Finding global minima of nth degree polynomials

In summary, it is possible to find global minima of an nth degree polynomial with some difficulty, and it has potential applications in computational chemistry for predicting energy levels of molecules. However, finding an exact solution using common mathematical functions may not be possible.
  • #1
Mayhem
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Is it possible (read: reasonably easy) to find global minima of an nth degree polynomial of the general form $$a_nx^n + a_{n-1}x^{n-1} ... a_2x^2 +a_1x + a_0 = 0$$ It seems to have applications in computational chemistry as I have a "hunch" that polynomial regression could be used to somewhat accurately predict the lowest conformational energy levels of complicated molecules.

Inspiration for this hunch:

1606155042698.png

Finding extrema for a given polynomial requires finding zeroes of its first derivatives. I heard this gets difficult quickly.

Any input? This is purely out of curiosity.
 
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  • #2
Mayhem said:
Is it possible (read: reasonably easy) to find global minima of an nth degree polynomial of the general form $$a_nx^n + a_{n-1}x^{n-1} ... a_2x^2 +a_1x + a_0 = 0$$ It seems to have applications in computational chemistry as I have a "hunch" that polynomial regression could be used to somewhat accurately predict the lowest conformational energy levels of complicated molecules.

Of course, some polynomials like ##f(x) = x^3## and ##f(x) = -2x^2## do not have global minima. From you graph, it looks like local minima are what is useful.

As far as finding approximate solutions for the extrema of polynomials using computers, this is well known territory.

As far as writing an answer as a one-line formula in symbols using common mathematical functions, this is not easy and not even possible using what most people regard as common mathematical functions.
 
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  • #3
If you restrict your polynomials to a compact subset of ℝ (closed and bounded), global extrema can be found either among the local extrema or among the values on the border of the subset.
 

1. What is the definition of a global minimum for an nth degree polynomial?

A global minimum for an nth degree polynomial is the lowest value that the polynomial can take on over its entire domain. It is the point at which the polynomial has the smallest output value compared to all other points on its graph.

2. How do you find the global minimum of an nth degree polynomial?

To find the global minimum of an nth degree polynomial, you can use the process of differentiation. Take the derivative of the polynomial and set it equal to 0 to find critical points. Then, use the second derivative test to determine which critical point corresponds to the global minimum.

3. Can an nth degree polynomial have more than one global minimum?

No, an nth degree polynomial can only have one global minimum. This is because the polynomial is a continuous function, meaning it has a smooth and unbroken graph. A continuous function can only have one global minimum and one global maximum.

4. Are there any other methods for finding the global minimum of an nth degree polynomial?

Yes, there are other methods such as using optimization algorithms like gradient descent or Newton's method. These methods use iterative processes to approach the global minimum of a function, including nth degree polynomials.

5. Can the global minimum of an nth degree polynomial be at a point where the derivative is undefined?

No, the global minimum of an nth degree polynomial cannot be at a point where the derivative is undefined. This is because the derivative of a polynomial is a continuous function, and therefore, it must be defined at all points in its domain. If the derivative is undefined at a point, it is not a critical point and cannot be the global minimum.

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