{ "cells": [ { "cell_type": "markdown", "id": "ee314987", "metadata": {}, "source": [ "# 2D Airfoil shape optimization via Reinforcement Learning" ] }, { "cell_type": "markdown", "id": "a45cfaf8", "metadata": {}, "source": [ "In this example we will show the steps to train an agent that optimizes airfoils. We will reproduce some of the results of [https://arxiv.org/abs/2505.02634](https://arxiv.org/abs/2505.02634) \n", "\n", "First, we will start by importing the necessary functions and classes and defining the operating conditions" ] }, { "cell_type": "markdown", "id": "c9d30b1b", "metadata": {}, "source": [ "## Define operating conditions" ] }, { "cell_type": "code", "execution_count": 1, "id": "c2966eeb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "0 Warning! Import - NVTX not present!\n" ] } ], "source": [ "from pyLOM.RL import (\n", " create_env,\n", " AirfoilOperatingConditions,\n", " AirfoilCSTParametrizer,\n", " AirfoilParameterizerConfig,\n", " NeuralFoilSolver,\n", ")\n", "from stable_baselines3 import PPO\n", "import gymnasium as gym\n", "\n", "import torch\n", "\n", "# neuralfoil should be faster with single thread\n", "torch.set_num_threads(1)" ] }, { "cell_type": "code", "execution_count": 2, "id": "de3cc556", "metadata": {}, "outputs": [], "source": [ "operating_conditions = AirfoilOperatingConditions(\n", " alpha=4.0,\n", " mach=0.2,\n", " Reynolds=1e6,\n", ")" ] }, { "cell_type": "markdown", "id": "c4182c90", "metadata": {}, "source": [ "## Shape parameterization and design space\n", "\n", "Now we need to define the design space where the agent is going to be trained on. We use a CST parameterization, so the bounds for the upper and lower surfaces, leading-edge weight and trailing-edge thickness need to be defined. We can instantiate directly an `AirfoilCSTParametrizer`" ] }, { "cell_type": "code", "execution_count": 3, "id": "09b87ed7", "metadata": {}, "outputs": [], "source": [ "leading_edge_weight_min, leading_edge_weight_max = -0.05, 0.75\n", "TE_thickness_min, TE_thickness_max = 0.0005, 0.01\n", "upper_edge_min, upper_edge_max = -1.5, 1.25\n", "lower_edge_min, lower_edge_max = -0.75, 1.5\n", "n_weights_per_side = 8\n", "\n", "parameterizer = AirfoilCSTParametrizer(\n", " upper_surface_bounds=(\n", " [upper_edge_min] * n_weights_per_side,\n", " [upper_edge_max] * n_weights_per_side,\n", " ),\n", " lower_surface_bounds=(\n", " [lower_edge_min] * n_weights_per_side,\n", " [lower_edge_max] * n_weights_per_side,\n", " ),\n", " TE_thickness_bounds=(\n", " TE_thickness_min,\n", " TE_thickness_max,\n", " ),\n", " leading_edge_weight=(\n", " leading_edge_weight_min,\n", " leading_edge_weight_max,\n", " ),\n", ")" ] }, { "cell_type": "markdown", "id": "b57864da", "metadata": {}, "source": [ "As it can be seen, the airfoils will be defined by 18 parameters. We can use an `AirfoilParameterizerConfig` to create a parameterizer too" ] }, { "cell_type": "code", "execution_count": 4, "id": "f79ffa1c", "metadata": {}, "outputs": [], "source": [ "parameterizer = AirfoilParameterizerConfig().create_parameterizer()" ] }, { "cell_type": "markdown", "id": "7633dd43", "metadata": {}, "source": [ "If no parameters are passed, it will create a parameterizer with default params, which are exactly the same as the ones defined on the previous cell." ] }, { "cell_type": "markdown", "id": "66c701fb", "metadata": {}, "source": [ "## Define the solver\n", "\n", "Now we need to create a solver that will give us the lift-to-drag ratio of a given airfoil, for this example, we will use NeuralFoil as it quite faster than XFoil. Here, we need to specify the operating conditions, that have been defined before." ] }, { "cell_type": "code", "execution_count": 5, "id": "7f07d36e", "metadata": {}, "outputs": [], "source": [ "solver = NeuralFoilSolver(\n", " alpha=operating_conditions.alpha,\n", " Reynolds=operating_conditions.Reynolds,\n", ")" ] }, { "cell_type": "markdown", "id": "b966f359", "metadata": {}, "source": [ "## Create the environment\n", "\n", "Now we have everything we need to create an environment. We will set the maximum length of an episode to 64.