Show there exists a smooth (bump) function....

In summary, to show that there exists a smooth bump function with the given properties, you can either prove its existence using results from your textbook, or construct an example by adapting known smooth functions. The approach you take will depend on the material you have available.
  • #1
MxwllsPersuasns
101
0

Homework Statement



For a1 < a2 < b2 < b1 and c > 0 real numbers show that there exists
a smooth (bump) function f : R → R with the following property: f(x) = ...
- 0 if x ≤ a and x ≥ b
- c if a2 ≤ x ≤ b2
- monotonic increasing if a1 < x < a2
- monotonic decreasing if b2 < x < b1

Homework Equations

The Attempt at a Solution



So I'm not exactly sure what the question is asking. Is it asking me to construct such a function?

- If so then would I go about it by saying that c could be any constant like "5" or "2/3" and then go and simply give an example of a monotonic increasing function (like y = x) for that interval then give an example of a monotonic decreasing function (like y = -x) for that particular interval?

Or perhaps is the question asking me to show that a function like this is smooth?

- In which case we would essentially need to show that its a C-∞ function (at least all the examples I've seen say you need to show indefinite differentiation potential rather than just derivatives existing up to a certain, sufficient, degree.) However it doesn't appear that way since f(x) (given the example functions I've thrown in) would be twice differentiable, at most.

+ Unless of course then the implication is that we need to find monotonic functions which are also C-∞ functions in order to ensure the indefinite differentiability of f(x).

Any help anyone can provide about how to proceed or my proposed methods is extremely appreciated, I have this problem due for tomorrow morning and I'm just not quite sure what exactly needs to be shown here. Thanks in advance everyone, hoping for a lively and insightful conversation :)
 
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  • #2
MxwllsPersuasns said:

Homework Statement



For a1 < a2 < b2 < b1 and c > 0 real numbers show that there exists
a smooth (bump) function f : R → R with the following property: f(x) = ...
- 0 if x ≤ a and x ≥ b
- c if a2 ≤ x ≤ b2
- monotonic increasing if a1 < x < a2
- monotonic decreasing if b2 < x < b1

Homework Equations

The Attempt at a Solution



So I'm not exactly sure what the question is asking. Is it asking me to construct such a function?

- If so then would I go about it by saying that c could be any constant like "5" or "2/3" and then go and simply give an example of a monotonic increasing function (like y = x) for that interval then give an example of a monotonic decreasing function (like y = -x) for that particular interval?

Or perhaps is the question asking me to show that a function like this is smooth?

- In which case we would essentially need to show that its a C-∞ function (at least all the examples I've seen say you need to show indefinite differentiation potential rather than just derivatives existing up to a certain, sufficient, degree.) However it doesn't appear that way since f(x) (given the example functions I've thrown in) would be twice differentiable, at most.

+ Unless of course then the implication is that we need to find monotonic functions which are also C-∞ functions in order to ensure the indefinite differentiability of f(x).

Any help anyone can provide about how to proceed or my proposed methods is extremely appreciated, I have this problem due for tomorrow morning and I'm just not quite sure what exactly needs to be shown here. Thanks in advance everyone, hoping for a lively and insightful conversation :)

Usually "smooth" means ##C^1##, but maybe your book uses a different definition.

The problem does say "show that ...", so it gives you a choice, of either just proving existence somehow (perhaps using results from the book), or showing it by actually constructing an example. It really does seem to be up to you.

How you should proceed depends on what material you already have available from your textbook and/or course notes, and we have no idea what that is. Does your book already contain some examples of smooth functions that are, for example, zero for ##x \leq 0##, 1 for ##x \geq 1## and smooth, monotonic on ##\mathbb{R}?## If so, you can just adapt that to your problem. If your book or notes does not contain such an example, you need to think about how you would construct one. (BTW: that is useful to do, because such functions are very often used in applications where we need to smooth out some curves, etc.)
 
  • #4
MxwllsPersuasns said:
Is it asking me to construct such a function?
It is not asking you to do that necessarily. It is conceivable that you could show the existence of such a function without constructing it. But in this case I think the easiest way to show it is to construct it.
MxwllsPersuasns said:
Or perhaps is the question asking me to show that a function like this is smooth?
Yes, it's asking that. To construct the function you will need to make use of a simpler bump function, such as this one. What the problem statement does is tell you what characteristics the derivative of the answer function must have. Try to think of a way to combine two or more simple bump functions to create a function that has those characteristics.

By the way, the a and b below should be a1 and b1.
MxwllsPersuasns said:
- 0 if x ≤ a and x ≥ b
 
  • #5
fresh_42 said:
Usually smooth means ##C^\infty##.
https://en.wikipedia.org/wiki/Smoothness

fresh_42 said:
Usually smooth means ##C^\infty##.
https://en.wikipedia.org/wiki/Smoothness

Different sources have different definitions.
For example:
http://mathworld.wolfram.com/SmoothFunction.html
requires only continuous derivatives up to some order, not necessarily infinity.
Some respondents to
http://math.stackexchange.com/questions/472148/smooth-functions-or-continuous
also allow this; others do not.

