I want to find the clockwise angle between two vectors in python the angle should be in range of (-90,90)
what is the equation/code to calculate the angle ?
class Vect:
def __init__(self, a, b):
self.a = a
self.b = b
def findClockwiseAngle(self, other):
## how to compute ??
pass
vector1 = Vect(a1,b1) ## a1*i + b1*j
vector2 = Vect(a2,b2) ## a2*i + b2*j
angle = vect1.findClockwiseAngle(vect2)
Vector geometry provides (at least) two useful formulas for finding the angle between two vectors:
where a · b
can be computed using
where
and since our vectors are two dimensional, we can take a3
and b3
(the components in the z-axis direction) equal to 0. This simplifies the formula even further:
|a x b| = |a1 * b2 - a2 * b1| = |a| * |b| * sin(ϴ)
The ϴ
s is these two formulas, however, have different interpretations.
With the dot product, the angle is the included angle between the two vectors -- and thus always a value between 0 and pi.
With the cross product, the angle is measured in the counterclockwise direction from a
to to b
. Since you are looking for the angle measured in the clockwise direction, you would simply reverse the sign of the angle obtained using the cross product formula.
In Python, math.asin
returns values in the range [-pi/2, pi/2], whereas math.acos
returns values in the range [0, pi]. Since you want angles in the range [-pi/2, pi/2] (in radians), the cross-product formula seems to be the more promising candidate:
import math
class Vect:
def __init__(self, a, b):
self.a = a
self.b = b
def findClockwiseAngle(self, other):
# using cross-product formula
return -math.degrees(math.asin((self.a * other.b - self.b * other.a)/(self.length()*other.length())))
# the dot-product formula, left here just for comparison (does not return angles in the desired range)
# return math.degrees(math.acos((self.a * other.a + self.b * other.b)/(self.length()*other.length())))
def length(self):
return math.sqrt(self.a**2 + self.b**2)
vector1 = Vect(2,0)
N = 12
theta = [i * 2 * math.pi / N for i in range(N)]
result = []
for t in theta:
vector2 = Vect(math.cos(t), math.sin(t)) ## a2*i + b2*j
angle = vector1.findClockwiseAngle(vector2)
result.append((math.degrees(t), angle))
print('{:>10}{:>10}'.format('t', 'angle'))
print('\n'.join(['{:>10.2f}{:>10.2f}'.format(*pair) for pair in result]))
prints
t angle
0.00 -0.00
30.00 -30.00
60.00 -60.00
90.00 -90.00
120.00 -60.00
150.00 -30.00
180.00 -0.00
210.00 30.00
240.00 60.00
270.00 90.00
300.00 60.00
330.00 30.00
Above, t
is the angle from vector1
to vector2
measured in the counterclockwise direction in the range (0, 360) degrees. angle
is the angle from vector1
to vector2
measured in the clockwise direction and in the range (-90, 90) degrees.
In this case, you want to find the angle in range of (-90,90). More infomation, you can get the angle in range of (-180,180). Shown bellow.
From unutbu'answer You can get cos(theta), sin(theta) of target angle theta.
cosTh1 = np.dot(a,b)/(np.linalg.norm(a)*np.linalg.norm(b))
sinTh1 = np.cross(a,b)/(np.linalg.norm(a)*np.linalg.norm(b))
You can get tan(theta) = sin(theta)/cons(theta). In Python, numpy.arctan2 returns values in the range [-pi, pi]. So,
print (np.rad2deg(np.arctan2(sinTh1,cosTh1)),end=",")
More simple, (cause np.linalg.norm(a)*np.linalg.norm(b) is common.)
cosTh = np.dot(a,b)
sinTh = np.cross(a,b)
print (np.rad2deg(np.arctan2(sinTh,cosTh)))
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