{ "cells": [ { "cell_type": "markdown", "id": "0d48276a", "metadata": {}, "source": [ "## Lab 2: Lindenmayer Systems\n", "\n", "#### ISE483/SSIE583: Evolutionary Systems and Biologically Inspired Computing\n", "\n", "https://casci.binghamton.edu/academics/i-bic/lab2/" ] }, { "cell_type": "markdown", "id": "7fa4bd4a", "metadata": {}, "source": [ "### Topics\n", "\n", "Python Turtle documentation\n", "\n", "https://docs.python.org/release/3.1.3/library/turtle.html\n", " \n", "Turtle Demo\n", "\n", "Using turtle to draw L-systems: code snippets for rules without branching and with branching" ] }, { "cell_type": "markdown", "id": "0ed81c4c", "metadata": {}, "source": [ "## Assignment 2\n", "\n", "1. Read Sections 4.1, 4.2 in Floreano and Mattiussi [2008]. Bio-Inspired Artificial Intelligence: Theories, Methods, and Technologies. MIT Press.\n", "\n", "2. Complete the following 4 problems, worth a total of 10 points. Points for each question are shown below for ISE483 and SSIE583.\n", "\n", "3. Attach answers as separate Python files to your submission for 'Assignment 2' in Brightspace. Summarize your answers in a PDF document including figures, if any.\n", "\n", "4. You may find this applet useful for verifying your program output.\n", "\n", "5. Assignment is due before class on February 27th\n", "\n", "Questions or problems? See our email and office hours information. " ] }, { "cell_type": "markdown", "id": "0cb35da1", "metadata": {}, "source": [ "## The problems\n", "\n", "## Problem 1\n", "\n", "1. [2 points] [1 point] **Generating words**: Section 4.2 in Floreano and Mattiussi describes how an L-system re-writes words by **iteratively** applying a set of **production rules**, starting from a given **axiom**. See also Lecture 6. **Implement an L-System algorithm as a Python function**. Your function parameters should be: an axiom, a set of production rules, and the number of rewriting iterations. Then, call this function with \n", " \n", " - **axiom:= 'FX'**, \n", " \n", " - **production_set:= {'X' : 'X+YF', 'Y' : 'FX-Y'}** (in Python dictionary notation), and\n", " \n", " - 5 maximum iterations. Print out the result." ] }, { "cell_type": "markdown", "id": "5733ea94", "metadata": {}, "source": [ "For problem 1, there is no demo code, so I create one diagram based on lab2.pdf.\n", "\n", "### L-system: rewriting system" ] }, { "cell_type": "code", "execution_count": 2, "id": "2dd9d1f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "image = plt.imread(\"./imgs/L_System_Function.png\")\n", "plt.figure(figsize=(12, 8))\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "dadba018", "metadata": {}, "source": [ "## ???" ] }, { "cell_type": "code", "execution_count": 1, "id": "a63d9efc", "metadata": {}, "outputs": [], "source": [ "axiom= 'FX'\n", "production_set= {'X' : 'X+YF', 'Y' : 'FX-Y'} # Python dictionary notation\n", "\n", "# Check each words in axiom if there is a correspondance in the dictionary. If it has ..." ] }, { "cell_type": "markdown", "id": "149052aa", "metadata": {}, "source": [ "## Problem 2\n", "\n", "2. [2 points] [2 points] Drawing the words: Using turtle, graph the words generated in problem 1, at each iteration. For this problem, you will need to: \n", "\n", " - Write a **Python function** which takes a **character string**, and uses it to control a turtle pen. \n", "\n", " - The character **F** should **move the pen forward by a certain distance**, \n", " \n", " - **-** should **rotate the pen left by a preset δ degrees**, \n", " \n", " - **+** should **rotate the pen right by δ degrees**. \n", " \n", " - All other symbols should be ignored. Remember that the turtle module in Python will not automatically recognize these symbols -- you need to implement them.\n", "\n", " - Graph the word produced by the L-system specified in problem 1, iterated at least 10 times, with **δ = 90**. Your picture should look like the \"Dragon curve\", famously used to open the chapters in Michael Crichton's Jurassic Park. Capture the picture generated in the last iteration and display it in your solution summary (in addition to the python file).\n", "\n", " - Graph a different L-system axiom and production rule. Pick one either from de Castro's book, the Internet, or of your own invention. Use one that does not yet employ branching commands.\n" ] }, { "cell_type": "markdown", "id": "68ace33f", "metadata": {}, "source": [ "How about explaining problem 2 along with the demo code for ?