflection from ground or horizontal plane via virtual mirrored turbines</p></li>
</ul>
</li>
<li><p>Wake frames:</p>
<ul>
<li><p>Renaming <code class="docutils literal notranslate"><span class="pre">Streamlines</span></code> to <code class="docutils literal notranslate"><span class="pre">Streamlines2D</span></code>, no changes in model book names</p></li>
</ul>
</li>
<li><p>Axial induction models:</p>
<ul>
<li><p>New induction model: <code class="docutils literal notranslate"><span class="pre">BetzAxialInduction</span></code>, the classic <code class="docutils literal notranslate"><span class="pre">a</span> <span class="pre">=</span> <span class="pre">0.5(1</span> <span class="pre">-</span> <span class="pre">sqrt(1-ct))</span></code> relation. In the model book this is called <code class="docutils literal notranslate"><span class="pre">Betz</span></code>.</p></li>
<li><p>New induction model: <code class="docutils literal notranslate"><span class="pre">MadsenAxialInduction</span></code>, a third-order polynomial approximation of <code class="docutils literal notranslate"><span class="pre">a(ct)</span></code>. In the model book this is called <code class="docutils literal notranslate"><span class="pre">Madsen</span></code>.</p></li>
</ul>
</li>
<li><p>Output:</p>
<ul>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">FlowPlots2D</span></code> now includes an option for indicating the rotor disk by a colored line</p></li>
<li><p>Improved: <code class="docutils literal notranslate"><span class="pre">RosePlotOutput</span></code> no longer depends on <code class="docutils literal notranslate"><span class="pre">plotly</span></code>, but on the new utility <code class="docutils literal notranslate"><span class="pre">TabWindroseAxes</span></code></p></li>
</ul>
</li>
<li><p>Utils:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">TabWindroseAxes</span></code>, a derivative of <code class="docutils literal notranslate"><span class="pre">windrose.WindroseAxes</span></code> for input data that is based on bins with weights (and not timeseries)</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New: <code class="docutils literal notranslate"><span class="pre">blockage_comparison.ipynb</span></code>, comparing four turbine induction models</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix for bug in <code class="docutils literal notranslate"><span class="pre">Streamlines2D</span></code> when used in combination with <code class="docutils literal notranslate"><span class="pre">WakeMirror</span></code></p></li>
</ul>
</li>
<li><p>Tests:</p>
<ul>
<li><p>Fresh <code class="docutils literal notranslate"><span class="pre">flappy</span></code> v0.6.2 test data for all Bastankhah and CrespoHernandez wakes, also without the <code class="docutils literal notranslate"><span class="pre">sbeta</span></code> limitation</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.6">https://github.com/FraunhoferIWES/foxes/commits/v0.6</a></p>
<h2 id="v0-6-1">v0.6.1<a class="headerlink" href="#v0-6-1" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Input:</p>
<ul>
<li><p>New ambient states: <code class="docutils literal notranslate"><span class="pre">TabStates</span></code>, single tab-file input</p></li>
</ul>
</li>
<li><p>Data</p>
<ul>
<li><p>New static data: <code class="docutils literal notranslate"><span class="pre">winds100.tab</span></code>, an example tab file</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">tab_file</span></code>, demonstrating the usage of the <code class="docutils literal notranslate"><span class="pre">TabStates</span></code></p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Bug fixed for <code class="docutils literal notranslate"><span class="pre">RankineHalfBody</span></code> turbine induction model that produced wrong results for wind directions unequal 270 degrees</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.6.1">https://github.com/FraunhoferIWES/foxes/commits/v0.6.1</a></p>
<h2 id="v0-6-2">v0.6.2<a class="headerlink" href="#v0-6-2" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Models:</p>
<ul>
<li><p>New partial wakes model: <code class="docutils literal notranslate"><span class="pre">PartialCentre</span></code>, evaluating wake deltas at the rotor centre point only</p></li>
</ul>
</li>
<li><p>Inputs:</p>
<ul>
<li><p>New farm layout input: <code class="docutils literal notranslate"><span class="pre">add_random</span></code>, adds turbines at random positions, respecting a minimal distance</p></li>
