Can linear algebra used to deal with non linear systems?

In summary, linear algebra is a mathematical tool that deals with functions that are closed under addition, which is also known as "linear". It is used to solve linear systems in physics and can also be applied to approximate the behavior of non-linear systems over short time periods. Linear algebra is useful in understanding the behavior of non-linear systems because many of these systems have linear or approximately linear parts. In biomath, linearizing around stationary points and considering their stability can provide a qualitative understanding of the overall behavior of the system.
  • #1
dexterdev
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Hi all,
Can linear algebra used to deal with non linear systems? and why linear algebra is 'linear'? :(

-Devanand T
 
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  • #2
"Linear" in "Linear Algebra" means "closed under addition". In physics a "linear system" is one that satisfies the superposition principle, which is just the physics way of saying closed under addition. This means that if [itex]S_1[/itex] and [itex]S_2[/itex] are two possible states of the system (i.e. two possible solutions to the equations of motion), then [itex]S_1 + S_2[/itex] is also a possible state of the system (i.e. it also solves the equations of motion). The same word, "linear", is also used to describe the equations of motion in this case; one says that the equations of motion are linear if their solutions satisfy this superposition principle. This use of the word simply generalizes the fact that if you add two points on a line, you end up with a point on the same line.

Linear techniques (e.g. Fourier transformation, perturbation theory, etc.) can be used to approximate the behavior of non-linear systems over sufficiently brief time periods, but most non-linear systems can only be "solved" numerically and display complicated chaotic behavior.
 
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  • #3
linear algebra is linear because it deals with functions such that

f(a*x+b*y)=a*f(x)+b*f(y)

Many nonlinear systems have linear or approximately linear parts so linear algebra is still useful.
 
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Thankyou guys...you people cleared my doubt
 
  • #5
A good deal of biomath is linearising about stationary points and considering their stability, which helps give a qualitative picture of the overall behaviour.
 

FAQ: Can linear algebra used to deal with non linear systems?

Can linear algebra be used to solve non-linear systems?

Yes, linear algebra techniques can be used to solve non-linear systems. However, it requires some modifications and extensions to the traditional methods used for linear systems.

What are some common techniques in linear algebra used for non-linear systems?

Some common techniques used in linear algebra for non-linear systems include iterative methods such as Newton's method, gradient descent, and conjugate gradient methods. These methods involve approximating the non-linear system with a series of linear systems.

What are the limitations of using linear algebra for non-linear systems?

Linear algebra techniques may not always provide an exact solution for non-linear systems. There may also be multiple solutions or no solutions at all for certain non-linear systems. Additionally, the complexity and computational cost may increase for larger and more complex non-linear systems.

How is linear algebra applied in real-world problems involving non-linear systems?

Linear algebra is commonly used in fields such as physics, engineering, and economics to model and solve non-linear systems. It is used to analyze and optimize systems with multiple variables and complex relationships, such as in machine learning and control systems.

Are there any alternative methods for dealing with non-linear systems?

Yes, there are other mathematical techniques such as calculus, differential equations, and optimization methods that are specifically designed for dealing with non-linear systems. These methods may be more suitable for certain types of non-linear systems or for solving specific types of problems.

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