\n", "\n", "### Demo code: lab2_without_branching.ipynb" ] }, { "cell_type": "code", "execution_count": 1, "id": "372e9ee1", "metadata": {}, "outputs": [], "source": [ "from turtle import * \n", "\n", "def initturtle():\n", " \n", " pencolor('blue')\n", "\n", " speed('slowest')\n", " \n", " tracer(1)\n", "\n", " goto(0,0)\n", "\n", " pendown()\n", "\n", "\n", "def graphword(str): # Your implementation\n", "\n", " for char in str:\n", "\n", " if char == 'F':\n", " \n", " forward(100) # Certain distance is set as 100\n", " \n", " \n", " if char == '-':\n", " \n", " left(90) # rotate the pen left by a preset δ=90 degrees\n", "\n", " # How about '+'?\n", " # https://docs.python.org/release/3.1.3/library/turtle.html\n" ] }, { "cell_type": "markdown", "id": "d0cbd2a5", "metadata": {}, "source": [ "### How does it work?" ] }, { "cell_type": "code", "execution_count": 2, "id": "f925d64d", "metadata": {}, "outputs": [], "source": [ "initturtle() # call initialization\n", "\n", "graphword('F-F-F-F-') # draw with your string\n", "\n", "done()\n", "\n", "#If you want to write something again ...\n", "#Introduce as tips\n" ] }, { "cell_type": "markdown", "id": "f9eaacff", "metadata": {}, "source": [ "### What happens if you re-execute the code above?\n", "\n", "Something wrong happens.\n", "\n", "If you end with \"done(),\" you need **restart Karnel (in your jupyter browser)** or **reopen your notebook** to draw something again." ] }, { "cell_type": "markdown", "id": "eec32116", "metadata": {}, "source": [ "### Alternative\n", "\n", "Comment out **done()**, define the function **clear_turtle()** by executing below box, and call it. After that, you can draw something with graphword function. \n" ] }, { "cell_type": "code", "execution_count": null, "id": "75da5988", "metadata": {}, "outputs": [], "source": [ "def clear_turtle():\n", " clear()\n", " goto(0,0)" ] }, { "cell_type": "code", "execution_count": null, "id": "a9fb8b2f", "metadata": {}, "outputs": [], "source": [ "# Before execute this code, please re-start Kernel\n", "\n", "initturtle() # call initialization\n", "\n", "graphword('F-F-F-F-') # draw with your string" ] }, { "cell_type": "code", "execution_count": 22, "id": "3851de86", "metadata": {}, "outputs": [], "source": [ "clear_turtle()" ] }, { "cell_type": "code", "execution_count": 23, "id": "bfa4e89a", "metadata": {}, "outputs": [], "source": [ "graphword('F-F-F-F-')" ] }, { "cell_type": "markdown", "id": "1c4ffe91", "metadata": {}, "source": [ "### Are you on right track so far?\n", "\n", "If you correctly implement to Problem 1 and 2, you will look something like below. " ] }, { "cell_type": "code", "execution_count": 3, "id": "97c0260f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Based on the image, my code works for poblem 1 and 2. \n", "image = plt.imread(\"./imgs/Problem2_Answer.png\")\n", "plt.figure(figsize=(12, 8))\n", "plt.imshow(image)\n", "plt.show()\n", "\n", "# You should select a good start position to fully draw the dragon curve instead of (0, 0) " ] }, { "cell_type": "markdown", "id": "7466d324", "metadata": {}, "source": [ "## Problem 3\n", "\n", "3. [2 points] [2 points] Drawing with branching: Lindenmayer introduced the branching symbols '[' and ']' in production rules, to be able to draw plants more effectively. Draw the two different \"plants\" defined by the following L-Systems:\n", " \n", "\n", " - L-System 1: Axiom:= 'F', Production_set:= {'F' : 'F[+F][-F]F'}\n", " - L-System 2: Axiom:= 'B', Production_set:= {'B' : 'F[-B] [+ B]', 'F' : 'FF'}\n", "\n", "**Note**: because these L-Systems include branching, you need to extend the program you developed for the previous questions to also include the following (sample code linked above):\n", " \n", "\n", " 1. [ and ] initiate and close a branch, respectively. To initiate a branch, we push the current state of the Turtle (retrieved via position() and heading()) onto a stack of states. To close a branch, we pop a state off the top of the stack and use it to restore the position and heading of the turtle pen (via goto() and setheading() ). Remember to raise the turtle pen before restoring the state, and to lower it afterwards (Hint: use up() and down() ).\n", " \n", " 2. The B character (in L-System 2) serves as a budding point for branch development. Hence, it plays a role only in producing the words, and has no graphical interpretation. Your drawing can therefore ignore that character to draw the branching plant, and only interpret the standard turtle codes F, +, - (though you can optionally draw a distinct element for B ).