From 377cf45658266b17d51e00dc2dc923313f47298a Mon Sep 17 00:00:00 2001 From: Matt Graham Date: Thu, 17 May 2018 17:26:36 +0800 Subject: [PATCH] Updating README with Farrell et al. parameter values example. --- README.md | 106 ++++++++++++++++++++++++++++++++++-------------------- plume.gif | Bin 843647 -> 1645956 bytes 2 files changed, 67 insertions(+), 39 deletions(-) diff --git a/README.md b/README.md index c546b70..fbe8979 100644 --- a/README.md +++ b/README.md @@ -18,47 +18,70 @@ python setup.py install ### Example usage -See also `pompy/demos.py` module. +See also `pompy/demos.py` module. The below script will generate a 20 second MP4 animation (see above for GIF version) of a generated plume with model parameters consistent with those proposed in the Farrell et al. (2002) paper ```python from pompy import models, processors +import numpy as np import matplotlib.pyplot as plt from matplotlib.animation import FuncAnimation -# Define simulation region -wind_region = models.Rectangle(0., -2., 10., 2.) -sim_region = models.Rectangle(0., -0.5, 2., 0.5) - -# Set up wind model -wind_grid_dim_x = 21 -wind_grid_dim_y = 11 -wind_vel_x_av = 2. -wind_vel_y_av = 0. -wind_model = models.WindModel( - wind_region, wind_grid_dim_x, wind_grid_dim_y, - wind_vel_x_av, wind_vel_y_av) - -# Set up plume model -source_pos = (0.1, 0., 0.) -centre_rel_diff_scale = 1.5 -puff_release_rate = 500 -puff_init_rad = 0.001 +# Seed random number generator +seed = 20180517 +rng = np.random.RandomState(seed) + +# Define wind model parameters +wind_model_params = { + 'sim_region': models.Rectangle(0., -50., 100., 50.), + 'nx': 21, + 'ny': 21, + 'u_av': 1., + 'v_av': 0., + 'Kx': 2., + 'Ky': 2., + 'noise_gain': 20., + 'noise_damp': 0.1, + 'noise_bandwidth': 0.2, +} + +# Create wind model object +wind_model = models.WindModel(noise_rand=rng, **wind_model_params) + +# Define plume simulation region +# This is a subset of the wind simulation region to minimise boundary effects +sim_region = models.Rectangle(0., -12.5, 50., 12.5) + +# Define plume model parameters +plume_model_params = { + 'source_pos': (5., 0., 0.), + 'centre_rel_diff_scale': 2., + 'puff_release_rate': 10, + 'puff_init_rad': 0.001**0.5, + 'puff_spread_rate': 0.001, + 'init_num_puffs': 10, + 'max_num_puffs': 1000, + 'model_z_disp': True, +} + +# Create plume model object plume_model = models.PlumeModel( - sim_region, source_pos, wind_model, - centre_rel_diff_scale=centre_rel_diff_scale, - puff_release_rate=puff_release_rate, - puff_init_rad=puff_init_rad) - -# Create a concentration array generator -array_z = 0.01 -array_dim_x = 500 -array_dim_y = 500 -puff_mol_amount = 1. + prng=rng, sim_region=sim_region, wind_model=wind_model, + **plume_model_params) + +# Define concentration array (image) generator parameters +array_gen_params = { + 'array_z': 0., + 'nx': 500, + 'ny': 250, + 'puff_mol_amount': 8.3e8 +} + +# Create concentration array generator object array_gen = processors.ConcentrationArrayGenerator( - sim_region, array_z, array_dim_x, array_dim_y, puff_mol_amount) - + array_xy_region=sim_region, **array_gen_params) + # Set up figure -fig = plt.figure(figsize=(6, 3)) +fig = plt.figure(figsize=(5, 2.5)) ax = fig.add_axes([0., 0., 1., 1.]) ax.axis('off') @@ -66,18 +89,23 @@ ax.axis('off') conc_array = array_gen.generate_single_array(plume_model.puff_array) im_extents = (sim_region.x_min, sim_region.x_max, sim_region.y_min, sim_region.y_max) -conc_im = ax.imshow(conc_array.T, extent=im_extents, vmin=0., vmax=5e4, cmap='Reds') +conc_im = ax.imshow( + conc_array.T, extent=im_extents, vmin=0., vmax=1e10, cmap='Reds') + +# Simulation timestep +dt = 0.01 # Define animation update function def update(i): - dt = 0.005 - wind_model.update(dt) - plume_model.update(dt) + # Do 10 time steps per frame update + for k in range(10): + wind_model.update(dt) + plume_model.update(dt) conc_array = array_gen.generate_single_array(plume_model.puff_array) conc_im.set_data(conc_array.T) return [conc_im] -# Animate plume concentration and save as fig -anim = FuncAnimation(fig, update, frames=100, interval=100, repeat=False) -anim.save('plume.gif', dpi=100, writer='imagemagick') +# Animate plume concentration and save as MP4 +anim = FuncAnimation(fig, update, frames=400, repeat=False) +anim.save('plume.mp4', dpi=100, fps=20, extra_args=['-vcodec', 'libx264']) ``` diff --git a/plume.gif b/plume.gif index 8cde001da24afa143209271b886f7fcab8e0cfdf..4f971473c0bee9f2f2e6332bc7d8ec2fa75c07c6 100644 GIT binary patch literal 1645956 zcmeEvcU;r=_WnCNK!Ai9c7iMs5fv2>HSDNVgGI$19Ds@zC&Lwz08t#^!ifP{moYg8za2PHT`~@Q*%T zJil(vE(9F>$Vv70tNvI-Y^DFwfAr*@oIQK@<>u`_aPZLKBl$;<9WOX>@@H9LQE^FWS-Jd|Q>V|IJ$Jt1!o^FMf4y?G z^4j$qH>;{|DQaqO-?@A5e%*tIkLn*kd8%x9*7*Fz%cka6uiv!1ZGDFbn&#YGX`zU! 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