<li><p>New states creation: <code class="docutils literal notranslate"><span class="pre">random_timseries_data</span></code>, creates uniform random timeseries data</p></li>
</ul>
</li>
<li><p>Utils:</p>
<ul>
<li><p>New function <code class="docutils literal notranslate"><span class="pre">random_xy_square</span></code>, generates random xy positions with minimal distance</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">random_timeseries</span></code>, computes a random farm in a random timeseries. Both sizes are defined by user input</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix for bug in <code class="docutils literal notranslate"><span class="pre">gen_states_fig_xz</span></code> and <code class="docutils literal notranslate"><span class="pre">gen_states_fig_xz</span></code> with parameter <code class="docutils literal notranslate"><span class="pre">x_direction</span></code>, which had no effect on the image</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.6.2">https://github.com/FraunhoferIWES/foxes/commits/v0.6.2</a></p>
<h2 id="v0-7">v0.7<a class="headerlink" href="#v0-7" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Python versions:</p>
<ul>
<li><p>Now supporting Python 3.12</p></li>
</ul>
</li>
<li><p>Documentation:</p>
<ul>
<li><p>New page <code class="docutils literal notranslate"><span class="pre">Models</span></code>, summarizing and explaining the <em>foxes</em> model choices.</p></li>
</ul>
</li>
<li><p>Core:</p>
<ul>
<li><p>Speed-up in comparison with version 0.6.x, by internally handling all turbine data in downwind order, and then translating it back to farm order once computations are complete.</p></li>
<li><p>Internally, all point evaluation data is now translated into so called “target” data, where each target is understood as being composed of a certain number of target points. During wake computations, these are the points per rotor (as defined by partial wakes models). For computations at user given points, the points are interpreted as targets with a single target point each. Final point output data is then given to the user again with point index coodinates, i.e., in the same format as in previous versions.</p></li>
<li><p>New data classes: <code class="docutils literal notranslate"><span class="pre">MData</span></code>, <code class="docutils literal notranslate"><span class="pre">FData</span></code>, <code class="docutils literal notranslate"><span class="pre">TData</span></code>, all derived from the foxes <code class="docutils literal notranslate"><span class="pre">Data</span></code> class. These specialize model, farm and target data, respectively, during model calculations.</p></li>
</ul>
</li>
<li><p>Algorithms:</p>
<ul>
<li><p>All algorithm constructors now take <code class="docutils literal notranslate"><span class="pre">farm,</span> <span class="pre">states,</span> <span class="pre">wake_models</span></code> as the first three arguments. If no model book is given, the default <code class="docutils literal notranslate"><span class="pre">ModelBook()</span></code> will be used.</p></li>
<li><p>Partial wakes are now chosen either</p>
<ul>
<li><p>by a dictionary, which maps wake model names to model choices (or default choices, if not found),</p></li>
<li><p>or by a list, where the mapping to the wake models is in order of appearance,</p></li>
<li><p>or by a string, in which case all models are either mapped to the given model, or, if that fails with <code class="docutils literal notranslate"><span class="pre">TypeError</span></code>, to their defaults,</p></li>
<li><p>or by <code class="docutils literal notranslate"><span class="pre">None</span></code>, which means all models are mapped to the default choice.</p></li>
</ul>
</li>
</ul>
</li>
<li><p>Partial wakes:</p>
<ul>
<li><p>New <code class="docutils literal notranslate"><span class="pre">PartialSegregated</span></code> abstract model, from which the <code class="docutils literal notranslate"><span class="pre">PartialGrid</span></code> model is derived. Segregated models now average background results and wake deltas separatly, and then add the results. Notice that with the choice of <code class="docutils literal notranslate"><span class="pre">RotorPoints</span></code> partial wakes, the mathematically correct average over a discretized rotor is calculated. This is more accurate, but it may be slower than some models (e.g. for <code class="docutils literal notranslate"><span class="pre">PartialAxiWake</span></code> models) or not applicable for some rotor choices (e.g. the <code class="docutils literal notranslate"><span class="pre">LevelRotor</span></code>, where a wake average makes no sense).</p></li>