\n" ] }, { "cell_type": "markdown", "id": "7b3d45e4", "metadata": {}, "source": [ "### Demo code: lab2_with_branching.ipynb" ] }, { "cell_type": "code", "execution_count": 1, "id": "8c7f469c", "metadata": {}, "outputs": [], "source": [ "# Before execute this code, please re-start Kernel\n", "from turtle import * \n", "\n", "def initturtle():\n", " \n", " pencolor('blue')\n", " \n", " speed('slowest')\n", " \n", " tracer(1)\n", " \n", " goto(0,0)\n", " \n", " pendown()\n", "\n", "\n", "def graphword_2(str):\n", "\n", " for char in str:\n", "\n", " if char == 'F':\n", " \n", " forward(10)\n", "\n", "\n", " if char == '-':\n", " \n", " left(90)\n", "\n", "\n", " if char == '[': # when you see a '[', save the current 'state' of the turtle\n", " \n", " (xpos, ypos) = position() # get current turtle position\n", " \n", " angle = heading() # get current turtle heading angle\n", " \n", " TurtleState = (xpos, ypos, angle) # form a tuple containing the state of the turtle\n", " \n", " stack.append(TurtleState) # store turtle state in a stack\n", "\n", "\n", " if char == ']': # when you see a ']', restore last stored turtle state\n", " \n", " stackpointer = len(stack) - 1\n", " \n", " (xpos, ypos, angle) = stack[stackpointer] # retrieve turtle state from stack\n", " \n", " del stack[stackpointer] # once retrieved, delete from stack\n", " \n", " goto(xpos, ypos) # use retrieved info to set the coordinates of the turtle\n", " \n", " setheading(angle) # also set heading angle\n", "\n", "\n", "initturtle() \n", "\n", "stack = list()\n", "\n", "graphword_2('FFFFFF[-FFFF]FF')\n", "\n", "done()\n" ] }, { "cell_type": "markdown", "id": "c19edd30", "metadata": {}, "source": [ "## Problem 4\n", "\n", "4. [4 points] [2 points] Drawing variety: \n", " \n", " - Use the **branching L-system code** you have created to draw **three different types of trees**, taking their axioms and productions rules either from the book or the Internet. Remember to alter your angle δ -- most likely you will not want 90 degree rotations for trees. \n", "\n", " - Use the **branching L-system code** you have created to draw **a whole set of different trees**, to be displayed **simultaneously**. In other words, draw a forest of L-system trees. \n", " \n", " - The trees should be different from one another: \n", " \n", " - for instance, you can code a set of different L-system axioms and production rules from which you pick randomly to draw different trees, or \n", " \n", " - perhaps even the same tree with different attributes (in which case you should make sure that the symbols from different production sets match). \n", " \n", " - Be sure to randomly vary your δ's within a certain range, so that the rotation angles of the trees differ from one another. This is a bit open-ended question, so you are free to explore." ] }, { "cell_type": "markdown", "id": "fbdb4511", "metadata": {}, "source": [ "### One possible implementation to draw three trees in a single turtle screen." ] }, { "cell_type": "code", "execution_count": 1, "id": "474e76c5", "metadata": {}, "outputs": [], "source": [ "# Very simple example for drawing multiple trees in a turtle window\n", "\n", "# Before execute this code, please re-start Kernel\n", "\n", "from turtle import * \n", "import time\n", "\n", "def initturtle():\n", " \n", " pencolor('blue')\n", " \n", " speed('slowest')\n", " \n", " tracer(1)\n", " \n", " goto(0,0)\n", " \n", " pendown()\n", " \n", "def set_root(x, y):\n", " \n", " penup()\n", " \n", " goto(x,y)\n", " \n", " pendown()\n", "\n", "\n", "def graphword(str):\n", "\n", " for char in str:\n", "\n", " if char == 'F':\n", " \n", " forward(20)\n", "\n", "\n", " if char == '-':\n", " \n", " left(90)\n", " \n", " if char == '+':\n", " \n", " right(90)\n", "\n", "\n", " if char == '[': # when you see a '[', save the current 'state' of the turtle\n", " \n", " (xpos, ypos) = position() # get current turtle position\n", " \n", " angle = heading() # get current turtle heading angle\n", " \n", " TurtleState = (xpos, ypos, angle) # form a tuple containing the state of the turtle\n", " \n", " stack.append(TurtleState) # store turtle state in a stack\n", "\n", "\n", " if char == ']': # when you see a ']', restore last stored turtle state\n", " \n", " stackpointer = len(stack) - 1\n", " \n", " (xpos, ypos, angle) = stack[stackpointer] # retrieve turtle state from stack\n", " \n", " del stack[stackpointer] # once retrieved, delete from stack\n", " \n", " goto(xpos, ypos) # use retrieved info to set the coordinates of the turtle\n", " \n", " setheading(angle) # also set heading angle\n", "\n", "\n", "initturtle() \n", "\n", "stack = list()\n", "\n", "# too simple???