Real Life Applications of Infinite Solutions with Gaussian Elimination

Click For Summary
SUMMARY

The discussion focuses on the real-life applications of infinite solutions derived from Gaussian Elimination, particularly in scenarios where there are more unknowns than equations. A notable example is the U.S. Department of the Interior's project to normalize township boundaries, which involved approximately 300,000 equations and 250,000 variables, resulting in 50,000 slack variables managed through relaxation techniques. Additionally, infinite solutions are applicable in analyzing mechanical devices, such as robot arms, where multiple configurations can exist. The conversation also highlights the relevance of eigenvalues and eigenvectors in various fields, including physics, engineering, and algorithms like Google's PageRank.

PREREQUISITES
  • Gaussian Elimination for solving linear systems
  • Understanding of slack variables in optimization problems
  • Familiarity with eigenvalues and eigenvectors
  • Basic knowledge of linear algebra concepts
NEXT STEPS
  • Research applications of Gaussian Elimination in optimization problems
  • Explore the use of slack variables in linear programming
  • Study eigenvalue problems in physics and engineering contexts
  • Investigate Google's PageRank algorithm and its mathematical foundations
USEFUL FOR

Mathematicians, engineers, data scientists, and anyone interested in the practical applications of linear algebra and optimization techniques.

matqkks
Messages
282
Reaction score
6
I would normally use Gaussian ELimination to solve a linear system. If we have more unknowns than equations we end up with an infinite number of solutions. Are there any real life applications of these infinite solutions? I can think of solving puzzles like Sudoku but are there others?
 
Physics news on Phys.org
matqkks said:
I would normally use Gaussian ELimination to solve a linear system. If we have more unknowns than equations we end up with an infinite number of solutions. Are there any real life applications of these infinite solutions? I can think of solving puzzles like Sudoku but are there others?

Hey matqkks.

Have you ever studied eigenvector/eigenvalue problems?
 
Yes but that comes much later. I am really looking for a real life application outside of its use in linear algebra.
 
Back in the mid twentieth century, the United States Department of the interior did a project to "normalize" township boundaries. Because they were all surveyed at different times, by different people, and with different quality equipment, such boundaries often did not match up and the errors can accumulate to quite sizeable errors.

Rather than re-survey the entire United States (well, actually, just the 48 "contiguous" states) it was decided to use a computer to shift boundaries to minimize the errors. I don't remember the exact numbers but there were something like 300,000 equations with 250,000 variables. That would, of course, result in 50,000 "slack variables" which were set using a "relaxation" technique.
 
One application is analysing a mechanical device that contains moving parts, like a robot arm. The "infinte solutions" correspond to the ways the arm can move in a particular situation.

BTW you will find are plenty of "real life" applications of eigenvalues and vectors.They turn up in most branches of physics and engineering, not to mention unexpected places like Google's "PageRank" algorithm for web searching!
 

Similar threads

  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 26 ·
Replies
26
Views
5K
  • · Replies 13 ·
Replies
13
Views
8K
  • · Replies 4 ·
Replies
4
Views
6K
  • · Replies 1 ·
Replies
1
Views
5K
  • · Replies 3 ·
Replies
3
Views
3K
  • · Replies 7 ·
Replies
7
Views
1K
Replies
2
Views
2K
  • · Replies 1 ·
Replies
1
Views
4K
Replies
1
Views
4K