The purpose of this tutorial is to demonstrate how to inner and outer boundary curve chains. By a "chain" we mean a closed curve that is composed of multiple pieces. Each chain can be a combination of different curve types, e.g., a circular arc can connect to a spline. It also shows how to modify, remove, and add new pieces to an existing curve chain. The undo
and redo
capabilities of the interactive mesh tool are briefly discussed. The outer and inner boundary curves, background grid as well as the mesh will be visualized for quality inspection.
This tutorial demonstrates how to:
- Create and edit an outer boundary chain.
- Create and edit an inner boundary chain.
- Add the background grid when an outer boundary curve is present.
- Visualize an interactive mesh project.
- Discuss undo / redo capabilities.
- Construct and add parametric spline curves.
- Construct and add a curve from parametric equations.
- Construct and add straight line segments.
- Construct and add circular arc segments.
From a Julia REPL we load the HOHQMesh package as well as GLMakie, a backend of Makie.jl, to visualize the curves, mesh, etc. from the interactive tool.
julia> using GLMakie, HOHQMesh
Now we are ready to interactively generate unstructured quadrilateral meshes!
We create a new project with the name "sandbox"
and assign "out"
to be the folder where any output files from the mesh generation process will be saved. By default, the output files created by HOHQMesh will carry the same name as the project. For example, the resulting HOHQMesh control file from this tutorial will be named sandbox.control
. If the folder out
does not exist, it will be created automatically in the current file path.
sandbox_project = newProject("sandbox", "out")
We first create the outer boundary curve chain that is composed of three pieces
- Straight line segment from $(0, -7)$ to $(5, 3)$.
- Half-circle arc of radius $r=5$ centered at $(0, 3)$.
- Straight line segment from $(-5, 3)$ to $(0, -7)$.
Each segment of the curve is created separately. The straight line segments are made with the function newEndPointsLineCurve
and given unique names:
outer_line1 = newEndPointsLineCurve("Line1", # curve name
+ [0.0, -7.0, 0.0], # start point
+ [5.0, 3.0, 0.0]) # end point
+
+outer_line2 = newEndPointsLineCurve("Line2", # curve name
+ [-5.0, 3.0, 0.0], # start point
+ [0.0, -7.0, 0.0]) # end point
To create the circle arc we use the function newCircularArcCurve
where we specify a name for the curve as well as the radius and center of the circle. The arc can have an arbitrary length dictated by the start and end angle, e.g., for a half-circle we take the angle to vary from $0$ to $180$ degrees.
outer_arc = newCircularArcCurve("Arc", # curve name
+ [0.0, 3.0, 0.0], # center
+ 5.0, # radius
+ 0.0, # start angle
+ 180.0, # end angle
+ "degrees") # units for angle
We use "degrees"
to set the angle bounds, but "radians"
can also be used. The name of the curve stored in the dictionary outer_arc
is assigned to be "Arc"
.
The curve names "Line1"
, "Line2"
, and "Arc"
are the labels that HOHQMesh will give to these boundary curve segments in the resulting mesh file.
The three curve segments stored in the variables outer_line1
, outer_line2
, and outer_arc
are then added to the sandbox_project
with a counter-clockwise orientation as required by HOHQMesh.
addCurveToOuterBoundary!(sandbox_project, outer_line1)
+addCurveToOuterBoundary!(sandbox_project, outer_arc)
+addCurveToOuterBoundary!(sandbox_project, outer_line2)
HOHQMesh requires a background grid for the mesh generation process. This background grid sets the base resolution of the desired mesh. HOHQMesh will automatically subdivide from this background grid near sharp features of any curved boundaries.
For a domain bounded by an outer boundary curve, this background grid is set by indicating the desired element size in the $x$ and $y$ directions. To start, we set the background grid for sandbox_project
to have elements with side length one in each direction
addBackgroundGrid!(sandbox_project, [1.0, 1.0, 0.0])
We visualize the outer boundary curve chain and background grid with the following
plotProject!(sandbox_project, MODEL+GRID)
Here, we take the sum of the keywords MODEL
and GRID
in order to simultaneously visualize the outer boundary and background grid. The resulting plot is given below. The chain of outer boundary curves is called "Outer"
and it contains three curve segments "Line1"
, "Arc"
, and "Line2"
labeled in the figure by O.1
, O.2
, and O.3
, respectively.
Suppose that the domain boundary requires a curved segment instead of the straight line "Line2"
. We will replace this line segment in the outer boundary chain with a cubic spline.
