Graphical abstract
Method name: Blender interstitial volume
Keywords: 3D modeling, Quantitative, Volumetric, Ecosystem engineers
Abstract
Blender interstitial volume is a novel method that utilizes 3D modeling techniques to accurately and efficiently quantify the volume of interstitial gaps in marine benthic habitats, as well as the space provided by substrate rugosity. This method builds upon the analog methods routinely used on rocky shores and intertidal habitats, including those that measure rugosity, topography, fractals and volume. The method provides a direct Euclidean measurement and uniquely allows retrospective analysis if historical data on species composition are available. Blender interstitial volume allows users to quickly build and measure a large number of samples at no extra cost.
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The program for Blender is free and opensource, and requires no extra equipment.
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Once 3D models of species are made, the entire method takes less than ten minutes to complete.
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Blender interstitial volume is as accurate as Fractal analysis in determining structural complexity on rocky shores, but is more consistent and precise, and better at discerning differences.
Specifications Table
| Subject area: | Environmental Science |
| More specific subject area: | Marine Ecology – Coastal and Benthic Modeling |
| Method name: | Blender Interstitial Volume |
| Name and reference of original method: | The method has been developed using Blender, a 3D modeling software (see Resource availability below). An application of the method appears in Sadchatheeswaran, S., Branch, G.M., Robinson, T.B., 2015. Changes in habitat complexity resulting from sequential invasions of a rocky shore: implications for community structure. Biol. Invasions 17, 1799–1816. The method was further explored and compared favourably against 7 other methods of structural complexity measures in S. Sadchatheeswaran, C.L. Moloney, G.M. Branch, T.B. Robinson, Using empirical and simulation approaches to quantify rival merits of different measures of structural complexity in marine habitats. Mar. Environ. Res. 149 (2019) 157–169. https://doi.org/10.1016/j.marenvres.2019.03.014. |
| Resource availability: | Original research article: https://doi.org/10.1016/j.marenvres.2019.03.014 Blender 2.74 (Blender Foundation 2012) http://download.blender.org/release/Blender2.74/ Link to 3D models: https://skfb.ly/6AIXY Video tutorial provided (see link for Video 1 below) |
Method details
Background
Many methods have been applied to measure ‘structural complexity’ in the environment [1,2]. The topic is important in marine benthic habitats because structural complexity and surface ‘roughness’ (rugosity) influence factors such as recruitment and settlement, turbulent exchange of materials such as water, nutrients and oxygen across the surface, space availability for shelter from physical stress and predators, and habitat for feeding [3]. In addition, complexity is known to be correlated with various biological characteristics such as abundance, biomass and diversity [4]. However, none of the methods currently employed to quantify complexity can provide estimates of complexity in a retrospective manner; i.e., from reconstructions of historical data on community composition. To address this gap, we developed a novel method, ‘Blender interstitial volume’, that provides a measure of structural complexity [4] in terms of the maximum amount of volumetric space individual organisms can live in (interstitial gaps) or live on (substrate rugosity), which can be applied retrospectively. We used the method in a way that specifically refers to structure created by autogenic ecosystem engineers. These are biota that change properties of the environment in a manner that affects the access to resources by other species, either by the presence of their own bodies or by structures they create, such as tubes [5]. The method is performed using Blender ver. 2.74 [6], an open source software program freely available on blender.org. The method uses Blender's ‘Measure Panel Add-on’ to calculate the volume of samples. Recent versions of Blender do not support the Measure Panel Add-on, but all past versions of Blender currently are available for download. Resources on how to use Blender are available on blender.org, including how to build models, interface with the program and use shortcut keys. All steps described in the procedure below are performed in ‘Wireframe’, ‘Object Mode’ and use the ‘Cycles Render’ engine, unless otherwise specified. An accompanying video tutorial is included for additional clarity (Video 1).
Procedure (using Windows version)
Video 1 Full narrated video tutorial of Blender interstitial volume method
Step 1: Install and setup Blender 2.74 and the Measure Panel Add-on
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1Download Blender 2.74 from http://download.blender.org/release/Blender2.74/
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aDownload appropriate zip or. exe file for your operating system
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bTransfer file from the downloads folder to a folder of your choice
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cUnzip zip file if necessary
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a
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2Open Blender 2.74
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aGo to the folder, and find ‘blender-2.74-[your operating system]’
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bDouble click blender.exe, and open Blender 2.74
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cClick anywhere on the screen to get rid of the welcome and open files screen
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dBlender’s main user interface will be visible, with a default cube, a camera, and a light source (Fig. 1a); the cube will have a yellow outline around it, indicating that it is the current active object, which means that it can be manipulated and measured. Note that while multiple objects at one time can be selected, only one object will be active at any time.