\n", "\n", "Note: if you have been following the [paper](https://arxiv.org/abs/2505.02634), there is a term $\\sigma$ that penalizes changes on the maximum thickness. If this term wants to be added to the environment, you can use the parameter `thickness_penalization_factor` when creating the environment. For the example, we will leave that to 0, its defaul value." ] }, { "cell_type": "code", "execution_count": 7, "id": "f3c80c94", "metadata": {}, "outputs": [], "source": [ "env = gym.make(\n", " \"ShapeOptimizationEnv-v0\",\n", " solver=solver,\n", " parameterizer=parameterizer,\n", " episode_max_length=64,\n", ")" ] }, { "cell_type": "markdown", "id": "fc75eea3", "metadata": {}, "source": [ "Great, now we've leared to create an enviroment, but you can do all of this in just one line, using the built-in function on pyLOM, `create_env`. This function takes different parameters that gives the option to customize the environment. Additionally, with this funcion you can create parallel environment to speed up the training usign the parameter `num_envs`.\n", "\n", "The only required parameter is the `solver_name`, the rest od them have a default value." ] }, { "cell_type": "code", "execution_count": null, "id": "5e71e857", "metadata": {}, "outputs": [], "source": [ "env = create_env(\n", " \"neuralfoil\", operating_conditions=operating_conditions, episode_max_length=64\n", ")\n" ] }, { "cell_type": "markdown", "id": "3cb20f44", "metadata": {}, "source": [ "You can see the internal state of the environment calling the `render` method" ] }, { "cell_type": "code", "execution_count": 9, "id": "ce8d5884", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(None, Airfoil Untitled (Kulfan / CST parameterization))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "env.reset()\n", "env.render()" ] }, { "cell_type": "markdown", "id": "2717a692", "metadata": {}, "source": [ "## Define the PPO agent and train it on the environment\n", "\n", "We define the same hyperparameters used to train an agent with neuralfoil on the previously mentioned paper. An important note here is that if you want to use parallel environment you should divide the value of the parameter `n_steps` by the number of environments used." ] }, { "cell_type": "code", "execution_count": 10, "id": "76ebf521", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using cpu device\n", "Wrapping the env with a `Monitor` wrapper\n", "Wrapping the env in a DummyVecEnv.\n" ] } ], "source": [ "ppo_parameters = {\n", " \"learning_rate\": 2.5e-4,\n", " \"n_steps\": 2048,\n", " \"batch_size\": 64,\n", " \"n_epochs\": 10,\n", " \"gamma\": 0.3,\n", " \"ent_coef\": 0, \n", " \"clip_range\": 0.6,\n", " \"verbose\": 1,\n", " \"device\": \"cpu\",\n", " \"policy_kwargs\": {\"net_arch\": dict(pi=[256, 256], vf=[256, 256])},\n", "}\n", "\n", "training_timesteps = 25000\n", "\n", "model = PPO(\"MlpPolicy\", env, **ppo_parameters)" ] }, { "cell_type": "code", "execution_count": null, "id": "259e61e6", "metadata": {}, "outputs": [], "source": [ "model.learn(total_timesteps=training_timesteps)\n", "model.save(\"airfoil_agent\")" ] }, { "cell_type": "markdown", "id": "64c3ca74", "metadata": {}, "source": [ "If you want to use a model that is already trained you can load it" ] }, { "cell_type": "code", "execution_count": 11, "id": "b3fcddfc", "metadata": {}, "outputs": [], "source": [ "model = PPO.load(\"airfoil_agent\")" ] }, { "cell_type": "markdown", "id": "9ab69b44", "metadata": {}, "source": [ "## Test the agent\n", "\n", "Now we have a trained agent, we play with it. pyLOM has its own methods to make the evaluations and to plot the optimization process of an airfoil" ] }, { "cell_type": "code", "execution_count": 12, "id": "73c2c669", "metadata": {}, "outputs": [], "source": [ "from pyLOM.RL import (\n", " evaluate_airfoil_agent,\n", " run_episode,\n", " create_airfoil_optimization_progress_plot,\n", ")\n", "import aerosandbox as asb" ] }, { "cell_type": "code", "execution_count": 13, "id": "7f527dcc", "metadata": {}, "outputs": [], "source": [ "airfoil_to_optimize = \"naca0012\"\n", "airfoil = asb.Airfoil(airfoil_to_optimize)\n", "rewards, states = run_episode(model, env, initial_shape=airfoil)" ] }, { "cell_type": "markdown", "id": "c8df81c8", "metadata": {}, "source": [ "Now we can create a plot showing the optimization process using the function `create_airfoil_optimization_progress_plot`. However, that function expects as its first parameter a list of `asb.Airfoil` and the function `run_episode` returns `states` which is a list of vectors from the design space, so we need to create the airfoils. Fortunately, the parameterizer we created before can do exactly that, the next cell converts the vectors to actual Airfoils" ] }, { "cell_type": "code", "execution_count": 14, "id": "b7089bec", "metadata": {}, "outputs": [], "source": [ "airfoils = list(map(lambda