</ul>
</li>
<li><p>Outputs:</p>
<ul>
<li><p>New output <code class="docutils literal notranslate"><span class="pre">RotorPointPlot</span></code>, creating rotor point plots.</p></li>
</ul>
</li>
<li><p>Notebooks:</p>
<ul>
<li><p>New notebook <code class="docutils literal notranslate"><span class="pre">rotor_models.ipynb</span></code>, visualizing rotor points.</p></li>
<li><p>New notebook <code class="docutils literal notranslate"><span class="pre">partial_wakes.ipynb</span></code>, verifying partial wakes models.</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Various fixes here and there.</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.7">https://github.com/FraunhoferIWES/foxes/commits/v0.7</a></p>
<h2 id="v0-7-1">v0.7.1<a class="headerlink" href="#v0-7-1" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Models:</p>
<ul>
<li><p>Improved <code class="docutils literal notranslate"><span class="pre">ModelBook</span></code>, adding some smartness thanks to model factories. Parameters are parsed from model name strings that follow given patterns. E.g., <code class="docutils literal notranslate"><span class="pre">Jensen_&lt;superposition&gt;_k&lt;k&gt;</span></code> represents all <code class="docutils literal notranslate"><span class="pre">JensenWake</span></code> models with any superposition model choice and and choice of k, and <code class="docutils literal notranslate"><span class="pre">Jensen_linear_k0075</span></code> would be an accepted name choice by the user.</p></li>
<li><p>New wind speed superpositions <code class="docutils literal notranslate"><span class="pre">WSLinearLocal</span></code>, <code class="docutils literal notranslate"><span class="pre">WSQuadraticLocal</span></code>, <code class="docutils literal notranslate"><span class="pre">WSPowLocal</span></code>, <code class="docutils literal notranslate"><span class="pre">WSMaxLocal</span></code>: Adding dimensionless wind deficits, and then evaluating the overall effect for the ambient results at evaluation points (no scaling with rotor effective data)</p></li>
</ul>
</li>
<li><p>Utils:</p>
<ul>
<li><p>New utility <code class="docutils literal notranslate"><span class="pre">Factory</span></code>, creating class instances from selections of allowed parameter choises</p></li>
<li><p>New utility <code class="docutils literal notranslate"><span class="pre">FDict</span></code>, a dictionary that supports factories</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Bug fixed with <code class="docutils literal notranslate"><span class="pre">TurbOParkIX</span></code>, that prevented it from running</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.7.1">https://github.com/FraunhoferIWES/foxes/commits/v0.7.1</a></p>
<h2 id="v0-7-2">v0.7.2<a class="headerlink" href="#v0-7-2" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix for bug with <code class="docutils literal notranslate"><span class="pre">Factory</span></code> that confused templates <code class="docutils literal notranslate"><span class="pre">A_B&lt;..&gt;</span></code> type with <code class="docutils literal notranslate"><span class="pre">B&lt;..&gt;</span></code> type templates</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.7.2">https://github.com/FraunhoferIWES/foxes/commits/v0.7.2</a></p>
<h2 id="v0-7-3">v0.7.3<a class="headerlink" href="#v0-7-3" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Dependencies:</p>
<ul>
<li><p>Restriction to <code class="docutils literal notranslate"><span class="pre">numpy&lt;2</span></code> due to an incompatibility of dependecy <code class="docutils literal notranslate"><span class="pre">autograd</span></code></p></li>
</ul>
</li>
<li><p>Core:</p>
<ul>
<li><p>New model type <code class="docutils literal notranslate"><span class="pre">GroundModel</span></code>, which manages the call of the partial wakes models in case of farm calculations and wake models in case of point calculations</p></li>
</ul>
</li>
<li><p>Inputs:</p>
<ul>
<li><p>New height dependent states: <code class="docutils literal notranslate"><span class="pre">MultiHeightNCStates</span></code> and <code class="docutils literal notranslate"><span class="pre">MultiHeightNCTimeseries</span></code>, same as <code class="docutils literal notranslate"><span class="pre">MultiHeightStates</span></code> and <code class="docutils literal notranslate"><span class="pre">MultiHeightTimeseries</span></code>, but starting from a netCDF file or <code class="docutils literal notranslate"><span class="pre">xarray.Dataset</span></code> input</p></li>