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a
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3Setup user preferences
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aChange engine to ‘Cycles Render’ (Fig. 1b)
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bClick ‘File > User Preferences’
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cIn the pop-up window, go to the ‘Input’ tab and check ‘Emulate 3 Button Mouse’ and ‘Continuous Grab’ (Fig. 1c)
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dAlso choose 'Select with: Right’. This is the right button on your mouse and this choice allows you to right button-click 3D objects and left button-click everything else in the software, which is the norm in Blender
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eIf there is no number pad on your keyboard, check ‘Emulate Numpad’ as well
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fLeave all other default settings
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a
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4Measure Panel Add-on
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aRemain within the User Preferences window and go to the ‘Add-ons’ tab (Fig. 1d)
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bGo to the search box in the top left corner and type in ‘Measure Panel’
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cCheck ‘3D View: Measure Panel’
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dClick ‘Save User Settings’ and close the User Preferences window
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eIn the main Blender 2.74 window, use the shortcut key ‘N’ to toggle-on the ‘Object Properties’ frame, which appears on the right hand side of the window but has no label. Alternatively, use the 'View' button at the bottom of the window to select 'Properties' and the 'Object Properties' frame will appear (Fig. 1e)
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fPlace the cursor on this newly opened frame and scroll down to the very bottom until a button that says ‘Activate’ next to ‘Measure’ is visible (Fig. 1f)
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gClick on the ‘Activate’ button, and open the Measure shelf by clicking the arrow
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hScroll down if necessary, and uncheck ‘Draw distance’, check ‘Volume’, and make sure ‘Global’ is highlighted instead of ‘Local’
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iAs the default cube is the active object, its name and volume are visible as ‘Cube: 8.00000’. This means that the cube has a volume of 8 blender units
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a
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5Change the units to metric
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aGo to the ‘Properties’ frame, the panel on the extreme right hand side of the window, and click on the ‘Scene’ button icon
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bUnder the ‘Units’ heading, click on ‘Metric’ and ‘Degrees’, and set the scale to 0.01 (Fig. 1g)
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cGo back to the ‘Object Properties’ frame. Located at the very top of the frame, under ‘Transform > Dimensions’, the dimensions of the default cube (if selected; right button-click to select) should be '2 cm', and under the ‘Measure’ heading at the bottom of the frame, the volume should be '8cm3'
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iNote, the scale is very important, or animations that we use later to add ecosystem engineers to the sample might not work
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i
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a
Fig. 1.
Install and set up Blender 2.74 and the Measure Panel Add-on.
Step 2: Create or obtain 3D models of ecosystem engineers, plane, funnel, and sphere (Fig. 2a)
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The following instructions will go through the simple process of making 3D models of objects. Alternatively, some probable objects (mussels and barnacles) can be downloaded from sketchfab link to models and skip to Step 3a/b – Attach encrusting ecosystem engineers to plane. Specific ecosystem engineers can be commissioned from the first author, Saachi, by emailing her at saachi.sdc@gmail.com
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2In this example, simplified models of an acorn barnacle, Balanus glandula, and a mussel, Mytilus galloprovincialis, which are both invasive to South Africa, were created
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aNote:
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iIt is important to create non-manifold objects, which in Blender means that objects do not contain any faces with more than 4 edges. Manifold objects cannot be measured. Therefore, it’s best to start any model as a cube or sphere
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iiIt is also important for objects to have as few vertices as possible, as too many vertices among all the objects can slow or Blender.
