{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Version 1 Simulation\n", "\n", "The first version of this series is a basic control model. Given an elevation profile $H(x)$ and a time target, minimize energy usage.\n", "We assume the time target is constant, since we are racing at a given overall pace. In other words, we already know the average speed $E(V) = dist/time$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import jax.numpy as jnp\n", "from jax import jit, vmap, lax\n", "from jax import random\n", "import matplotlib.pyplot as plt\n", "\n", "@jit\n", "def _cov_math(t, s, H):\n", " return 0.5 * (jnp.abs(t) ** 2 * H + jnp.abs(s) ** 2 * H - jnp.abs(t - s) ** 2 * H)\n", "\n", "\n", "def _fbm_covariance(n, H) -> jnp.ndarray:\n", " tidx = jnp.arange(1, n + 1)\n", " t, s = jnp.meshgrid(tidx, tidx)\n", "\n", " # fBm covariance equation from wikipedia\n", " cov = 0.5 * (jnp.abs(t) ** 2 * H + jnp.abs(s) ** 2 * H - jnp.abs(t - s) ** 2 * H)\n", " return cov\n", "\n", "# generate terrain using fractional brownian motion\n", "def gen_elevation_profile(rngkey: random.PRNGKey, n_steps: int, H: float):\n", " t = jnp.linspace(0,1,n_steps)\n", " cov = _fbm_covariance(n_steps, H)\n", " # using the \"method 1\" (cholesky decomposition)\n", " sigma = jnp.linalg.cholesky(cov)\n", " # create a vector of n_steps gaussian normal values\n", " v = random.normal(rngkey, shape=(n_steps))\n", " # convert these to fbm lines\n", "\n", " fbm_samples = sigma * v\n", "\n", " return t, fbm_samples\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[nan -0. -0. ... -0. -0. -0.]\n", " [nan nan -0. ... -0. -0. -0.]\n", " [nan nan nan ... -0. -0. -0.]\n", " ...\n", " [nan nan nan ... nan -0. -0.]\n", " [nan nan nan ... nan nan -0.]\n", " [nan nan nan ... nan nan nan]]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "key = random.PRNGKey(0)\n", "steps = 1000\n", "samples = 5\n", "\n", "H = 0.6\n", "\n", "t, fbm = gen_elevation_profile(key, steps, H)\n", "plt.figure(figsize=(12,6))\n", "print(fbm)\n", "for i in range(fbm.shape[0]):\n", " plt.plot(t, fbm[i], label=f\"Sample {i}\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "steps = 100\n", "key = random.key(25)\n", "\n", "def uniform_window(n):\n", " return jnp.ones(n)/n\n", "\n", "def generate_basic_terrain(key, steps=100, yscale=1.0, xscale=10.0, window=uniform_window, window_size=5):\n", " key, split = random.split(key)\n", " v = random.normal(split, shape=(steps))\n", " y = jnp.cumsum(v) * yscale\n", " # smooth with a windowing function\n", " y_smooth = jnp.convolve(y, window(window_size), mode='same')\n", " # compute the x-values\n", " x = jnp.arange(steps) * xscale\n", " return x,y_smooth\n", "\n", "\n", "x,y = generate_basic_terrain(key)\n", " \n", "slope = jnp.atan(jnp.diff(y, prepend=0) / 10.0) * 180 / jnp.pi\n", "plt.plot(x,y)\n", "plt.plot(x, slope)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we can compute the slope at any point along the terrain\n", "plt.plot(x, slope)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 2 }