Comparing direct and iterative solution of linear equations

In summary, the main difference between direct and iterative solutions of linear equations is the approach used, with direct solutions providing exact solutions and iterative solutions using approximation. Direct solutions are generally more accurate, but iterative solutions can also be accurate depending on the number of iterations and initial approximation. Direct solutions are usually faster, but for complex problems, iterative solutions may be faster. These methods cannot be used interchangeably and their choice depends on the problem and desired level of accuracy and speed. Real-world applications of comparing these solutions include engineering, physics, economics, and computer science.
  • #1
Atr cheema
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I want to understand which of these is computationally expensive (in the sense of computational time) which is more accurate. Also I want to understand which of these two problems (computations time + accuracy) of iterative methods are addressed by multi-grid methods?
 
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  • #2
Very good. So: study the subject(s).
 

1. What is the difference between direct and iterative solution of linear equations?

The main difference between direct and iterative solutions is the approach used to solve the equations. A direct solution uses a set of predetermined steps to find the exact solution, while an iterative solution uses a repeated process of approximation to get closer to the solution.

2. Which method is more accurate, direct or iterative?

In general, a direct solution is more accurate as it provides the exact solution to the linear equations. However, iterative solutions can also be accurate depending on the number of iterations used and the initial approximation.

3. Which method is faster, direct or iterative?

In most cases, a direct solution is faster as it requires fewer computations compared to iterative solutions. However, for large and complex linear equations, iterative solutions may be faster as they can be parallelized and take advantage of modern computing technology.

4. Can direct and iterative solutions be used interchangeably?

No, direct and iterative solutions are different methods and cannot be used interchangeably. The choice of method depends on the specific problem and the desired level of accuracy and speed.

5. What are some real-world applications of comparing direct and iterative solutions of linear equations?

Comparing direct and iterative solutions is important in various fields such as engineering, physics, economics, and computer science. Some examples of applications include solving systems of equations in structural engineering, optimizing algorithms in computer science, and predicting stock prices in economics.

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