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iiiAs always, please save the Blender file often (File > Save or your system's shortcut key)
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i
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a
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3Build a model of an ecosystem engineer: in this example, a barnacle with an individual volume of 2 cm3 (Fig. 2b)
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aMove the default cube to another layer by selecting it and hitting the shortcut key ‘M’ or use the 'Object' button at the bottom of the window to select 'Move to layer' (Fig. 2c). This will cause a window of 20 boxes to appear. Currently the cube is on the first layer, so highlight another layer/box to move it. Near the bottom of the window, the same 20 layers can be seen, with orange dots wherever there are objects. Go to the same layer that the cube is in
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bIf a new cube is needed, go to a new layer, use shortcut key ‘Shift + A’, add ‘Mesh > Cube’ (Fig. 2d). You’ll have to change the dimensions from 2 × 2 × 2 m to 2 × 2 × 2 cm in the ‘Object Properties’ frame > Transform > Dimension
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cBarnacles usually have six to eight plates. To achieve this, with the cube selected (yellow outline),
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iGo to the ‘Properties’ frame, the panel on the extreme right-hand side of the window
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i
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dToggle to ‘Edit Mode’ by hitting the ‘Tab’ key (while the cursor is in the 3D view frame), or use the button at the bottom of the window to switch from 'Object mode' to 'Edit mode' (Fig. 2g)
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iObjects are manipulated in edit mode using their vertices, edges, or faces, which can be selected using icons near the bottom left of the ‘3D View window’. Check that the vertices icon is selected
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iiNote: it is easier to edit objects in orthogonal view (shortcut key: Numpad 5) and in front-view (Numpad 1). Other views are side (Numpad 3), or top-view (Numpad 7). The view options can be selected by clicking the 'View' button at the bottom of the window.
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iiiChange from solid to wire frame mode with shortcut key ‘Z’, or use the icon for 'Viewpoint shading' (click on the icons to see the options) at the bottom of the window and switch from 'Solid' to 'Wireframe'. This will ensure that all the necessary vertices are selected
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i
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eAdd two horizontal cuts into the barnacle with shortcut key ‘Ctrl + R’, then either scroll your mouse-wheel up one notch to get two purple lines OR use shortcut key: ‘PgUp’. Note that you will need to position your mouse correctly on the object so the lines are horizontal and not vertical
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iLeft-click and the purple lines will turn orange. Moving your mouse at this stage will move the lines, so left-click again and the lines will stay put
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i
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fWith these new lines selected (i.e. highlighted in orange), press the shortcut key ‘S' (for Scale) followed by the shortcut key 'Z’ (for the Z-axis - the direction of scaling) and then, without clicking the mouse button, move the mouse away from the object so that the two lines pull apart. When they are almost respectively at the top and bottom of the object, click the mouse button to lock them in place.
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gMake sure none of the vertices are selected by choosing '(De)select All' from the 'Select' button at the bottom of the window. Highlight the top 8 vertices of the object with shortcut key ‘B’, left-click and drag over the vertices (selected vertices will be orange)
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hWhile in orthogonal and front view (Numpad 5 + 1), position the cursor a short distance away from the object and scale the selected vertices inward by pressing the shortcut key ‘S’ (for Scale) and dragging the mouse toward the object. Click the mouse button. This will shorten the top side of the object. Press 'G' (for Move) and then 'Z' (for the Z-axis) and drag the cursor down. This will reduce the height of the object.
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iIn ‘Object Mode’, click the ‘Apply’ button of the ‘Subdivision Surface’ Modifier
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jThe resulting barnacle will have an approximate volume of 2 cm3. This can be scaled (using shortcut key ‘S’) if necessary.
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kRename the object as ‘Barnacle’ in the ‘Outliner frame’ (the top right corner of the window) by right-clicking on ‘Cube’ > Rename OR double-click with the left mouse button (Fig. 2h)
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a
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4Model ecosystem engineers: mussel, with an individual volume of 2 cm3
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aMove the barnacle to one side (shortcut key ‘G + X’ drag), centre the 3D cursor to the middle of the grid (‘Shift + C’) if necessary, and add a sphere (‘Shift + A’, Add Mesh > UV Sphere)
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bIn the toolbar frame (toggle ‘T’), ‘Add UV Sphere’ will appear. Change the number of ‘Segments’ and ‘Rings’ to ‘8’ (Fig. 2i)
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cIn ‘Object Mode’, flatten the sphere by going to the side view (Numpad 3) and scaling the sphere along the y-axis (shortcut keys ‘S' then 'Y’) by dragging the mouse toward sphere)
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dIn ‘Edit Mode’, click the ‘Proportional Editing’ icon (along the bottom of the window) and choose ‘Connected’ (Fig. 2j). This means all the vertices closest to the one that is manipulated will also be affected
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eMake sure none of the vertices are selected (none are orange) by choosing '(De)select All' from the 'Select' button at the bottom of the window or with shortcut key ‘A’
