I'm working on setting some boundary conditions for a water table model, and I am able to set the entire first row to a constant value, but not the entire first column. I am using np.zeros((11, 1001))
to make an empty matrix. Does anyone know why I am successful at defining the first row, but not the first column? I have noted the line in question below.
import numpy as np
x = range(0, 110, 10)
time = range(0, 5005, 5)
xSize = len(x)
timeSize = len(time)
dx = 10
dt = 5
Sy = 0.1
k = 0.002
head = np.zeros((11, 1001))
head[0:][0] = 16 # sets the first row to 16
head[0][0:] = 16 # DOESN'T set the first column to 16
for t in time:
for i in x[1:len(x)-1]:
head[t+1][i] = head[t][i] + ((dt*k)/(2*Sy)) * (((head[t][i-1]**2) - (2*head[t][i]**2) + (head[t][i+1]**2)) / (dx**2))
All you have to do is to change
head[0][0:]
to
head[:, 0] = 16
If you want to change the first row you can just do:
head[0, :] = 16
EDIT:
Just in case you also wonder how you can change an arbitrary amount of values in an arbitrary row/column:
myArray = np.zeros((6, 6))
Now we set in row 2 3 values to 16:
myArray[2, 1:4] = 16.
array([[ 0., 0., 0., 0., 0., 0.],
[ 0., 0., 0., 0., 0., 0.],
[ 0., 16., 16., 16., 0., 0.],
[ 0., 0., 0., 0., 0., 0.],
[ 0., 0., 0., 0., 0., 0.],
[ 0., 0., 0., 0., 0., 0.]])
The same works for columns:
myArray[2:5, 4] = -4.
array([[ 0., 0., 0., 0., 0., 0.],
[ 0., 0., 0., 0., 0., 0.],
[ 0., 16., 16., 16., -4., 0.],
[ 0., 0., 0., 0., -4., 0.],
[ 0., 0., 0., 0., -4., 0.],
[ 0., 0., 0., 0., 0., 0.]])
And if you then also want to change certain values in e.g. two different rows at the same time you can do it like this:
myArray[[0, 5], 0:3] = 10.
array([[ 10., 10., 10., 0., 0., 0.],
[ 0., 0., 0., 0., 0., 0.],
[ 0., 16., 16., 16., -4., 0.],
[ 0., 0., 0., 0., -4., 0.],
[ 0., 0., 0., 0., -4., 0.],
[ 10., 10., 10., 0., 0., 0.]])
You can use a similar syntax.
In [12]: head = np.zeros((11,101))
In [13]: head
Out[13]:
array([[ 0., 0., 0., ..., 0., 0., 0.],
[ 0., 0., 0., ..., 0., 0., 0.],
[ 0., 0., 0., ..., 0., 0., 0.],
...,
[ 0., 0., 0., ..., 0., 0., 0.],
[ 0., 0., 0., ..., 0., 0., 0.],
[ 0., 0., 0., ..., 0., 0., 0.]])
In [14]: head[:,0] = 42.0
In [15]: head
Out[15]:
array([[ 42., 0., 0., ..., 0., 0., 0.],
[ 42., 0., 0., ..., 0., 0., 0.],
[ 42., 0., 0., ..., 0., 0., 0.],
...,
[ 42., 0., 0., ..., 0., 0., 0.],
[ 42., 0., 0., ..., 0., 0., 0.],
[ 42., 0., 0., ..., 0., 0., 0.]])
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