Add algorithm for N-body simulation - retry (TheAlgorithms#4298)

algobytewise · github-actions · dhruvmanila · web-flow · commit 536fb4bca48f · 2021-04-04T13:23:48.000+02:00
* add n_body_simulation.py

* updating DIRECTORY.md

* Rename other/n_body_simulation.py to physics/n_body_simulation.py

* updating DIRECTORY.md

* Update build.yml

* refactor examples &amp; add doctests

* removed type-hints from self-parameter

* Apply suggestions from code review

* Update physics/n_body_simulation.py

* Update physics/n_body_simulation.py

* Update physics/n_body_simulation.py

* Don't forget self

* Fix velocity

Co-authored-by: github-actions &lt;${GITHUB_ACTOR}@users.noreply.github.com&gt;
Co-authored-by: Dhruv Manilawala &lt;dhruvmanila@gmail.com&gt;
Co-authored-by: Christian Clauss &lt;cclauss@me.com&gt;
diff --git a/DIRECTORY.md b/DIRECTORY.md
@@ -551,6 +551,9 @@
   * [Sdes](https://github.com/TheAlgorithms/Python/blob/master/other/sdes.py)
   * [Tower Of Hanoi](https://github.com/TheAlgorithms/Python/blob/master/other/tower_of_hanoi.py)
 
