{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Some experiments on a 5 substations test case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate the use of the grid2op framework, we propose here to show how to make some quick studies on a purely fictious test case, a 5 bus system.\n", "\n", "This system should not be used for deep research purpose. It is provided here as an example and a tool to get used to how some analyses can be performed using grid2op." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we can create a environment:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:240: UserWarning:\n", "\n", "You are using a development environment. This environment is not intended for training agents.\n", "\n" ] } ], "source": [ "import grid2op\n", "from tqdm.notebook import tqdm # for easy progress bar\n", "from grid2op.PlotGrid import PlotMatplot\n", "env = grid2op.make(\"rte_case5_example\", test=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect the powergrid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In grid2op, to make more concrete the powergrid, we also added some visual capabilities to represent, for example, the names of the objects on the grid, or the thermal limit, or any other data you want. All of that is for now only available in the matplotlib \"plot helper\" and can be accessed as followed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the layout of the graph\n", "This utility function allows you to visualize where are the object located on the map. Each object has its own color, and is represented with its name and its id (id starts at 0, following python convention)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plot_helper = PlotMatplot(env.observation_space)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing data on the grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is, with the same method, also possible to visualize any data on the powergrid, for example, we can inspect the thermal limit (line property) as follow:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_values=env._thermal_limit_a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, it is possible to display some data about the generators, for example the maximum value of power they can produce." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(gen_values=env.gen_pmax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course we can also project on the powergrid some information about the loads, for example their ID" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(load_values=[el for el in range(env.n_load)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create an agent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see how well the \"do nothing\" agent (the most basic imaginable) can performe, using some \"gym like\" methods" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from grid2op.Agent import DoNothingAgent\n", "my_agent = DoNothingAgent(env.action_space)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now do the standard gym loop, and we save all the observations:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "beb51ce2bff34e7abfc459d3928ebad0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=2016.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "all_obs = []\n", "obs = env.reset()\n", "all_obs.append(obs)\n", "reward = env.reward_range[0]\n", "done = False\n", "nb_step = 0\n", "with tqdm(total=env.chronics_handler.max_timestep()) as pbar:\n", " while True:\n", " action = my_agent.act(obs, reward, done)\n", " obs, reward, done, _ = env.step(action)\n", " pbar.update(1)\n", " if done:\n", " break\n", " all_obs.append(obs)\n", " nb_step += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check if the episode has been completed, or if there has been a game over:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of timesteps computed: 94\n", "Total maximum number of timesteps possible: 2016\n" ] } ], "source": [ "print(\"Number of timesteps computed: {}\".format(nb_step))\n", "print(\"Total maximum number of timesteps possible: {}\".format(env.chronics_handler.max_timestep()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we see here, there is a game over: the agent successfully managed 94 timesteps, while the episode could have lasted 2016.\n", "\n", "Let's try to investigate this, for example by plotting the last observation. First we need to create a utilities that will make the plot:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "last_obs = all_obs[-1]\n", "_ = plot_helper.plot_obs(last_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the last obsevation is pretty clear: 4 powerlines have been disconnected, thus isolating the load on the bottom right. This lead to a game over. \n", "\n", "It's also possible, of course, to inspect the previous state, just before this one:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "previous_obs = all_obs[-2]\n", "_ = plot_helper.plot_obs(previous_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can know the cause for this problem: all the powerlines that could provide power on the bottom right load are overloaded in this situation, so the protection worked and disconnect them to prevent hurting the surroundings." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 2 }