x: parameterizer.get_shape_from_params(x), states))" ] }, { "cell_type": "code", "execution_count": 15, "id": "5f87688f", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "create_airfoil_optimization_progress_plot(\n", " airfoils, rewards, airfoil_name=airfoil_to_optimize\n", ")\n" ] }, { "cell_type": "markdown", "id": "a4324fc2", "metadata": {}, "source": [ "You can create an animation of the optimization process too, but for that you will need to install manim with `conda install -c conda-forge manim`. \n", "If the video generationit takes too long you can adjust the quality changing the \"-qp\" option: \n", "* -ql: for low quality\n", "* -qm: for medium quality\n", "* -qh: for high quality \n", "* -qp: for production quality (the highest)" ] }, { "cell_type": "code", "execution_count": 16, "id": "6d3e55f3", "metadata": {}, "outputs": [], "source": [ "import manim\n", "from pyLOM.RL import AirfoilEvolutionAnimation" ] }, { "cell_type": "code", "execution_count": null, "id": "790e586b", "metadata": {}, "outputs": [], "source": [ "%%manim -qp -v WARNING AirfoilEvolutionAnimation \n", "\n", "\n", "AirfoilEvolutionAnimation.airfoils = airfoils\n", "AirfoilEvolutionAnimation.rewards = rewards\n", "AirfoilEvolutionAnimation.title = f\"{airfoil_to_optimize.capitalize()} Evolution\"" ] }, { "cell_type": "markdown", "id": "e30b4db3", "metadata": {}, "source": [ "This is a small trick to actually show the resulting video on the documentation, the code here is not relevant since the previous cell must have already shown it" ] }, { "cell_type": "code", "execution_count": 17, "id": "9ead0947", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import base64\n", "from IPython.display import HTML\n", "video_path = \"./media/videos/notebook_examples/1440p60/_AirfoilEvolutionAnimation.mp4\"\n", "\n", "with open(video_path, \"rb\") as f:\n", " video_data = base64.b64encode(f.read()).decode()\n", "\n", "HTML(f\"\"\"\n", "\n", "\"\"\")" ] }, { "cell_type": "markdown", "id": "1b3da821", "metadata": {}, "source": [ "## Evaluate the agent\n", "\n", "Now, time to evaluate and get some metrics. First we need to run a bunch of episodes and compute the improvement that the agent obtains. The function `evaluate_airfoil_agent` will evaluate an agent with a random subset of the UIUC dataset. The size of that subset is defined with the parameter `num_episodes`. If you want to store the results on a csv file, you just need to set a path for the parameter `save_results_path`." ] }, { "cell_type": "code", "execution_count": 18, "id": "dffc98d6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Evaluating airfoils: 0%| | 0/100 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airfoil_to_optimize = asb.Airfoil(\"ag35\")\n", "airfoil_to_optimize.draw(backend=\"matplotlib\")" ] }, { "cell_type": "markdown", "id": "8c3653b4", "metadata": {}, "source": [ "One of the strengths of this method compared with other traditional mehtods for optimization is that once trained, the optimization time becomes negligible. To this end, now a new environment is created that has a \"dummy\" solver. This solver always returns 0, so we won't get the lift-to-drag ratio" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "env = create_env(\"dummy\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 80.2 ms, sys: 46 μs, total: 80.2 ms\n", "Wall time: 78.5 ms\n" ] } ], "source": [ "%%time\n", "rewards, states = run_episode(model, env, initial_shape=airfoil_to_optimize)" ] }, { "cell_type": "markdown", "id": "2766629e", "metadata": {}, "source": [ "This shows the real potential of RL, once an agent is trained, an airofil can be optimize in around 0.1 seconds. The only difference here is that the lift-to-drag ratio is not computed, but if you want to do it, you would only have to use an environment with another solver. " ] }, { "cell_type": "code", "execution_count": 23, "id": "dfd73c93", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airfoils = list(map(lambda x: parameterizer.get_shape_from_params(x), states))\n", "create_airfoil_optimization_progress_plot(airfoils[:20], rewards[:20])" ] }, { "cell_type": "markdown", "id": "83077c44", "metadata": {}, "source": [ "Any intermediate state of the optimization process can be plotted and saved into a .dat file with the airfoil coordinates" ] }, { "cell_type": "code", "execution_count": 24, "id": "08dbd96f", "metadata": {}, "outputs": [ { "data": { "image/png": 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