Are there any real life applications of the rank of a matrix? It need

Click For Summary
SUMMARY

The discussion highlights the significance of the rank of a matrix in real-life applications, particularly in solving linear systems in contexts such as airport operations, where complex equations manage passenger and flight information. The rank provides insights into the nullity and invertibility of matrices, which are crucial in various linear algebra theorems. Additionally, the rank's role in transformations is emphasized, particularly in computer graphics, where it determines the dimensionality of images produced by matrices. This connection to computer graphics serves as a motivational tool for students studying linear algebra.

PREREQUISITES
  • Understanding of linear algebra concepts, particularly matrix rank
  • Familiarity with linear systems and their applications
  • Basic knowledge of computer graphics principles
  • Experience with mathematical reasoning and logical deduction
NEXT STEPS
  • Explore the applications of matrix rank in solving linear systems
  • Research linear algebra theorems related to matrix invertibility and nullity
  • Learn about transformations in linear algebra and their implications in computer graphics
  • Investigate the role of matrices in data encoding and information systems
USEFUL FOR

Students of mathematics, computer graphics developers, data analysts, and anyone interested in the practical applications of linear algebra concepts.

matqkks
Messages
282
Reaction score
6
Are there any real life applications of the rank of a matrix? It need to have a real impact which motivates students why they should learn about rank.
 
Physics news on Phys.org


matqkks said:
Are there any real life applications of the rank of a matrix? It need to have a real impact which motivates students why they should learn about rank.


As many applications to "real life" of trigonometric functions, logarithms and derivatives: you shalln't be

using this stuff any time you go to the grocery store, to take a bus or even to cash a check in the bank.

By this time it should be well understood that studying maths is way beyond its "real life" (what is that, anyway?)

applications on "normal" people's lives. It is about thinking logically, deducing correctly stuff, having some

mental processes in a way we'd call rational, etc.

DonAntonio
 


I believe a 'real life' application to solving linear systems is in airports. A substantial number of equations are solved via high technical computers, which encodes information about passengers, flights etc..With regard to rank, in terms of using this information when solving a linear system, you could extract information about its nullity, whether it is invertible and other things, as detailed in various linear algebra theorems. I don't know of any everyday uses of the rank of a matrix.

However, I would disagree about your comment about 'needing a real impact which motivates students'. Many students will study mathematics for its 'beauty, power and ubiquity' as one of my professors put it.
 


If we view a square matrix as specifying a transformation, the rank tells you about the dimension of the image. For example a 3x3 matrix that maps 3D space onto a 2D plane is one that won''t have "full rank". Students interested in the mathematics of computer graphics and video games might be interested in that. Computer graphics can be used to motivate many topics in linear algebra.
 

Similar threads

  • · Replies 14 ·
Replies
14
Views
3K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 33 ·
2
Replies
33
Views
2K
Replies
2
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K