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fHighlight the sphere’s bottom vertex with shortcut key ‘B’, by left-clicking and dragging over the vertices (selected vertices will be orange). Drag vertically down ('G' then 'Z', drag)
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iUse the scroll wheel on your mouse, or the page up/down buttons to increase the number of vertices that will affected
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iiLeft-click when the sphere looks like a mussel
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iiiTo create a narrowed shape toward the umbo of the mussel, scale the bottom vertex inward with the shortcut key ‘S’
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ivScale the resulting mussel object’s volume in ‘Object Mode’ to 2 cm3 if necessary and rename
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i
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a
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5Create funnel (Fig. 2a) with a base of 10 × 10 cm to deposit mobile ecosystem engineers randomly onto the surface of the plane, and stop any engineers from falling off the plane
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aIn ‘Object Mode’, add a cube and change its dimensions to 10 × 10 × 20 cm in the ‘Object Properties’ frame to get a tall rectangular prism
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bIn ‘Edit Mode’, disable ‘Proportional Editing’ if necessary, highlight the top four vertices and extend them up (shortcut key ‘E’), left-click and scale them out (S, drag mouse away from prism). The size of this section does not matter, but allow enough space for 20 mussels
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cIn ‘Object Mode’, rename this object as ‘Funnel’
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a
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6Add plane (Fig. 2a) to replicate the primary substrate of the quadrat sample
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aIn ‘Object Mode’, add a plane (Shift + A, Mesh > Plane) and change its dimensions to 10 × 10 cm
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bIf the plane should have bumpy topography, in ‘Edit Mode’, subdivide (shortcut key: ‘W’ > Subdivide) the plane with 10 cuts in the ‘Tools’ frame, and add a fractal of 0.01
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a
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7Add Sphere (Fig. 2a) to shrinkwrap around the entire complete sample and help calculate the empty volume within and immediately surrounding a sample
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aAdd a sphere, and in the ‘Tools’ frame, change the change the number of ‘Segments’ and ‘Rings’ to ‘32’, and the size to ‘20cm’
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a
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8Centre origins of all five objects (barnacle, mussel, funnel, plane, and sphere)
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aHighlight (B, drag) all the objects and use the shortcut keys ‘Ctrl + Alt + Shift + C’ > Set Origin > Origin to Geometry (Fig. 2k)
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a
Fig. 2.
Create or obtain 3D models of ecosystem engineers, plane, funnel, and sphere.
Step 3a: Attach encrusting ecosystem engineers (bed of barnacles) to plane – basic approach (Fig. 3a)
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1Select barnacle (left-click) and plane and place in the same layer
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aPosition barnacle on top of the plane (check in top view: Numpad 7)
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a
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2Duplicate barnacle to match historical or current sample data; in this example, ten barnacles of the same size will be included in the sample
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aDuplication can be achieved in multiple ways in Blender. To duplicate one barnacle at a time, use shortcut keys (Shift + D) and drag to place barnacles directly on to plane where appropriate
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iNote: It’s advised to do this in top view (Numpad 7) so that all the barnacles will stay at the same height on the z-axis
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i
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bIf there is a large number (n) of objects, they can be duplicated using arrays (Fig. 3b): in the ‘Properties’ frame, select the icon ‘Modifiers’ > Array; Fit type = 10
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cCheck ‘Apply’; this array of barnacles is now one object and needs to be separated into ten individual barnacles
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dIn ‘Edit Mode’, select the barnacles, and separate them using shortcut keys (P > By loose parts) (Fig. 3c)
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eIn ‘Object Mode’, give each barnacle a separate origin (Shift + Ctrl + Alt + C > Origin to Geometry)
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a
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3Arrange all barnacles within plane boundaries in specific layout (e.g. if based on sample photographed in the field)
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aSelect individual barnacles and, in top-view, moving them with shortcut key (G)
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a
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4Alternatively, randomize the location of each barnacle
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5Arrange barnacles onto plane surface
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aSelect all the barnacles, moving them over the plane if necessary
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bIn ‘front view’ (Numpad + 1), move the height of the barnacle bed (G + Z) so that they’re sitting on the plane
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a
Fig. 3.
Arrange and attach encrusting ecosystem engineers (e.g. barnacles) to plane using a basic or advanced approach.
Step 3b: Attach encrusting ecosystem engineers (barnacles) to plane – advanced approach
Note: If the sample includes numerous encrusting engineers, and/or the primary substrate is very rough or bumpy and this topography is important enough to include in the model, then it is recommended to attach barnacles and the like using a ‘Particle System’. This step can also be used to attach barnacles to secondary substrates, like mussels, and for other species that attach to substrates at specific points and with specific orientations.