First, we remove the "Line2"
curve from the "Outer"
chain with the command
removeOuterBoundaryCurveWithName!(sandbox_project, "Line2")
Alternatively, we can remove the curve "Line2"
using its index in the "Outer"
boundary chain.
removeOuterBoundaryCurveAtIndex!(sandbox_project, 3)
This removal strategy is useful when the curves in the boundary chain do not have unique names. Be aware that when curves are removed from a chain it is possible that the indexing of the remaining curves changes.
The plot automatically updates and we see that the outer boundary is open and contains two segments: "Line1"
and "Arc"
.
Next, we create a parametric cubic spline curve from a given set of data points. In order to make a closed outer boundary chain the cubic spline must begin at the endpoint of the curve "Arc"
and end at the first point of the curve "Line1"
. This ensures that the new spline curve connects into the boundary curve chain with the correct orientation. To create a parametric spline curve we directly provide data points in the code. These points take the form [t, x, y, z]
where t
is the parameter variable that varies between $0$ and $1$. The spline curve constructor newSplineCurve
also takes the number of points as an input argument.
spline_data = [ [0.0 -5.0 3.0 0.0]
+ [0.25 -2.0 1.0 0.0]
+ [0.5 -4.0 0.5 0.0]
+ [0.75 -2.0 -3.0 0.0]
+ [1.0 0.0 -7.0 0.0] ]
+outer_spline = newSplineCurve("Spline", 5, spline_data)
Now we add the spline curve outer_spline
into the sandbox_project
.
addCurveToOuterBoundary!(sandbox_project, outer_spline)
The figure updates automatically to display the "Outer"
boundary chain with the new "Spline"
curve labeled O.3
.
We create a pill shaped inner boundary curve chain composed of four pieces
- Straight line segment from $(1, 5)$ to $(1, 3)$.
- Half-circle arc of radius $r=1$ centered at $(0, 3)$.
- Straight line segment from $(-1, 3)$ to $(-1, 5)$.
- Half-circle arc of radius $r=1$ centered at $(0, 5)$.
Similar to the construction of the "Outer"
boundary chain, each segment of this inner boundary chain is created separately. The straight line segments are made with the function newEndPointsLineCurve
and given unique names:
inner_line1 = newEndPointsLineCurve("Line1", # curve name
+ [1.0, 5.0, 0.0], # start point
+ [1.0, 3.0, 0.0]) # end point
+
+inner_line2 = newEndPointsLineCurve("Line2", # curve name
+ [-1.0, 3.0, 0.0], # start point
+ [-1.0, 5.0, 0.0]) # end point
To create the circle arcs we use the function newCircularArcCurve
where we specify a name for the curve as well as the radius and center of the circle. In order to create an inner curve chain with counter-clockwise orientation the angle for the bottom half-circle arc centered at $(0, 3)$ varies from $0$ to $-180$ degrees. The top half-circle arc centered at $(0, 5)$ has an angle that varies from $180$ to $0$ degrees. The construction of the two circle arcs are
inner_bottom_arc = newCircularArcCurve("BottomArc", # curve name
+ [0.0, 3.0, 0.0], # center
+ 1.0, # radius
+ 0.0, # start angle
+ -pi, # end angle
+ "radians") # units for angle
+
+inner_top_arc = newCircularArcCurve("TopArc", # curve name
+ [0.0, 5.0, 0.0], # center
+ 1.0, # radius
+ 180.0, # start angle
+ 0.0, # end angle
+ "degrees") # units for angle
Note, we use "radians"
to set the angle bounds for inner_bottom_arc
and "degrees"
for the angle bounds of inner_top_arc
.
The curve names "Line1"
, "Line2"
, "BottomArc"
, and "TopArc"
are the labels that HOHQMesh will give to these inner boundary curve segments in the resulting mesh file.
The four curve segments stored in the variables inner_line1
, inner_line2
, inner_bottom_arc
and outer_arc
are added to the sandbox_project
in counter-clockwise order as required by HOHQMesh.
addCurveToInnerBoundary!(sandbox_project, inner_line1, "inner")
+addCurveToInnerBoundary!(sandbox_project, inner_bottom_arc, "inner")
+addCurveToInnerBoundary!(sandbox_project, inner_line2, "inner")
+addCurveToInnerBoundary!(sandbox_project, inner_top_arc, "inner")
This inner boundary chain name "inner"
is used internally by HOHQMesh. The visualization of the background grid automatically detects that curves have been added to the sandbox_project
and the plot is updated, as shown below. The chain for the inner boundary curve chain is called inner
and it contains a four curve segments "Line1"
, "BottomArc"
, "Line2"
, and "TopArc"
labeled in the figure by 1.1
, 1.2
, 1.3
, and 1.4
, respectively.