+## Physics
+  * [N Body Simulation](https://github.com/TheAlgorithms/Python/blob/master/physics/n_body_simulation.py)
+
 ## Project Euler
   * Problem 001
     * [Sol1](https://github.com/TheAlgorithms/Python/blob/master/project_euler/problem_001/sol1.py)
diff --git a/physics/n_body_simulation.py b/physics/n_body_simulation.py
@@ -0,0 +1,348 @@
+"""
+In physics and astronomy, a gravitational N-body simulation is a simulation of a
+dynamical system of particles under the influence of gravity. The system
+consists of a number of bodies, each of which exerts a gravitational force on all
+other bodies. These forces are calculated using Newton's law of universal
+gravitation. The Euler method is used at each time-step to calculate the change in
+velocity and position brought about by these forces. Softening is used to prevent
+numerical divergences when a particle comes too close to another (and the force
+goes to infinity).
+(Description adapted from https://en.wikipedia.org/wiki/N-body_simulation )
+(See also http://www.shodor.org/refdesk/Resources/Algorithms/EulersMethod/ )
+"""
+
+
+from __future__ import annotations
+
+import random
+
+from matplotlib import animation
+from matplotlib import pyplot as plt
+
+
+class Body:
+    def __init__(
+        self,
+        position_x: float,
+        position_y: float,
+        velocity_x: float,
+        velocity_y: float,
+        mass: float = 1.0,
+        size: float = 1.0,
+        color: str = "blue",
+    ) -> None:
+        """
+        The parameters "size" & "color" are not relevant for the simulation itself,
+        they are only used for plotting.
+        """
+        self.position_x = position_x
+        self.position_y = position_y
+        self.velocity_x = velocity_x
+        self.velocity_y = velocity_y
+        self.mass = mass
+        self.size = size
+        self.color = color
+
+    @property
+    def position(self) -> tuple[float, float]:
+        return self.position_x, self.position_y
+
+    @property
+    def velocity(self) -> tuple[float, float]:
+        return self.velocity_x, self.velocity_y
+
+    def update_velocity(
+        self, force_x: float, force_y: float, delta_time: float
+    ) -> None:
+        """
+        Euler algorithm for velocity
+
+        >>> body_1 = Body(0.,0.,0.,0.)
+        >>> body_1.update_velocity(1.,0.,1.)
+        >>> body_1.velocity
+        (1.0, 0.0)
+
+        >>> body_1.update_velocity(1.,0.,1.)
+        >>> body_1.velocity
+        (2.0, 0.0)
+
+        >>> body_2 = Body(0.,0.,5.,0.)
+        >>> body_2.update_velocity(0.,-10.,10.)
+        >>> body_2.velocity
+        (5.0, -100.0)
+
+        >>> body_2.update_velocity(0.,-10.,10.)
+        >>> body_2.velocity
+        (5.0, -200.0)
+        """
+        self.velocity_x += force_x * delta_time
+        self.velocity_y += force_y * delta_time
+
+    def update_position(self, delta_time: float) -> None:
+        """
+        Euler algorithm for position
+
+        >>> body_1 = Body(0.,0.,1.,0.)
+        >>> body_1.update_position(1.)
+        >>> body_1.position
+        (1.0, 0.0)
+
+        >>> body_1.update_position(1.)
+        >>> body_1.position
+        (2.0, 0.0)
+
+        >>> body_2 = Body(10.,10.,0.,-2.)
+        >>> body_2.update_position(1.)
+        >>> body_2.position
+        (10.0, 8.0)
+
+        >>> body_2.update_position(1.)
+        >>> body_2.position
+        (10.0, 6.0)
+        """
+        self.position_x += self.velocity_x * delta_time
+        self.position_y += self.velocity_y * delta_time
+
+
+class BodySystem:
+    """
+    This class is used to hold the bodies, the gravitation constant, the time
+    factor and the softening factor. The time factor is used to control the speed
+    of the simulation. The softening factor is used for softening, a numerical
+    trick for N-body simulations to prevent numerical divergences when two bodies
+    get too close to each other.
+    """
+
+    def __init__(
+        self,
+        bodies: list[Body],
+        gravitation_constant: float = 1.0,
+        time_factor: float = 1.0,
+        softening_factor: float = 0.0,
+    ) -> None:
+        self.bodies = bodies
+        self.gravitation_constant = gravitation_constant
+        self.time_factor = time_factor
+        self.softening_factor = softening_factor
+
+    def __len__(self) -> int:
+        return len(self.bodies)
+
+    def update_system(self, delta_time: float) -> None:
+        """
+        For each body, loop through all other bodies to calculate the total
+        force they exert on it. Use that force to update the body's velocity.
+
+        >>> body_system_1 = BodySystem([Body(0,0,0,0), Body(10,0,0,0)])
+        >>> len(body_system_1)
+        2
+        >>> body_system_1.update_system(1)
+        >>> body_system_1.bodies[0].position
+        (0.01, 0.0)
+        >>> body_system_1.bodies[0].velocity
+        (0.01, 0.0)
+
+        >>> body_system_2 = BodySystem([Body(-10,0,0,0), Body(10,0,0,0, mass=4)], 1, 10)
+        >>> body_system_2.update_system(1)
+        >>> body_system_2.bodies[0].position
+        (-9.0, 0.0)
+        >>> body_system_2.bodies[0].velocity
+        (0.1, 0.0)
+        """
+        for body1 in self.bodies:
+            force_x = 0.0
+            force_y = 0.0
+            for body2 in self.bodies:
+                if body1 != body2:
+                    dif_x = body2.position_x - body1.position_x
+                    dif_y = body2.position_y - body1.position_y
+
+                    # Calculation of the distance using Pythagoras's theorem
+                    # Extra factor due to the softening technique
+                    distance = (dif_x ** 2 + dif_y ** 2 + self.softening_factor) ** (
+                        1 / 2
+                    )
+
+                    # Newton's law of universal gravitation.
+                    force_x += (
+                        self.gravitation_constant * body2.mass * dif_x / distance ** 3
+                    )
+                    force_y += (
+                        self.gravitation_constant * body2.mass * dif_y / distance ** 3
+                    )
+
+            # Update the body's velocity once all the force components have been added
+            body1.update_velocity(force_x, force_y, delta_time * self.time_factor)
+
+        # Update the positions only after all the velocities have been updated
+        for body in self.bodies:
+            body.update_position(delta_time * self.time_factor)
+
+
+def update_step(
+    body_system: BodySystem, delta_time: float, patches: list[plt.Circle]
+) -> None:
+    """
+    Updates the body-system and applies the change to the patch-list used for plotting
+
+    >>> body_system_1 = BodySystem([Body(0,0,0,0), Body(10,0,0,0)])
+    >>> patches_1 = [plt.Circle((body.position_x, body.position_y), body.size,
+    ... fc=body.color)for body in body_system_1.bodies] #doctest: +ELLIPSIS
+    >>> update_step(body_system_1, 1, patches_1)
+    >>> patches_1[0].center
+    (0.01, 0.0)
+
+    >>> body_system_2 = BodySystem([Body(-10,0,0,0), Body(10,0,0,0, mass=4)], 1, 10)
+    >>> patches_2 = [plt.Circle((body.position_x, body.position_y), body.size,
+    ... fc=body.color)for body in body_system_2.bodies] #doctest: +ELLIPSIS
+    >>> update_step(body_system_2, 1, patches_2)
+    >>> patches_2[0].center
+    (-9.0, 0.0)
+    """
+    # Update the positions of the bodies
+    body_system.update_system(delta_time)
+
+    # Update the positions of the patches
+    for patch, body in zip(patches, body_system.bodies):
+        patch.center = (body.position_x, body.position_y)
+
+
+def plot(
+    title: str,
+    body_system: BodySystem,
+    x_start: float = -1,
+    x_end: float = 1,
+    y_start: float = -1,
+    y_end: float = 1,
+) -> None:
+    """
+    Utility function to plot how the given body-system evolves over time.
+    No doctest provided since this function does not have a return value.
+    """
+
+    INTERVAL = 20  # Frame rate of the animation
+    DELTA_TIME = INTERVAL / 1000  # Time between time steps in seconds
+
+    fig = plt.figure()
+    fig.canvas.set_window_title(title)
+    ax = plt.axes(
+        xlim=(x_start, x_end), ylim=(y_start, y_end)
+    )  # Set section to be plotted
+    plt.gca().set_aspect("equal")  # Fix aspect ratio
+
+    # Each body is drawn as a patch by the plt-function
+    patches = [
+        plt.Circle((body.position_x, body.position_y), body.size, fc=body.color)
+        for body in body_system.bodies
+    ]
+
+    for patch in patches:
+        ax.add_patch(patch)
+
+    # Function called at each step of the animation
+    def update(frame: int) -> list[plt.Circle]:
+        update_step(body_system, DELTA_TIME, patches)
+        return patches
+
+    anim = animation.FuncAnimation(  # noqa: F841
+        fig, update, interval=INTERVAL, blit=True
+    )
+
+    plt.show()
+
+
+def example_1() -> BodySystem:
+    """
+    Example 1: figure-8 solution to the 3-body-problem
+    This example can be seen as a test of the implementation: given the right
+    initial conditions, the bodies should move in a figure-8.
+    (initial conditions taken from http://www.artcompsci.org/vol_1/v1_web/node56.html)
+    >>> body_system = example_1()
+    >>> len(body_system)
+    3
+    """
+
+    position_x = 0.9700436
+    position_y = -0.24308753
+    velocity_x = 0.466203685
+    velocity_y = 0.43236573
+
+    bodies1 = [
+        Body(position_x, position_y, velocity_x, velocity_y, size=0.2, color="red"),
+        Body(-position_x, -position_y, velocity_x, velocity_y, size=0.2, color="green"),
+        Body(0, 0, -2 * velocity_x, -2 * velocity_y, size=0.2, color="blue"),
+    ]
+    return BodySystem(bodies1, time_factor=3)
+
+
+def example_2() -> BodySystem:
+    """
+    Example 2: Moon's orbit around the earth
+    This example can be seen as a test of the implementation: given the right
+    initial conditions, the moon should orbit around the earth as it actually does.
+    (mass, velocity and distance taken from https://en.wikipedia.org/wiki/Earth
+    and https://en.wikipedia.org/wiki/Moon)
+    No doctest provided since this function does not have a return value.
+    """
+
+    moon_mass = 7.3476e22
+    earth_mass = 5.972e24
+    velocity_dif = 1022
+    earth_moon_distance = 384399000
+    gravitation_constant = 6.674e-11
+
+    # Calculation of the respective velocities so that total impulse is zero,
+    # i.e. the two bodies together don't move
+    moon_velocity = earth_mass * velocity_dif / (earth_mass + moon_mass)
+    earth_velocity = moon_velocity - velocity_dif
+
+    moon = Body(-earth_moon_distance, 0, 0, moon_velocity, moon_mass, 10000000, "grey")
+    earth = Body(0, 0, 0, earth_velocity, earth_mass, 50000000, "blue")
+    return BodySystem([earth, moon], gravitation_constant, time_factor=1000000)
+
+
+def example_3() -> BodySystem:
+    """
+    Example 3: Random system with many bodies.
+    No doctest provided since this function does not have a return value.
+    """
+
+    bodies = []
+    for i in range(10):
+        velocity_x = random.uniform(-0.5, 0.5)
+        velocity_y = random.uniform(-0.5, 0.5)
+
+        # Bodies are created pairwise with opposite velocities so that the
+        # total impulse remains zero
+        bodies.append(
+            Body(
+                random.uniform(-0.5, 0.5),
+                random.uniform(-0.5, 0.5),
+                velocity_x,
+                velocity_y,
+                size=0.05,
+            )
+        )
+        bodies.append(
+            Body(
+                random.uniform(-0.5, 0.5),
+                random.uniform(-0.5, 0.5),
+                -velocity_x,
+                -velocity_y,
+                size=0.05,
+            )
+        )
+    return BodySystem(bodies, 0.01, 10, 0.1)
+
+
+if __name__ == "__main__":
+    plot("Figure-8 solution to the 3-body-problem", example_1(), -2, 2, -2, 2)
+    plot(
+        "Moon's orbit around the earth",
+        example_2(),
+        -430000000,
+        430000000,
+        -430000000,
+        430000000,
+    )
+    plot("Random system with many bodies", example_3(), -1.5, 1.5, -1.5, 1.5)