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1Prepare the barnacle to generate particles (clones of the barnacle) on the plane
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aIn ‘Edit Mode’, position the origin of the barnacle at the very bottom of the barnacle so that the particles will lie flush on the plane (Fig. 3f)
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bRename this barnacle: ‘parent barnacle’
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a
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2Select plane and set up particle settings
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aIn the ‘Properties’ frame, click on the icon ‘Particles’, click ‘New’, and input the following settings (Fig. 3g)
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bType: Hair; check advanced box; number (of hairs): 10
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cEmission > Emit from: faces with random distribution
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dPhysics > Size: 0.25
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eRender > ‘Object’ > ‘Dupli object’: ‘parent barnacle’ and check ‘rotation’ and ‘scale’
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fIf the barnacles are in the wrong orientation, select the parent barnacle, and in ‘Edit Mode’, rotate parent barnacle 90 degrees clockwise (Front view: Numpad + 1; ‘R + 90’) so that all barnacle particles are lying perpendicular and flush to the plane
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gBarnacle particle locations can be randomized using ‘Seed’ at the top of the particle settings
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a
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3Convert the barnacle particles to normal objects
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aWith the panel selected, go to the ‘Properties’ frame > ‘Modifiers’ > Convert (Fig. 3h)
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a
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4Measure and adjust volume of the barnacles as required
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aIn the ‘Properties’ frame, delete particle system and the parent barnacle
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bPosition individual barnacles on the plane so they lie within the boundaries
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cCheck one of the barnacles to ensure the volume has stayed at the desired size (2 cm3 in this example) and adjust scale of barnacles if necessary
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a
Step 4: Drop ‘mobile’ ecosystem engineers (mussel) onto plane
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1Position funnel and mussel
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aMove the funnel and mussel to the same layer as the plane and barnacle
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bPlace the funnel directly over the panel, so that the plane is inside the funnel
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cSelect mussel object and place it in the top part of the funnel
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a
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2Animate mussel object
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bPhysics > Physics Type: Rigid Body
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cCheck ‘Collision Bounds’ > Bounds: Convex Hull, Margin: 0 m
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dTest run animation (shortcut key: ‘P’); end animation with ‘Esc’
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3Duplicate the mussel object to match historical or current sample data
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aThis example uses 20 mussels, duplicated using the array modifier;
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bApply array modifier(s) in ‘Object Mode’ and separate mussels in ‘Edit Mode’, (shortcut key: ‘P’ > Separate by Loose Parts)
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cIn ‘Object Mode’, give each mussel a separate origin (‘Shift + Ctrl + Alt + C’ > Origin to Geometry)
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a
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4Randomize mussels
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aSelect all the mussels
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bRandomize (shortcut keys: ‘Space Bar’ > type ‘Randomize transform’)
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cSet a randomized rotation and location of each mussel by 3 cm and 180° in all directions (Fig. 4c)
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a
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5Run animation
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aIn the menu bar, check ‘Record animation’ under ‘Game’ (Fig. 4d)
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bPlay the animation (shortcut key: P) until all the mussels are lying on the plane and have stopped moving
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cEscape the animation (shortcut key: Esc) and find the end of the animation in the ‘Timeline frame’ > Current Frame: 300 (Fig. 4e)
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a
Fig. 4.
Randomize and drop mobile ecosystem engineers (e.g. mussels) onto plane.
Step 5: Measure solid volume of sample
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1Move funnel to another layer
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a(shortcut key: ‘M’), choose one of the other 20 boxes
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a
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2Join all ecosystem engineers into one object
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aSelect all ecosystem engineers on panel, and with one highlighted yellow (the active object) and all others orange, join them as one object with shortcut keys (Ctrl + J)
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iNote: do not include the panel
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i
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a
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3Clear object’s keyframes
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aRight-click on the yellow bars under both location and rotation in the Object Properties Frame (Fig. 5a)
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bSelect ‘Clear keyframes’; the bars should be grey
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a
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4Record solid volume of mussels and barnacles together
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aCentre the origin of the sample (‘Shift + Ctrl + Alt + C’ > Origin to Geometry)
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bMeasure volume: in this example, it is 60.21 cm3 (Fig. 5b)
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iNote: it’s important to measure volumes near the origin of Blender’s grid, as an error in the Measure Panel script allows the volume of objects to change slightly based on their location within 3D space. This error is more pronounced with small-scale objects
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i
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a
Fig. 5.