We next generate the mesh from the information contained in the sandbox_project
. This will output the following files to the out
folder:
sandbox.control
: A HOHQMesh control file for the current project.sandbox.tec
: A TecPlot formatted file to visualize the mesh with other software, e.g., ParaView.sandbox.mesh
: A mesh file with format ISM-V2
(the default format).
To do this we execute the command
generate_mesh(sandbox_project)
+
+ *******************
+ 2D Mesh Statistics:
+ *******************
+ Total time = 8.7928000000000006E-002
+ Number of nodes = 513
+ Number of Edges = 933
+ Number of Elements = 422
+ Number of Subdivisions = 7
+
+ Mesh Quality:
+ Measure Minimum Maximum Average Acceptable Low Acceptable High Reference
+ Signed Area 0.00003020 1.17336756 0.18813064 0.00000000 999.99900000 1.00000000
+ Aspect Ratio 1.00984888 2.32321419 1.31488869 1.00000000 999.99900000 1.00000000
+ Condition 1.00041121 2.42894151 1.21101797 1.00000000 4.00000000 1.00000000
+ Edge Ratio 1.01674110 3.74861238 1.59495734 1.00000000 4.00000000 1.00000000
+ Jacobian 0.00001734 1.13821390 0.14136293 0.00000000 999.99900000 1.00000000
+ Minimum Angle 32.20087774 89.35157729 68.75755243 40.00000000 90.00000000 90.00000000
+ Maximum Angle 90.60787193 152.53515465 113.36966060 90.00000000 135.00000000 90.00000000
+ Area Sign 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000
The call to generate_mesh
also prints mesh quality statistics to the screen and updates the visualization. The background grid is removed from the visualization when the mesh is generated.
Currently, only the "skeleton" of the mesh is visualized. Thus, the high-order curved boundary information is not seen in the plot but this information is present in the generated mesh file.
In preparation of edits we will make to the inner boundary chain we remove the current mesh from the plot and re-plot the model curves and background grid. Note, this step is not required, but it helps avoid confusion when editing several curves.
remove_mesh!(sandbox_project)
+updatePlot!(sandbox_project, MODEL+GRID)
Additionally, the remove_mesh!
command deletes the mesh information from the sandbox_project
and sandbox.mesh
from the out
folder. However, the sandbox.control
and sandbox.tec
files are still present in out
directory.
Suppose that the inner boundary actually requires a curved segment instead of the straight line "Line1"
. We will replace this line segment in the inner boundary chain with an oscillating segment construct from a set of parametric equations. In doing so, it will also be necessary to remove the BottomArc
and replace it with a new, wider circular arc segment.
We remove the "Line1"
curve from the inner
chain with the command
removeInnerBoundaryCurve!(sandbox_project, "Line1", "inner")
Alternatively, we can remove the curve "Line1"
using its index in the inner
boundary chain.
removeInnerBoundaryCurveAtIndex!(sandbox_project, 1, "inner")
This removal strategy is useful when the curves in the boundary chain do not have unique names. Be aware that when curves are removed from a chain it is possible that the indexing of the remaining curves changes.
With either removal strategy, the plot automatically updates. We see that the inner boundary is open and contains three segments: "BottomArc"
, "Line2"
, and "TopArc"
. Note that the index of the remaining curves has changed as shown below.
The interactive functionality (globally) carries an operation stack of actions that can be undone (or redone) as the case may be. We can query and print to the REPL the top of the undo stack with undoActionName
.
undoActionName()
+"Remove Inner Boundary Curve"
We can undo the removal of the "Line1"
curve with undo
undo()
+"Undo Remove Inner Boundary Curve"
In addition to reinstating "Line1"
into the sandbox_project
, this undo prints the action that was undone to the REPL and will update the figure.
Analogously, there is a redo operation stack. We query and print to the REPL the top the redo stack with redoActionName
and can use redo
to perform the operation.