</ul>
</li>
<li><p>Models:</p>
<ul>
<li><p>New wake model helper class <code class="docutils literal notranslate"><span class="pre">WakeK</span></code>, handling the <code class="docutils literal notranslate"><span class="pre">k</span></code>, <code class="docutils literal notranslate"><span class="pre">ka</span></code>, <code class="docutils literal notranslate"><span class="pre">kb</span></code> choices for all wake models</p></li>
<li><p>New ground model <code class="docutils literal notranslate"><span class="pre">NoGround</span></code>, plain call of the partial wakes and wakes models</p></li>
<li><p>New ground models <code class="docutils literal notranslate"><span class="pre">WakeMirror</span></code> and  <code class="docutils literal notranslate"><span class="pre">GroundMirror</span></code>, replacing the equivalent former wake models. Realizing wake reflection at horizontal planes.</p></li>
<li><p>New induction model <code class="docutils literal notranslate"><span class="pre">VortexSheet</span></code>, which is a radial implementation of the centreline deficit model in Medici 2012 <a class="reference external" href="https://doi.org/10.1002/we.451">https://doi.org/10.1002/we.451</a></p></li>
</ul>
</li>
<li><p>Utils:</p>
<ul>
<li><p>New utility <code class="docutils literal notranslate"><span class="pre">WakeKFactory</span></code> class, enabling the choice of either <code class="docutils literal notranslate"><span class="pre">k</span></code> or <code class="docutils literal notranslate"><span class="pre">ka,</span> <span class="pre">kb</span></code> directly from the wake model names in the model book.</p></li>
</ul>
</li>
<li><p>Inputs:</p>
<ul>
<li><p>Work on <code class="docutils literal notranslate"><span class="pre">windio</span></code>, but unfinished on their side when it comes to analysis requests</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>Example <code class="docutils literal notranslate"><span class="pre">multi_height</span></code>: Now based on <code class="docutils literal notranslate"><span class="pre">MultiHeightNCTimeseries</span></code></p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Fox for bug with wake mirrors and partial wakes</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.7.3">https://github.com/FraunhoferIWES/foxes/commits/v0.7.3</a></p>
<h2 id="v0-7-4">v0.7.4<a class="headerlink" href="#v0-7-4" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Input:</p>
<ul>
<li><p>Adding output options to <code class="docutils literal notranslate"><span class="pre">windio</span></code></p></li>
</ul>
</li>
<li><p>Output:</p>
<ul>
<li><p>New output <code class="docutils literal notranslate"><span class="pre">StateTurbineTable</span></code>, exporting state-turbine data to NetCDF</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.7.4">https://github.com/FraunhoferIWES/foxes/commits/v0.7.4</a></p>
<h2 id="v0-8">v0.8<a class="headerlink" href="#v0-8" title="Link to this heading">¶</a></h2>
<p>Starting with this version, the previous <code class="docutils literal notranslate"><span class="pre">foxes.opt</span></code> sub-package is is now its own package at github, pypi and conda-forge: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes-opt">foxes-opt</a>, with its own <a class="reference external" href="https://fraunhoferiwes.github.io/foxes-opt/index.html">documentation</a>.</p>
<p>If you are planning to run wind farm optimizations, install it via</p>
<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span class="go">pip install foxes[opt]</span>
</code></pre></div>
</div>
<p>or</p>
<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span class="go">pip install foxes-opt</span>
</code></pre></div>
</div>
<p>or</p>
<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span class="go">conda install foxes-opt -c conda-forge</span>
</code></pre></div>
</div>
<p>Compared to older versions, replace <code class="docutils literal notranslate"><span class="pre">foxes.opt</span></code> by <code class="docutils literal notranslate"><span class="pre">foxes_opt</span></code> in all your scripts - then everything should just run as before.</p>
<p>If you are not running any optimizations, just don’t do any of the above and enjoy the lighter version with less dependencies.</p>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.8">https://github.com/FraunhoferIWES/foxes/commits/v0.8</a></p>
