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You're reading from  Scientific Computing with Python - Second Edition

Product typeBook
Published inJul 2021
Reading LevelIntermediate
PublisherPackt
ISBN-139781838822323
Edition2nd Edition
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Authors (3):
Claus Führer
Claus Führer
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Claus Führer

Claus Führer is a professor of scientific computations at Lund University, Sweden. He has an extensive teaching record that includes intensive programming courses in numerical analysis and engineering mathematics across various levels in many different countries and teaching environments. Claus also develops numerical software in research collaboration with industry and received Lund University's Faculty of Engineering Best Teacher Award in 2016.
Read more about Claus Führer

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Functions of two variables

Suppose  and  are vectors and we want to form the matrix  with elements . This would correspond to the function . The matrix  is merely defined by:

W=u.reshape(-1,1) + v

If the vectors  and  are and  respectively, the result is:

array([[2, 3, 4],
[3, 4, 5]])

More generally, suppose that we want to sample the function . Supposing that the vectors  and  are defined, the matrix  of sampled values is obtained with:

W = cos(x).reshape(-1,1) + sin(2*y)

Note that this is very frequently used in combination with ogrid. The vectors obtained from ogrid are already conveniently shaped for broadcasting. This allows for the following elegant sampling of the function :

x,y = ogrid[0:1:3j,0:1:3j] 
# x,y are vectors with the contents of linspace(0,1,3)
w = cos(x) + sin(2*y)

The syntax of ogrid needs some explanation: First, ogrid is not a function. It is an instance...

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Scientific Computing with Python - Second Edition
Published in: Jul 2021Publisher: PacktISBN-13: 9781838822323

Authors (3)

author image
Claus Führer

Claus Führer is a professor of scientific computations at Lund University, Sweden. He has an extensive teaching record that includes intensive programming courses in numerical analysis and engineering mathematics across various levels in many different countries and teaching environments. Claus also develops numerical software in research collaboration with industry and received Lund University's Faculty of Engineering Best Teacher Award in 2016.
Read more about Claus Führer