Visualizations of some specific solutions of different differential equations.

Overview

Diff_sims

Visualizations of some specific solutions of different differential equations.

Heat Equation in 1 Dimension

(A very beautiful and elegant explanation for the heat equation and its solution is given here

  • The heat diffusion equation gives us the temperature at every part of a conducting 1 dimensional material (specific to the current discussion), given we specify the initial condition, and the boundary conditions.
  • The thing to be noted here is that the differential equation has a doble derivative with respect to position and a single derivative with respect to time.
  • Hence, one can say that the curvature of the position function and the slope of the time function (of course, assuming one is able to write the solution as independent functions of position and time, which we can) are the key playing factors which determine how the temperature gets diffused, so to speak.
  • The co-efficient D is the thermal diffusivity constant, and here, can be thought of to be some positive constant. (Let's henceforth assume D = 1)

heat_eqn

The Gaussian

  • If the initial temperature distribution were to be in the form of a gaussian:

gauss

This function looks like a bell shaped curve centred at the origin. In other words, it tells us that at the very centre of the rod, the temperature is the highest, and as we move along in either direction it decreases very fast, and some distance from the centre, the temperature is almost zero. This ditribustion might be due to a source which is in contact with the conductor initially, exactly at the centre.

Laying off rigor (we haven't discussed about the boundary conditions here, but a gaussian converges rather rapidly as the magnitude of x increases, so essentially we can assume that the function tends to zero at its boundaries), the solution can be written in the following manner (setting certain constats to 1):

Soln

The denominator in the exponential part, actually tells us how much spread out the bell shape is, the higher it's value, more spread out it will be. The factor multiplied in the beginning is a normalizing factor, which makes sure that the energy remains constant at all times.

Hence, intuitively, we can see that as time increases, the temperature function smooths out.

  • The above solution is by no means accurate but it helps us understand the behavior.

  • One more thing to be noted, is that as the heat starts spreading, it takes more and more time for it to move farther. This is because temperature is an axponentially decaying function of time. Link to simulation here

DALLE-tools provided useful dataset utilities to improve you workflow with WebDatasets.

DALLE tools DALLE-tools is a github repository with useful tools to categorize, annotate or check the sanity of your datasets. Installation Just clone

11 Dec 25, 2022
An application that allows you to design and test your own stock trading algorithms in an attempt to beat the market.

StockBot is a Python application for designing and testing your own daily stock trading algorithms. Installation Use the

Ryan Cullen 280 Dec 19, 2022
trade bot connected to binance API/ websocket.,, include dashboard in plotly dash to visualize trades and balances

Crypto trade bot 1. What it is Trading bot connected to Binance API. This project made for fun. So ... Do not use to trade live before you have backte

G 3 Oct 07, 2022
An automatic prover for tautologies in Metamath

completeness An automatic prover for tautologies in Metamath This program implements the constructive proof of the Completeness Theorem for propositio

Scott Fenton 2 Dec 15, 2021
a robust room presence solution for home automation with nearly no false negatives

Argos Room Presence This project builds a room presence solution on top of Argos. Using just a cheap raspberry pi zero w (plus an attached pi camera,

Angad Singh 46 Sep 18, 2022
Colormaps for astronomers

cmastro: colormaps for astronomers 🔭 This package contains custom colormaps that have been used in various astronomical applications, similar to cmoc

Adrian Price-Whelan 12 Oct 11, 2022
Simple Inkscape Scripting

Simple Inkscape Scripting Description In the Inkscape vector-drawing program, how would you go about drawing 100 diamonds, each with a random color an

Scott Pakin 140 Dec 27, 2022
Write python locally, execute SQL in your data warehouse

RasgoQL Write python locally, execute SQL in your data warehouse ≪ Read the Docs · Join Our Slack » RasgoQL is a Python package that enables you to ea

Rasgo 265 Nov 21, 2022
Glue is a python project to link visualizations of scientific datasets across many files.

Glue Glue is a python project to link visualizations of scientific datasets across many files. Click on the image for a quick demo: Features Interacti

675 Dec 09, 2022
Official Matplotlib cheat sheets

Official Matplotlib cheat sheets

Matplotlib Developers 6.7k Jan 09, 2023
A flexible tool for creating, organizing, and sharing visualizations of live, rich data. Supports Torch and Numpy.

Visdom A flexible tool for creating, organizing, and sharing visualizations of live, rich data. Supports Python. Overview Concepts Setup Usage API To

FOSSASIA 9.4k Jan 07, 2023
Insert SVGs into matplotlib

Insert SVGs into matplotlib

Andrew White 35 Dec 29, 2022
A blender import/export system for Defold

defold-blender-export A Blender export system for the Defold game engine. Setup Notes There are no exhaustive documents for this tool yet. Its just no

David Lannan 27 Dec 30, 2022
Fast visualization of radar_scenes based on oleschum/radar_scenes

RadarScenes Tools About This python package provides fast visualization for the RadarScenes dataset. The Open GL based visualizer is smoother than ole

Henrik Söderlund 2 Dec 09, 2021
simple tool to paint axis x and y

simple tool to paint axis x and y

G705 1 Oct 21, 2021
Boltzmann visualization - Visualize the Boltzmann distribution for simple quantum models of molecular motion

Boltzmann visualization - Visualize the Boltzmann distribution for simple quantum models of molecular motion

1 Jan 22, 2022
Type-safe YAML parser and validator.

StrictYAML StrictYAML is a type-safe YAML parser that parses and validates a restricted subset of the YAML specification. Priorities: Beautiful API Re

Colm O'Connor 1.2k Jan 04, 2023
Time series visualizer is a flexible extension that provides filling world map by country from real data.

Time-series-visualizer Time series visualizer is a flexible extension that provides filling world map by country from csv or json file. You can know d

Long Ng 3 Jul 09, 2021
a simple REPL display lib for circuitpython

Circuitpython-termio-lib a simple REPL display lib for circuitpython Fonctions cls clear terminal screen and set cursor on top left : coords 0,0 usage

BeBoXoS 1 Nov 17, 2021
Visualize data of Vietnam's regions with interactive maps.

Plotting Vietnam Development Map This is my personal project that I use plotly to analyse and visualize data of Vietnam's regions with interactive map

1 Jun 26, 2022