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Fig 1.

The branching structures of trees generated by a L-system.

(a) The structure with four iterations. (b) The structure with six iterations.

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Fig 2.

The 3D model of a maple tree visualized in a CAD viewer.

(a) The branch structures, with vertices of surface meshes plotted as a point cloud. (b) The tree leaves plotted as triangular meshes.

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Fig 3.

Samples from IPPs with a mixture of squared exponential intensity function (p = 2).

(a) A sample corresponds to C1 = 1.0, C2 = 0.6, (a1, b1) = (5, 5), (a2, b2) = (15, 15), and (h1, l1) = (h2, l2) = (3, 2). (b) A sample corresponds to C1 = 0.4, C2 = 0.2, (a1, b1) = (5, 5), (a2, b2) = (10, 10), (h1, l1) = (3, 4), and .

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Fig 4.

A comparison between simulated and measured echoes for a maple tree.

(a) An echo signal measured from a maple tree. (b) An simulated echo signal obtained by matching the simulation setup with the experimental setup. (c) Plots of the empirical CDFs of the signal amplitudes.

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Fig 5.

The simulation results of a single tree and a forest.

(a) The first level branches generated by the L-system. (b) Sub-branches are added. (c) A view of the complete tree with leaves plotted as green dots. (d) The 3D visualization of a forest with two species of trees.

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Fig 6.

Simulated scenario I.

A static sonar with varying beamwidths at 10, 30, 50 degrees (left to right). Red regions highlight the -3 dB contour of the sonar beam. Waveforms of the impulse responses were plotted on the left side of the 2-D view below the sonar location.

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Fig 7.

Simulation scenario II.

A UAV navigates across a simulated forest following a “8” shaped route. Twelve sampling points are taken along the route. Sonar beamwidth varies. The -3 dB contour of the sonar beams are highlighted in red. The waveforms of impulse responses are plotted at each sampling location.

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Table 1.

The computation time under two setups.

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Table 1 Expand