However, perhaps I should have said "often" instead of "usually". In any case the OP should consult his textbook or course notes for the appropriate defintion.
 
  • #6
I have also learned it as ##C^\infty## in my language and haven't heard of ##C^1## before.
 
  • #7
Hmm so sounds like the consensus here is it's valid to construct such a function and then show that it's a smooth function by proving the differentiability up to an acceptable point (which remains arbitrary at this point it seems -- being that C seems to be more difficult to achieve. Does that sound right?

P.S. I've heard of C1 and C before but have seen different definitions of smoothness as well, there doesn't seem to be an accepted convention for it.
 
  • #8
MxwllsPersuasns said:
it's valid to construct such a function and then show that it's a smooth function
Showing that will be very easy if you follow the method suggested in post 4, since the function you get will be the integral of a function that is itself smooth.
 
  • #9
Okay, when you say construct from a simpler bump function like the one in the link (where from [-1, 1] you have e1/(1-x2)) what exactly do you mean? I'm thinking of writing out the curly bracket then literally just putting 0 for the appropriate interval and where it says "c" I was just going to put a number like 5 and then argue you can put any constant value, c there and then for the monotonic functions I was going to select some example monotonic functions (again, like y = x and y = -x) and just place them in the appropriate intervals but what you're saying is I need to use a bump function like that one or that one to construct... what exactly? Would I just give the function and then say that since we're dealing with positive constants that its e^(positive value) and then when we need it to be monotone decreasing just set it to e^(negative value) and then in the middle where it's constant just set it to e^(0)??
 
  • #10
MxwllsPersuasns said:
I need to use a bump function like that one or that one to construct... what exactly?
As I said in post 4, you need to focus on the derivative of the function that you are going to give as an answer. Call that derivative function f. Here are some questions to help you think in the right direction:

1. What do we need the value of ##\int_{a1}^{a2}f(x)dx## to be?

2. Can we create a function that is a simple modification of a simple bump function (eg just multiplying by a constant and or adding a constant) whose integral over ##[a1,a2]## is equal to that value?

3. What do we need the value of ##\int_{b2}^{b1}f(x)dx## to be?

4. Can we create a function that is a simple modification of a simple bump function (eg just multiplying by a constant and or adding a constant) whose integral over ##[b2,b1]## is equal to that value?

5. Can we somehow put together the two functions, from Q2 and Q4, to make a smooth function that will have all the necessary requirements for ##f##? How?

6. Having done 1-5, we just define our answer function ##F## as an appropriate definite integral of ##f##.
 
  • #11
So I would imagine we need the integrals to both equal c. I'm not so sure about the modification that we would make to f. If we take f to be -2x/(1-x^2)*exp(-1/(1-x^2)) then I'm not exactly sure how to make that equal c over the selected intervals?

I was using the construction of the simple bump function and defining a1 = -b1 = -1 such that (using your notation -- so the answer function) F(±1) = 0 since we have e-∞ I was trying to do the same by changing the numerator so that its e^(0) if I take c = 1 from a2 to b2 but I can't seem to make that happen.
 
  • #12
MxwllsPersuasns said:
If we take f to be -2x/(1-x^2)*exp(-1/(1-x^2)) then I'm not exactly sure how to make that equal c over the selected intervals?
If you had been asked to find a function whose integral on the interval ##[u,v]## is 5, and you know a function ##g## such that ##\int_u^v g(x)dx=10##, what might you do?
 

1. How do you define a smooth (bump) function?

A smooth (bump) function is a mathematical function that is infinitely differentiable, meaning that it is continuously differentiable and has derivatives of all orders at every point in its domain. It is also known as a bump function because its graph resembles a bump or hump.

2. What is the purpose of a smooth (bump) function?

A smooth (bump) function is commonly used in mathematical analysis, specifically in the construction of partitions of unity. It is also used in the field of signal processing to smooth out noisy data and in computer graphics to create curved surfaces.

3. How do you show the existence of a smooth (bump) function?

To show the existence of a smooth (bump) function, you can use a construction method known as the "bump function construction". This involves taking a function that is infinitely differentiable on the real line and then modifying it to have certain properties, such as compact support and a maximum at a specific point.

4. Can you give an example of a smooth (bump) function?

An example of a smooth (bump) function is the Gaussian function, also known as the bell curve. It is infinitely differentiable and has compact support, meaning that it is zero outside of a specified interval. It is commonly used in statistics and probability to model normally distributed data.

5. What are the applications of smooth (bump) functions in real-life problems?

Smooth (bump) functions have various applications in real-life problems, including data smoothing, curve fitting, and image processing. They are also used in physics, engineering, and economics to model various phenomena. Additionally, they are useful in creating smooth transitions in computer animations and video games.

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