<h2 id="v0-8-1">v0.8.1<a class="headerlink" href="#v0-8-1" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Updated requirements.txt</p></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.8.1">https://github.com/FraunhoferIWES/foxes/commits/v0.8.1</a></p>
<h2 id="v0-8-2">v0.8.2<a class="headerlink" href="#v0-8-2" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Removing <code class="docutils literal notranslate"><span class="pre">plotly_helpers.py</span></code> from <code class="docutils literal notranslate"><span class="pre">utils</span></code></p></li>
<li><p>Updating dependencies</p></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.8.2">https://github.com/FraunhoferIWES/foxes/commits/v0.8.2</a></p>
<h2 id="v0-8-3">v0.8.3<a class="headerlink" href="#v0-8-3" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Outputs:</p>
<ul>
<li><p>Improved <code class="docutils literal notranslate"><span class="pre">SliceData</span></code> output: Now either specify <code class="docutils literal notranslate"><span class="pre">resolution</span></code> or <code class="docutils literal notranslate"><span class="pre">n_img_points</span></code>, e.g. <code class="docutils literal notranslate"><span class="pre">n_img_points=(100,</span> <span class="pre">100)</span></code> for an image with 100 x 100 points</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v0.8.3">https://github.com/FraunhoferIWES/foxes/commits/v0.8.3</a></p>
<h2 id="v1-0">v1.0<a class="headerlink" href="#v1-0" title="Link to this heading">¶</a></h2>
<p>This major version introduces the concept of <code class="docutils literal notranslate"><span class="pre">Engines</span></code> which handle the chunking and parallelization of all <em>foxes</em> calculations. The default choice now prefers the <a class="reference external" href="https://docs.python.org/3/library/concurrent.futures.html">concurrent.futures</a> package and provides a significant speedup compared to previous versions. See the documentation for more details and all engine choices. The <code class="docutils literal notranslate"><span class="pre">Engines</span></code> replace the <code class="docutils literal notranslate"><span class="pre">Runners</span></code> of previous versions.</p>
<ul class="simple">
<li><p>Engines</p>
<ul>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">ThreadsEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">threads</span></code>): Sends chunks to threads, based on <code class="docutils literal notranslate"><span class="pre">concurrent.futures</span></code></p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">ProcessEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">process</span></code>): Sends chunks to processes, based on <code class="docutils literal notranslate"><span class="pre">concurrent.futures</span></code></p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">MultiprocessEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">multiprocess</span></code>): Sends chunks to a multiprocessing pool</p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">XArrayEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">xarray</span></code>): Runs parallelization via <a class="reference external" href="https://docs.xarray.dev/en/stable/generated/xarray.apply_ufunc.html">xarray.apply_ufunc</a></p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">DaskEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">dask</span></code>): Submits chunk calculation functions to <code class="docutils literal notranslate"><span class="pre">dask</span></code></p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">LocalClusterEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">local_cluster</span></code>): Creates a virtual cluster on the local machine</p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">MPIEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">mpi</span></code>): Parallel computation via <code class="docutils literal notranslate"><span class="pre">mpi4py</span></code>, also multi-node</p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">SlurmClusterEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">slurm_cluster</span></code>): Submits jobs to a SLURM system</p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">NumpyEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">numpy</span></code>): Runs a loop over chunks</p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">SingleChunkEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">single</span></code>): Runs single-chunk calculations</p></li>