\n", "\n", "set_root(0, -200)\n", "\n", "graphword('-FF')\n", "\n", "set_root(30, -200)\n", "\n", "graphword('FF')\n", "\n", "set_root(-30, -200)\n", "\n", "graphword('FF')\n", "\n", "done()" ] }, { "cell_type": "markdown", "id": "7bdcdcff", "metadata": {}, "source": [ "## Problem 5\n", "\n", "5. [Optional, extra 4 points] [3 points] Modeling Arteries with Parametric L-systems: Arterial branching in organisms has been modeled with parametric L-systems http://jgp.rupress.org/content/118/3/267.full. See formula (15) from this model: " ] }, { "cell_type": "code", "execution_count": 4, "id": "4b8eff56", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = plt.imread(\"./imgs/Formula15.png\")\n", "plt.figure(figsize=(12, 8))\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f1d8fcd9", "metadata": {}, "source": [ "L0, W0, γ1, γ2, λ1, λ2, θ1 and θ2 are the parameters that need to be specified. They stand for the following: \n", " \n", " (1) L0, W0 represent the length and width of the initial branch segment, respectively; \n", " \n", " (2) γ1, λ1 and θ1 represent, respectively, the factors by which the length of the left branch scales, the factor by which the width of the left branch scales, and the counter-clockwise angle by which the left branch rotates, relative to its parent branch; \n", " \n", " (3) γ2, λ2 and θ2 represent, respectively, the factors by which the length of the right branch scales, the factor by which the width of the right branch scales, and the clockwise angle by which the right branch rotates, relative to its parent branch. \n", " \n" ] }, { "cell_type": "markdown", "id": "d1109701", "metadata": {}, "source": [ "### Diagram for parameters" ] }, { "cell_type": "code", "execution_count": 5, "id": "6e2be71c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = plt.imread(\"./imgs/Problem5_Arterial_Structure.png\")\n", "plt.figure(figsize=(12, 8))\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "eb6f5a42", "metadata": {}, "source": [ "The paper describes simple formulae (11, 12, and 13) to specify the above parameters themselves (except L0 and W0 that you are free to choose) with a single parameter α that varies from 0.0 to 1.0. These formulae are derived from the natural assumptions that wider arteries should conduct more blood flow, and that when an artery branches out the total flow should be conserved. \n", "\n", "The objective of this model is to simulate real arteries, by specifying various parameter values. \n", "\n", "### Problem 5 Assignment\n", "\n", " - Implement this model (Formula 15), \n", " \n", " - playing with different parameter values and \n", " \n", " - check if your pictures match those in the paper (Fig.8). \n", " \n", " - Compare them with the pictures of real arteries (Fig.9), and \n", " \n", " - discuss some of the limitations of using an L-system to mimic reality (think of the Hertz modeling scheme). Do you think that the extent of asymmetry and variety in real arteries can be fully matched?" ] }, { "cell_type": "code", "execution_count": 6, "id": "0af0d614", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = plt.imread(\"./imgs/Problem5_Fig8.png\")\n", "plt.figure(figsize=(12, 8))\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4a392a5c", "metadata": {}, "source": [ "### Parametric L-System \n", "\n", "It might be helpful to start with system 14." ] }, { "cell_type": "code", "execution_count": 7, "id": "abf5f61c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = plt.imread(\"./imgs/System_14_1.png\")\n", "plt.figure(figsize=(12, 8))\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "d286de95", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = plt.imread(\"./imgs/System_14_2.png\")\n", "plt.figure(figsize=(12, 8))\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "3b6c6cc5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = plt.imread(\"./imgs/System_15.png\")\n", "plt.figure(figsize=(15, 8))\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "ae0266d4", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }