Spaces:
Sleeping
Sleeping
""" | |
Top-down car dynamics simulation. | |
Some ideas are taken from this great tutorial http://www.iforce2d.net/b2dtut/top-down-car by Chris Campbell. | |
This simulation is a bit more detailed, with wheels rotation. | |
Created by Oleg Klimov | |
""" | |
import math | |
import Box2D | |
import numpy as np | |
from gym.error import DependencyNotInstalled | |
try: | |
from Box2D.b2 import fixtureDef, polygonShape, revoluteJointDef | |
except ImportError: | |
raise DependencyNotInstalled("box2D is not installed, run `pip install gym[box2d]`") | |
SIZE = 0.02 | |
ENGINE_POWER = 100000000 * SIZE * SIZE | |
WHEEL_MOMENT_OF_INERTIA = 4000 * SIZE * SIZE | |
FRICTION_LIMIT = ( | |
1000000 * SIZE * SIZE | |
) # friction ~= mass ~= size^2 (calculated implicitly using density) | |
WHEEL_R = 27 | |
WHEEL_W = 14 | |
WHEELPOS = [(-55, +80), (+55, +80), (-55, -82), (+55, -82)] | |
HULL_POLY1 = [(-60, +130), (+60, +130), (+60, +110), (-60, +110)] | |
HULL_POLY2 = [(-15, +120), (+15, +120), (+20, +20), (-20, 20)] | |
HULL_POLY3 = [ | |
(+25, +20), | |
(+50, -10), | |
(+50, -40), | |
(+20, -90), | |
(-20, -90), | |
(-50, -40), | |
(-50, -10), | |
(-25, +20), | |
] | |
HULL_POLY4 = [(-50, -120), (+50, -120), (+50, -90), (-50, -90)] | |
WHEEL_COLOR = (0, 0, 0) | |
WHEEL_WHITE = (77, 77, 77) | |
MUD_COLOR = (102, 102, 0) | |
class Car: | |
def __init__(self, world, init_angle, init_x, init_y): | |
self.world: Box2D.b2World = world | |
self.hull: Box2D.b2Body = self.world.CreateDynamicBody( | |
position=(init_x, init_y), | |
angle=init_angle, | |
fixtures=[ | |
fixtureDef( | |
shape=polygonShape( | |
vertices=[(x * SIZE, y * SIZE) for x, y in HULL_POLY1] | |
), | |
density=1.0, | |
), | |
fixtureDef( | |
shape=polygonShape( | |
vertices=[(x * SIZE, y * SIZE) for x, y in HULL_POLY2] | |
), | |
density=1.0, | |
), | |
fixtureDef( | |
shape=polygonShape( | |
vertices=[(x * SIZE, y * SIZE) for x, y in HULL_POLY3] | |
), | |
density=1.0, | |
), | |
fixtureDef( | |
shape=polygonShape( | |
vertices=[(x * SIZE, y * SIZE) for x, y in HULL_POLY4] | |
), | |
density=1.0, | |
), | |
], | |
) | |
self.hull.color = (0.8, 0.0, 0.0) | |
self.wheels = [] | |
self.fuel_spent = 0.0 | |
WHEEL_POLY = [ | |
(-WHEEL_W, +WHEEL_R), | |
(+WHEEL_W, +WHEEL_R), | |
(+WHEEL_W, -WHEEL_R), | |
(-WHEEL_W, -WHEEL_R), | |
] | |
for wx, wy in WHEELPOS: | |
front_k = 1.0 if wy > 0 else 1.0 | |
w = self.world.CreateDynamicBody( | |
position=(init_x + wx * SIZE, init_y + wy * SIZE), | |
angle=init_angle, | |
fixtures=fixtureDef( | |
shape=polygonShape( | |
vertices=[ | |
(x * front_k * SIZE, y * front_k * SIZE) | |
for x, y in WHEEL_POLY | |
] | |
), | |
density=0.1, | |
categoryBits=0x0020, | |
maskBits=0x001, | |
restitution=0.0, | |
), | |
) | |
w.wheel_rad = front_k * WHEEL_R * SIZE | |
w.color = WHEEL_COLOR | |
w.gas = 0.0 | |
w.brake = 0.0 | |
w.steer = 0.0 | |
w.phase = 0.0 # wheel angle | |
w.omega = 0.0 # angular velocity | |
w.skid_start = None | |
w.skid_particle = None | |
rjd = revoluteJointDef( | |
bodyA=self.hull, | |
bodyB=w, | |
localAnchorA=(wx * SIZE, wy * SIZE), | |
localAnchorB=(0, 0), | |
enableMotor=True, | |
enableLimit=True, | |
maxMotorTorque=180 * 900 * SIZE * SIZE, | |
motorSpeed=0, | |
lowerAngle=-0.4, | |
upperAngle=+0.4, | |
) | |
w.joint = self.world.CreateJoint(rjd) | |
w.tiles = set() | |
w.userData = w | |
self.wheels.append(w) | |
self.drawlist = self.wheels + [self.hull] | |
self.particles = [] | |
def gas(self, gas): | |
"""control: rear wheel drive | |
Args: | |
gas (float): How much gas gets applied. Gets clipped between 0 and 1. | |
""" | |
gas = np.clip(gas, 0, 1) | |
for w in self.wheels[2:4]: | |
diff = gas - w.gas | |
if diff > 0.1: | |
diff = 0.1 # gradually increase, but stop immediately | |
w.gas += diff | |
def brake(self, b): | |
"""control: brake | |
Args: | |
b (0..1): Degree to which the brakes are applied. More than 0.9 blocks the wheels to zero rotation""" | |
for w in self.wheels: | |
w.brake = b | |
def steer(self, s): | |
"""control: steer | |
Args: | |
s (-1..1): target position, it takes time to rotate steering wheel from side-to-side""" | |
self.wheels[0].steer = s | |
self.wheels[1].steer = s | |
def step(self, dt): | |
for w in self.wheels: | |
# Steer each wheel | |
dir = np.sign(w.steer - w.joint.angle) | |
val = abs(w.steer - w.joint.angle) | |
w.joint.motorSpeed = dir * min(50.0 * val, 3.0) | |
# Position => friction_limit | |
grass = True | |
friction_limit = FRICTION_LIMIT * 0.6 # Grass friction if no tile | |
for tile in w.tiles: | |
friction_limit = max( | |
friction_limit, FRICTION_LIMIT * tile.road_friction | |
) | |
grass = False | |
# Force | |
forw = w.GetWorldVector((0, 1)) | |
side = w.GetWorldVector((1, 0)) | |
v = w.linearVelocity | |
vf = forw[0] * v[0] + forw[1] * v[1] # forward speed | |
vs = side[0] * v[0] + side[1] * v[1] # side speed | |
# WHEEL_MOMENT_OF_INERTIA*np.square(w.omega)/2 = E -- energy | |
# WHEEL_MOMENT_OF_INERTIA*w.omega * domega/dt = dE/dt = W -- power | |
# domega = dt*W/WHEEL_MOMENT_OF_INERTIA/w.omega | |
# add small coef not to divide by zero | |
w.omega += ( | |
dt | |
* ENGINE_POWER | |
* w.gas | |
/ WHEEL_MOMENT_OF_INERTIA | |
/ (abs(w.omega) + 5.0) | |
) | |
self.fuel_spent += dt * ENGINE_POWER * w.gas | |
if w.brake >= 0.9: | |
w.omega = 0 | |
elif w.brake > 0: | |
BRAKE_FORCE = 15 # radians per second | |
dir = -np.sign(w.omega) | |
val = BRAKE_FORCE * w.brake | |
if abs(val) > abs(w.omega): | |
val = abs(w.omega) # low speed => same as = 0 | |
w.omega += dir * val | |
w.phase += w.omega * dt | |
vr = w.omega * w.wheel_rad # rotating wheel speed | |
f_force = -vf + vr # force direction is direction of speed difference | |
p_force = -vs | |
# Physically correct is to always apply friction_limit until speed is equal. | |
# But dt is finite, that will lead to oscillations if difference is already near zero. | |
# Random coefficient to cut oscillations in few steps (have no effect on friction_limit) | |
f_force *= 205000 * SIZE * SIZE | |
p_force *= 205000 * SIZE * SIZE | |
force = np.sqrt(np.square(f_force) + np.square(p_force)) | |
# Skid trace | |
if abs(force) > 2.0 * friction_limit: | |
if ( | |
w.skid_particle | |
and w.skid_particle.grass == grass | |
and len(w.skid_particle.poly) < 30 | |
): | |
w.skid_particle.poly.append((w.position[0], w.position[1])) | |
elif w.skid_start is None: | |
w.skid_start = w.position | |
else: | |
w.skid_particle = self._create_particle( | |
w.skid_start, w.position, grass | |
) | |
w.skid_start = None | |
else: | |
w.skid_start = None | |
w.skid_particle = None | |
if abs(force) > friction_limit: | |
f_force /= force | |
p_force /= force | |
force = friction_limit # Correct physics here | |
f_force *= force | |
p_force *= force | |
w.omega -= dt * f_force * w.wheel_rad / WHEEL_MOMENT_OF_INERTIA | |
w.ApplyForceToCenter( | |
( | |
p_force * side[0] + f_force * forw[0], | |
p_force * side[1] + f_force * forw[1], | |
), | |
True, | |
) | |
def draw(self, surface, zoom, translation, angle, draw_particles=True): | |
import pygame.draw | |
if draw_particles: | |
for p in self.particles: | |
poly = [pygame.math.Vector2(c).rotate_rad(angle) for c in p.poly] | |
poly = [ | |
( | |
coords[0] * zoom + translation[0], | |
coords[1] * zoom + translation[1], | |
) | |
for coords in poly | |
] | |
pygame.draw.lines( | |
surface, color=p.color, points=poly, width=2, closed=False | |
) | |
for obj in self.drawlist: | |
for f in obj.fixtures: | |
trans = f.body.transform | |
path = [trans * v for v in f.shape.vertices] | |
path = [(coords[0], coords[1]) for coords in path] | |
path = [pygame.math.Vector2(c).rotate_rad(angle) for c in path] | |
path = [ | |
( | |
coords[0] * zoom + translation[0], | |
coords[1] * zoom + translation[1], | |
) | |
for coords in path | |
] | |
color = [int(c * 255) for c in obj.color] | |
pygame.draw.polygon(surface, color=color, points=path) | |
if "phase" not in obj.__dict__: | |
continue | |
a1 = obj.phase | |
a2 = obj.phase + 1.2 # radians | |
s1 = math.sin(a1) | |
s2 = math.sin(a2) | |
c1 = math.cos(a1) | |
c2 = math.cos(a2) | |
if s1 > 0 and s2 > 0: | |
continue | |
if s1 > 0: | |
c1 = np.sign(c1) | |
if s2 > 0: | |
c2 = np.sign(c2) | |
white_poly = [ | |
(-WHEEL_W * SIZE, +WHEEL_R * c1 * SIZE), | |
(+WHEEL_W * SIZE, +WHEEL_R * c1 * SIZE), | |
(+WHEEL_W * SIZE, +WHEEL_R * c2 * SIZE), | |
(-WHEEL_W * SIZE, +WHEEL_R * c2 * SIZE), | |
] | |
white_poly = [trans * v for v in white_poly] | |
white_poly = [(coords[0], coords[1]) for coords in white_poly] | |
white_poly = [ | |
pygame.math.Vector2(c).rotate_rad(angle) for c in white_poly | |
] | |
white_poly = [ | |
( | |
coords[0] * zoom + translation[0], | |
coords[1] * zoom + translation[1], | |
) | |
for coords in white_poly | |
] | |
pygame.draw.polygon(surface, color=WHEEL_WHITE, points=white_poly) | |
def _create_particle(self, point1, point2, grass): | |
class Particle: | |
pass | |
p = Particle() | |
p.color = WHEEL_COLOR if not grass else MUD_COLOR | |
p.ttl = 1 | |
p.poly = [(point1[0], point1[1]), (point2[0], point2[1])] | |
p.grass = grass | |
self.particles.append(p) | |
while len(self.particles) > 30: | |
self.particles.pop(0) | |
return p | |
def destroy(self): | |
self.world.DestroyBody(self.hull) | |
self.hull = None | |
for w in self.wheels: | |
self.world.DestroyBody(w) | |
self.wheels = [] | |