<li><p>New engine <code class="docutils literal notranslate"><span class="pre">DefaultEngine</span></code> (short <code class="docutils literal notranslate"><span class="pre">default</span></code>): Switches between <code class="docutils literal notranslate"><span class="pre">single</span></code> and <code class="docutils literal notranslate"><span class="pre">process</span></code>, depending on the case size</p></li>
</ul>
</li>
<li><p>Inputs:</p>
<ul>
<li><p>New states <code class="docutils literal notranslate"><span class="pre">OnePointFlowStates</span></code>, <code class="docutils literal notranslate"><span class="pre">OnePointFlowTimeseries</span></code>, <code class="docutils literal notranslate"><span class="pre">OnePointFlowMultiHeightTimeseries</span></code>, <code class="docutils literal notranslate"><span class="pre">OnePointFlowMultiHeightNCTimeseries</span></code>: Generating horizontally inhomogeneous inflow from horizontally homogeneous input data</p></li>
<li><p>New farm layout option: <code class="docutils literal notranslate"><span class="pre">add_ring</span></code>, adding a ring of turbines</p></li>
</ul>
</li>
<li><p>Models:</p>
<ul>
<li><p>Wake frame <code class="docutils literal notranslate"><span class="pre">Timelines</span></code> now also accept spatially uniform multi-height states</p></li>
<li><p>New wake frame <code class="docutils literal notranslate"><span class="pre">DynamicWakes</span></code>: Dynamic wakes for any kind of timeseries states, compatible with chunking</p></li>
<li><p>New turbine type <code class="docutils literal notranslate"><span class="pre">FromLookupTable</span></code>, computes power and thrust coefficient from a lookup table</p></li>
</ul>
</li>
<li><p>Outputs:</p>
<ul>
<li><p>New sub package <code class="docutils literal notranslate"><span class="pre">seq_plugins</span></code>, in case more of these will be added in the future</p></li>
<li><p>New sequential plugin <code class="docutils literal notranslate"><span class="pre">SeqWakeDebugPlugin</span></code>, adding wake centres and velocity vectors to flow animations, for debugging</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New example: <code class="docutils literal notranslate"><span class="pre">dyn_wakes</span></code>, similar to <code class="docutils literal notranslate"><span class="pre">timelines</span></code> but with dynamic wakes and <code class="docutils literal notranslate"><span class="pre">OnePointFlowTimeseries</span></code> inflow</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v1.0">https://github.com/FraunhoferIWES/foxes/commits/v1.0</a></p>
<h2 id="v1-1">v1.1<a class="headerlink" href="#v1-1" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Python versions:</p>
<ul>
<li><p>Adding support for Python3.13</p></li>
</ul>
</li>
<li><p>Engines:</p>
<ul>
<li><p>Default number of processes is now os.cpu_count(), or os.process_cpu_count() for python3.13</p></li>
<li><p>New engine: <code class="docutils literal notranslate"><span class="pre">RayEngine</span></code> (short name <code class="docutils literal notranslate"><span class="pre">ray</span></code>), runs parallel computations based on  the <a class="reference external" href="https://docs.ray.io/en/latest/">Ray package</a></p></li>
</ul>
</li>
<li><p>Inputs:</p>
<ul>
<li><p>New states <code class="docutils literal notranslate"><span class="pre">SliceDataNC</span></code>, much like <code class="docutils literal notranslate"><span class="pre">FieldDataNC</span></code> but without height dependency</p></li>
</ul>
</li>
<li><p>Models:</p>
<ul>
<li><p>New turbine type <code class="docutils literal notranslate"><span class="pre">TBLFile</span></code>: Reads power, ct, D, H, P_rated from a <a href="#id1"><span class="problematic" id="id2">*</span></a>.tbl file</p></li>
<li><p>Turbine induction models <code class="docutils literal notranslate"><span class="pre">SelfSimilar</span></code>, <code class="docutils literal notranslate"><span class="pre">SelfSimilar2020</span></code>, <code class="docutils literal notranslate"><span class="pre">Rathmann</span></code>, <code class="docutils literal notranslate"><span class="pre">VortexSheet</span></code> now optionally accept any wind speed superposition model, i.e., they are no longer based on hard-coded linear superposition</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Bug fixed in <code class="docutils literal notranslate"><span class="pre">WSProduct</span></code>, causing zero wind speed at regions not touched by wakes</p></li>
