Real Life Applications of Infinite Solutions with Gaussian Elimination

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Discussion Overview

The discussion centers on the real-life applications of infinite solutions arising from Gaussian elimination in linear systems, particularly in contexts where there are more unknowns than equations. Participants explore various examples and seek to identify practical scenarios beyond theoretical frameworks.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification

Main Points Raised

  • One participant notes that Gaussian elimination typically leads to infinite solutions when there are more unknowns than equations and asks for real-life applications of this phenomenon.
  • Another participant suggests that eigenvector/eigenvalue problems might be relevant but acknowledges that they are a more advanced topic.
  • A different participant provides an example from history, describing a project by the United States Department of the Interior to normalize township boundaries using a computer to minimize errors, resulting in a system with many equations and variables.
  • Another example mentioned involves analyzing mechanical devices, such as a robot arm, where infinite solutions represent the various ways the arm can move in a given situation.
  • One participant points out that eigenvalues and vectors have numerous applications across physics and engineering, including their use in algorithms like Google's PageRank.

Areas of Agreement / Disagreement

Participants do not reach a consensus on specific applications of infinite solutions, and multiple examples are presented without resolving which are most relevant or applicable.

Contextual Notes

Some participants express a desire for applications outside of linear algebra, indicating a potential limitation in the scope of examples provided. The discussion also highlights the complexity of real-life scenarios that may involve many variables and equations.

Who May Find This Useful

This discussion may be of interest to individuals exploring the practical implications of linear algebra, particularly in fields such as engineering, computer science, and applied mathematics.

matqkks
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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?
 
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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!
 

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