The new inner curve segment will be an oscillating line given by the parametric equations
\[ \begin{aligned}
+ x(t) &= t + 1,\\[0.2cm]
+ y(t) &= -2t + 5 - \frac{3}{2} \cos(\pi t) \sin(\pi t),\\[0.2cm]
+ z(t) &= 0
+ \end{aligned}
+ \qquad
+ t\in[0,1]\]
Parametric equations in HOHQMesh can be any legitimate equation and use intrinsic functions available in Fortran, e.g., $\sin$, $\cos$, exp. The constant pi
is available for use. The following commands create a new curve for the parametric equations above
xEqn = "x(t) = t + 1"
+yEqn = "y(t) = -2 * t + 5 - 1.5 * cos(pi * t) * sin(pi * t)"
+zEqn = "z(t) = 0.0"
+inner_eqn = newParametricEquationCurve("wiggleLine", xEqn, yEqn, zEqn)
The name of this new curve is assigned to be "wiggleLine"
. We add this new curve to the "inner"
chain.
addCurveToInnerBoundary!(sandbox_project, inner_eqn, "inner")
The automatically updated figure now shows:
We see from the figure that this parametric equation curve starts at the point $(1,5)$ and, therefore, matches the end point of the existing curve "TopArc"
present in the "inner"
chain. However, the parametric equation curve ends at the point $(2,3)$ which does not match the "BottomArc"
curve. So, the inner boundary chain remains open.
An open curve chain is invalid in HOHQMesh. All inner and/or outer curve chains must be closed. If we attempt to send a project that contains an open curve chain to generate_mesh
a warning is thrown and no mesh or output files are generated.
To create a closed boundary curve we must remove the "BottomArc"
curve and replace it with a wider half-circle arc segment. This new half-circle arc must start at the point $(2, 3)$ and end at the point $(-1, 3)$ to close the inner chain and guarantee the chain is oriented counter-clockwise. So, we first remove the "BottomArc"
from the "inner"
chain.
removeInnerBoundaryCurve!(sandbox_project, "BottomArc", "inner")
The figure updates to display the "inner"
curve chain with three segments. Note that the inner curve chain indexing has, again, been automatically adjusted.
A half-circle arc that joins the points $(2, 3)$ and $(-1, 3)$ has a radius $r=1.5$, is centered at $(0.5, 3)$ and has an angle that vaires from $0$ to $-180$. We construct this circle arc and directly add it to the sandbox_project
.
new_bottom_arc = newCircularArcCurve("wideBottomArc", # curve name
+ [0.5, 3.0, 0.0], # center
+ 1.5, # radius
+ 0.0, # start angle
+ -pi, # end angle
+ "radians") # units for angle
+addCurveToInnerBoundary!(sandbox_project, new_bottom_arc, "inner")
The updated plot now gives the modified, closed inner curve chain that now contains four curve segments "Line2"
, "TopArc"
, "wiggleLine"
, and "wideBottomArc"
labeled in the figure by 1.1
, 1.2
, 1.3
, and 1.4
, respectively.
With the modifications to the inner curve chain complete we can regenerate the mesh. This will create a new sandbox.mesh
file and overwrite the existing sandbox.control
and sandbox.tec
files in the out
directory.
generate_mesh(sandbox_project)
+
+ *******************
+ 2D Mesh Statistics:
+ *******************
+ Total time = 0.13299600000000000
+ Number of nodes = 714
+ Number of Edges = 1308
+ Number of Elements = 596
+ Number of Subdivisions = 7
+
+ Mesh Quality:
+ Measure Minimum Maximum Average Acceptable Low Acceptable High Reference
+ Signed Area 0.00003020 1.15662678 0.12823840 0.00000000 999.99900000 1.00000000
+ Aspect Ratio 1.01082600 3.14765817 1.34292128 1.00000000 999.99900000 1.00000000
+ Condition 1.00037252 2.59936116 1.22903490 1.00000000 4.00000000 1.00000000
+ Edge Ratio 1.02724726 3.74861238 1.64807401 1.00000000 4.00000000 1.00000000
+ Jacobian 0.00001734 1.13150266 0.09438571 0.00000000 999.99900000 1.00000000
+ Minimum Angle 31.88018513 89.33451932 67.86550651 40.00000000 90.00000000 90.00000000
+ Maximum Angle 90.43850948 157.31718198 114.36070355 90.00000000 135.00000000 90.00000000
+ Area Sign 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000
The visualization updates automatically and the background grid is removed after when the mesh is generated.
Inspecting the mesh we see that the automatic subdivision in HOHQMesh does well to capture the sharp corners and fine features of the curved inner and outer boundaries. For example, we zoom into sharp corner at the bottom of the domain and see that, although small, the elements in this region maintain a good quadrilateral shape.