<li><p>Bugs fixes in <code class="docutils literal notranslate"><span class="pre">FarmLayoutOutput</span></code>, concerning the writing of the layout csv file</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v1.1">https://github.com/FraunhoferIWES/foxes/commits/v1.1</a></p>
<h2 id="v1-1-1">v1.1.1<a class="headerlink" href="#v1-1-1" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Dependencies:</p>
<ul>
<li><p>Removing optional dependencies <code class="docutils literal notranslate"><span class="pre">io</span></code>. The installation advice will be printed when trying to use the <code class="docutils literal notranslate"><span class="pre">foxes.input.windio</span></code> sub package. The reason is that for now this depends on a personal <a class="reference external" href="https://github.com/kilojoules/windIO">fork by kilojoules</a>, and the inclusion of such dependencies is not supported by PyPi.</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v1.1.1">https://github.com/FraunhoferIWES/foxes/commits/v1.1.1</a></p>
<h2 id="v1-2">v1.2<a class="headerlink" href="#v1-2" title="Link to this heading">¶</a></h2>
<ul class="simple">
<li><p>Command line applications:</p>
<ul>
<li><p>New command line application: <code class="docutils literal notranslate"><span class="pre">foxes_yaml</span></code>, runs <em>foxes</em> by interpreting a <code class="docutils literal notranslate"><span class="pre">yaml</span></code> input parameter file (no script neccessary)</p></li>
<li><p>New command line application: <code class="docutils literal notranslate"><span class="pre">foxes_windio</span></code>, runs <em>foxes</em> by interpreting a windio <code class="docutils literal notranslate"><span class="pre">yaml</span></code> input parameter file (no script neccessary)</p></li>
</ul>
</li>
<li><p>Config:</p>
<ul>
<li><p>Introducing a dictionary-like configuration object <code class="docutils literal notranslate"><span class="pre">foxes.config</span></code>, setting default data types, the directory choices, etc.</p></li>
</ul>
</li>
<li><p>Inputs:</p>
<ul>
<li><p>New input package <code class="docutils literal notranslate"><span class="pre">foxes.input.yaml</span></code>, realizing the run via yaml parameter files. This is not following <code class="docutils literal notranslate"><span class="pre">windio</span></code>, but a <em>foxes</em> specific structure.</p></li>
<li><p>Reworked <code class="docutils literal notranslate"><span class="pre">windio</span></code> input package, now at <code class="docutils literal notranslate"><span class="pre">foxes.input.yaml.windio</span></code> and based on <code class="docutils literal notranslate"><span class="pre">foxes.input.yaml</span></code></p></li>
</ul>
</li>
<li><p>Outputs:</p>
<ul>
<li><p>Introducing the idea of a default output directory, accessible via <code class="docutils literal notranslate"><span class="pre">foxes.config.out_dir</span></code>. The file writing output classes now refer to this, or a output specific output directory that is given as an argument to the constructor of the output class.</p></li>
</ul>
</li>
<li><p>Examples:</p>
<ul>
<li><p>New example <code class="docutils literal notranslate"><span class="pre">yaml_input</span></code>, demonstrating the command line application <code class="docutils literal notranslate"><span class="pre">foxes_yaml</span></code> and the new yaml parameter file</p></li>
</ul>
</li>
<li><p>Bug fixes:</p>
<ul>
<li><p>Fix for <code class="docutils literal notranslate"><span class="pre">TurbOParkIX</span></code> wake model: Now <code class="docutils literal notranslate"><span class="pre">k</span></code> is truly <code class="docutils literal notranslate"><span class="pre">k</span></code>, such that only <code class="docutils literal notranslate"><span class="pre">ambka</span></code> or <code class="docutils literal notranslate"><span class="pre">ka</span></code> choices from <code class="docutils literal notranslate"><span class="pre">WakeK</span></code> correspond to multiplication with <code class="docutils literal notranslate"><span class="pre">AMB_TI</span></code> or <code class="docutils literal notranslate"><span class="pre">TI</span></code>, respectively.</p></li>
</ul>
</li>
</ul>
<p><strong>Full Changelog</strong>: <a class="reference external" href="https://github.com/FraunhoferIWES/foxes/commits/v1.2">https://github.com/FraunhoferIWES/foxes/commits/v1.2</a></p>


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