Measure solid volume of sample.
Step 6: Measure shrinkwrap volume
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1Join ecosystem engineer object and panel
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aJoin with ‘Ctrl + J’ and rename final object as “Sample 1”
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a
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2Place sphere around Sample 1
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aMove into the working layer with ‘M’
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bShift sphere in 3D space with ‘G’ and mouse; sphere should encompass Sample 1 completely (Fig. 6a)
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a
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3Shrinkwrap sphere around Sample 1 (Fig. 6b)
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aIn the ‘Properties’ frame, click the ‘Modifier’ icon and add the ‘Shrinkwrap’ modifier
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bSet the ‘Target’ as ‘Sample 1’, and click ‘Apply’
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a
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4Record the volume of the shrinkwrapped sphere in the Measure Panel
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aIn this example, this is 109.19 cm3 (Fig. 6c)
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iNote: this volume will be dependent on how the ecosystem engineers pack together, and can be highly variable
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i
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a
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5Expand shrinkwrapped sphere for epifauna on the top and sides of the sample
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aSelect the shrinkwrapped sphere and go to ‘Edit Mode’
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bUse the following shortcut keys:
‘E + Enter + S + 1.1 + X + Enter + E + Enter + S + 1.1 + Y + Enter + E + Enter + S + 1.05 + Z + Enter’ -
iNote: this process can be approximated by multiplying the interstitial volume by 1.30, but the final result will not be as accurate
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i
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cSeparate the new, expanded shrinkwrap object from original (shortcut keys: ‘P > Selection’)
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a
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6Measure the “expanded shrinkwrap” object in the Measure Panel
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aIn ‘Object Mode’, centre the origin of expanded shrinkwrap (‘Shift + Ctrl + Alt + C’ > Origin to Geometry)
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bThe expanded shrinkwrap in this example is 152.93 cm3 (Fig. 6d)
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a
Fig. 6.
Shrinkwrap sphere around sample, and then measure shrinkwrap and expanded shrinkwrap volumes.
Step 7: Calculate structural complexity, or Blender interstitial volume, of sample
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1
Blender interstitial volume = ‘expanded shrinkwrap’ volume - solid volume of Sample 1 = 92.72 cm3
Conclusion
Blender interstitial volume has been utilized successfully in two different studies thus far. The first, by the authors of this paper compared the structural impacts of different invasive ecosystem engineers that dominated a rocky intertidal setting near Cape Town, South Africa during the course of three sequential invasions from 1980 to 2012 [4]. The second study compared the impacts of ecosystem engineers on artificial versus natural coastal defenses in Penang, Malaysia [7]. In both studies, Blender interstitial volume demonstrated that an increase in structural complexity was correlated with an increase in species diversity and was able to discern differences in complexity associated with different ecosystem engineers and zonation.
To further validate the use of Blender interstitial volume, it was compared against seven other methods of measuring structural complexity in a companion paper to this methodological paper [8], using seven metrics including (1) correlations among comparable measures; (2) consistency; (3) accuracy; (4) precision; (5) discrimination among configurations of objects; (6) discernment of complexities among zones on rocky shores; and (7) practicality. In addition to volume, the methods also measured rugosity, surface area, and fractal dimensions. While the most commonly used method, Substrate rugosity index, otherwise known as the chain-link method, was the quickest and cheapest method to use, it was also one of the least accurate and had trouble discerning differences in complexity among variable structures [8]. Surface area measures such as fractal analysis demonstrated great accuracy and precision but were difficult to execute. A direct measure of interstitial volume that did not require computational modelling was also tested, but proved prone to human error, and could not be used to analyze complexity from historical datasets. Out of all eight methods, Blender interstitial volume was the most successful and scored the highest or second highest points in nearly all categories [8]. The Blender interstitial volume method was the only method that measures structural complexity quickly and accurately, correlates well with biological data, and can be applied to both current and historical sets of data.
Acknowledgements
The Marine Research Institute, The University of Cape Town (BASICS Programme), the Andrew Mellon Foundation, the South African Research Chair Initiative (funded through the South African Department of Science and Technology (DST) and administered by the South African National Research Foundation (NRF)), and the DST-NRF Centre of Excellence for Invasion Biology are gratefully acknowledged for the funding that enabled this work.
Footnotes
Supplementary material related to this article can be found, in the online version, at doi:https://doi.org/10.1016/j.mex.2019.07.014.
Appendix A. Supplementary data
The following is Supplementary data to this article:
References
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