Need help understanding Superposition Principle

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Discussion Overview

The discussion revolves around the Superposition Principle and its application to functions of multiple variables and linear differential equations. Participants explore how to prove linearity in these contexts and seek clarification on the correct methods and principles involved.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification
  • Debate/contested
  • Mathematical reasoning

Main Points Raised

  • One participant questions their understanding of the Superposition Principle in proving linearity for functions of two variables, suggesting that for a function g(x,y), the condition g(x1+x2,y1+y2) = g(x1,y1) + g(x2,y2) may apply.
  • Another participant clarifies that for functions of multiple variables, multilinearity is typically desired, indicating that the function should be linear in each variable separately.
  • A participant expresses uncertainty about whether the Superposition Principle can be applied to functions involving more than two variables and seeks clarification on its relevance to linear differential equations.
  • One participant provides an example of a linear differential equation (LDE) and questions whether the Superposition Principle can be used to justify its linearity, specifically asking if combining inputs leads to a corresponding combination of outputs.

Areas of Agreement / Disagreement

Participants express differing views on the application of the Superposition Principle to functions of multiple variables and linear differential equations. There is no consensus on the correct method for proving linearity in these contexts, and questions remain about the applicability of multilinearity and the Superposition Principle.

Contextual Notes

Participants note the importance of understanding multilinearity and the specific conditions under which the Superposition Principle applies, particularly in the context of differential equations. Some assumptions about the nature of functions and their variables are not fully explored.

shivaniits
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need help understanding "Superposition Principle"..!

hello everyone..
if we have a function y=f(x) then in-order to prove linearity we try to justify according to superposition principle as :
let x1 and x2 be two inputs then f(x1+x2)=f(x1)+f(x2)
please correct me if i am wrong upto here..
now what if we have more than two variables..let's say we have three variables two independent and one dependent
now we have function z=g(x,y)..now in-order to prove linearity for function involving more than two variables can i say this that for g(x,y) to be linear g(x1+x2,y1+y2)=g(x1,y1)+g(x2,y2)..??
and if this isn't the correct way for proving linearity in functions involving more than two variables..then please justify the correct method along with examples.
 
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If you have a function of multiple variables, you typically want what's called multilinearity - that the function is linear in each variable. For example, g(x1+x2,y) = g(x1,y) + g(x2,y) and g(x,y1+y2) = g(x,y1) + g(x,y2). In this case you should be able to figure out what g(x1+x2,y1+y2) is equal to (it's not what you wrote).

What your g is satisfying is that it is linear in the single input (x,y), which may be what you're looking for.
 
Office_Shredder said:
If you have a function of multiple variables, you typically want what's called multilinearity - that the function is linear in each variable. For example, g(x1+x2,y) = g(x1,y) + g(x2,y) and g(x,y1+y2) = g(x,y1) + g(x,y2). In this case you should be able to figure out what g(x1+x2,y1+y2) is equal to (it's not what you wrote).

.

hello..
i am understanding a little bit now but if i have to say linearity of functions involving more than two variables then i can't always refer to superposition principle or is there any superposition involving more than two variables..!
and if i have to consider the linearity among differential equations as in linear differential equation then what would be method to justify this..can this multi-linearity principle also holds for differential equation..?
 
I don't understand what your question is, can you give a specific example?
 
i mean we mention differential equation to be linear..as linear differential equation..

and for the example if we take this LDE dy/dt+(x^2)*y=0
it is LDE as for the dependent variable and its deriavtive is in first degree and are not multipled together..please let me know i am wrong..!
then can we apply the superposition principle on this one to justify its linearity
for this one if i have y1 for x1 and y2 for x2 then if i input x1+x2 will i get y as y1+y2..?? acc. to superposition principle..can i really justify its linearity with superposition principle of f(x1+x2)=f(x1)+f(x2)...?
 

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