In this tutorial we demonstrated how to:
- Create and edit an outer boundary chain.
- Create and edit an inner boundary chain.
- Add the background grid when an outer boundary curve is present.
- Visualize an interactive mesh project.
- Discuss undo / redo capabilities.
- Construct and add parametric spline curves.
- Construct and add a curve from parametric equations.
- Construct and add straight line segments.
- Construct and add circular arc segments.
For completeness, we include a script with all the commands to generate the mesh displayed in the final image. Note, we do not include the plotting in this script.
# Interactive mesh with modified outer and inner curve chains
+#
+# Create inner / outer boundary chains composed of the four
+# available HOHQMesh curve types.
+#
+# Keywords: outer boundary, inner boundary, parametric equations,
+# circle arcs, cubic spline, curve removal
+using HOHQMesh
+
+# Instantiate the project
+sandbox_project = newProject("sandbox", "out")
+
+# Add the background grid
+addBackgroundGrid!(sandbox_project, [1.0, 1.0, 0.0])
+
+# Create and add the original outer boundary curves
+outer_line1 = newEndPointsLineCurve("Line1", [0.0, -7.0, 0.0], [5.0, 3.0, 0.0])
+outer_line2 = newEndPointsLineCurve("Line2", [-5.0, 3.0, 0.0], [0.0, -7.0, 0.0])
+outer_arc = newCircularArcCurve("Arc", [0.0, 3.0, 0.0], 5.0, 0.0, 180.0, "degrees")
+
+addCurveToOuterBoundary!(sandbox_project, outer_line1)
+addCurveToOuterBoundary!(sandbox_project, outer_arc)
+addCurveToOuterBoundary!(sandbox_project, outer_line2)
+
+# Modify the outer boundary to have a spline instead of a straight line
+removeOuterBoundaryCurveWithName!(sandbox_project, "Line2")
+
+spline_data = [ [0.0 -5.0 3.0 0.0]
+ [0.25 -2.0 1.0 0.0]
+ [0.5 -4.0 0.5 0.0]
+ [0.75 -2.0 -3.0 0.0]
+ [1.0 0.0 -7.0 0.0] ]
+outer_spline = newSplineCurve("Spline", 5, spline_data)
+addCurveToOuterBoundary!(sandbox_project, outer_spline)
+
+# Create and add the inner boundary curves
+inner_line1 = newEndPointsLineCurve("Line1", [1.0, 5.0, 0.0], [1.0, 3.0, 0.0])
+inner_line2 = newEndPointsLineCurve("Line2", [-1.0, 3.0, 0.0], [-1.0, 5.0, 0.0])
+inner_bottom_arc = newCircularArcCurve("BottomArc", [0.0, 3.0, 0.0], 1.0, 0.0, -pi, "radians")
+inner_top_arc = newCircularArcCurve("TopArc", [0.0, 5.0, 0.0], 1.0, 180.0, 0.0, "degrees")
+
+addCurveToInnerBoundary!(sandbox_project, inner_line1, "inner")
+addCurveToInnerBoundary!(sandbox_project, inner_bottom_arc, "inner")
+addCurveToInnerBoundary!(sandbox_project, inner_line2, "inner")
+addCurveToInnerBoundary!(sandbox_project, inner_top_arc, "inner")
+
+# Generate a mesh
+generate_mesh(sandbox_project)
+
+# Delete the existing mesh before modifying the inner boundary curve chain
+remove_mesh!(sandbox_project)
+
+# Modify the inner boundary curve with an oscillatory line and a new circle arc
+removeInnerBoundaryCurve!(sandbox_project, "Line1", "inner")
+removeInnerBoundaryCurve!(sandbox_project, "BottomArc", "inner")
+
+xEqn = "x(t) = t + 1"
+yEqn = "y(t) = -2 * t + 5 - 1.5 * cos(pi * t) * sin(pi * t)"
+zEqn = "z(t) = 0.0"
+inner_eqn = newParametricEquationCurve("wiggleLine", xEqn, yEqn, zEqn)
+
+new_bottom_arc = newCircularArcCurve("wideBottomArc", [0.5, 3.0, 0.0], 1.5, 0.0, -pi, "radians")
+
+addCurveToInnerBoundary!(sandbox_project, inner_eqn, "inner")
+addCurveToInnerBoundary!(sandbox_project, new_bottom_arc, "inner")
+
+# Regenerate the final mesh
+generate_mesh(sandbox_project)