Need help to understand the integral rules used solving the convolution of two functionsCan someone...
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Need help to understand the integral rules used solving the convolution of two functions
Can someone intuitively explain what the convolution integral is?difference between convolution of two densities and mixture density?Integral of repeated convolution of the unit step functionApproximating convolution of two functions with Oh notationHow to get limit on integration for a convolution of two density functionsConvolution of two piecewise functionsDoubt on the Convolution of two piecewise functionsShow that convolution of two $L^1(mathbb{R})$ functions is continuous
.everyoneloves__top-leaderboard:empty,.everyoneloves__mid-leaderboard:empty,.everyoneloves__bot-mid-leaderboard:empty{ margin-bottom:0;
}
$begingroup$
I am teaching myself how convolution works, there's a question which looks like this - find the convolution of the following two functions $f$ and $g$.
I understand the problem intuitively that the resulting function should be essentially the product of $f$ sweeping over $g$, and since the functions are quite simple, I can find key points like when $x = 0, 1, 2, 3$ and interpolate the graph of the resulting function easily.
While reading through the "solution" of this problem in my textbook, for the intersection of $0 le x lt 1$, the author wrote this: for $0leq x<1$,
$$int_{-infty}^{infty} g(t)cdot f(x-t)dt=int_{0}^x 2tcdot dt=frac{x^2}{2}cdot 2.$$
which I'm having trouble to understand. How exactly did he replace the $infty$ and $-infty$ with $0$ and $x$, and how exactly did he turn the whole $g(t) cdot f(x-t)$ into $2t$?
integration convolution
$endgroup$
add a comment |
$begingroup$
I am teaching myself how convolution works, there's a question which looks like this - find the convolution of the following two functions $f$ and $g$.
I understand the problem intuitively that the resulting function should be essentially the product of $f$ sweeping over $g$, and since the functions are quite simple, I can find key points like when $x = 0, 1, 2, 3$ and interpolate the graph of the resulting function easily.
While reading through the "solution" of this problem in my textbook, for the intersection of $0 le x lt 1$, the author wrote this: for $0leq x<1$,
$$int_{-infty}^{infty} g(t)cdot f(x-t)dt=int_{0}^x 2tcdot dt=frac{x^2}{2}cdot 2.$$
which I'm having trouble to understand. How exactly did he replace the $infty$ and $-infty$ with $0$ and $x$, and how exactly did he turn the whole $g(t) cdot f(x-t)$ into $2t$?
integration convolution
$endgroup$
add a comment |
$begingroup$
I am teaching myself how convolution works, there's a question which looks like this - find the convolution of the following two functions $f$ and $g$.
I understand the problem intuitively that the resulting function should be essentially the product of $f$ sweeping over $g$, and since the functions are quite simple, I can find key points like when $x = 0, 1, 2, 3$ and interpolate the graph of the resulting function easily.
While reading through the "solution" of this problem in my textbook, for the intersection of $0 le x lt 1$, the author wrote this: for $0leq x<1$,
$$int_{-infty}^{infty} g(t)cdot f(x-t)dt=int_{0}^x 2tcdot dt=frac{x^2}{2}cdot 2.$$
which I'm having trouble to understand. How exactly did he replace the $infty$ and $-infty$ with $0$ and $x$, and how exactly did he turn the whole $g(t) cdot f(x-t)$ into $2t$?
integration convolution
$endgroup$
I am teaching myself how convolution works, there's a question which looks like this - find the convolution of the following two functions $f$ and $g$.
I understand the problem intuitively that the resulting function should be essentially the product of $f$ sweeping over $g$, and since the functions are quite simple, I can find key points like when $x = 0, 1, 2, 3$ and interpolate the graph of the resulting function easily.
While reading through the "solution" of this problem in my textbook, for the intersection of $0 le x lt 1$, the author wrote this: for $0leq x<1$,
$$int_{-infty}^{infty} g(t)cdot f(x-t)dt=int_{0}^x 2tcdot dt=frac{x^2}{2}cdot 2.$$
which I'm having trouble to understand. How exactly did he replace the $infty$ and $-infty$ with $0$ and $x$, and how exactly did he turn the whole $g(t) cdot f(x-t)$ into $2t$?
integration convolution
integration convolution
edited 8 hours ago
Robert Z
112k10 gold badges79 silver badges153 bronze badges
112k10 gold badges79 silver badges153 bronze badges
asked 8 hours ago
maranicmaranic
374 bronze badges
374 bronze badges
add a comment |
add a comment |
3 Answers
3
active
oldest
votes
$begingroup$
Hint. Note that $f(x-t)=2$ when $0leq x-tleq 1$, i.e. $x-1leq tleq x$, otherwise it is zero. Hence
$$int_{-infty}^{infty} g(t)f(x-t)dt=int_{x-1}^x g(t)2 dt.$$
Now if $xin[0,1)$ then what is $g(t)$ for $tin [x-1,0]$? And for $tin [0,x]$?
$endgroup$
$begingroup$
So let me think out loud - if $x in [0,1)$ then $g(t) = t$ for the positive part $t in [0,x)$, but $0$ for the negative part $t in [x-1, 0)$, and we can write that in two parts because $0$ must be inside $[x-1, x]$. So it makes sense to break $int_{x-1}^{x} g(t) 2dt$ into two parts - $int_{x-1}^{0} g(t) 2dt$ and $int_{0}^{x} g(t) 2dt$, where the first part is simply $0$, no matter what $x$ we choose. Hence our original integral is now $int_{0}^{x} g(t) 2dt$ which is actually $int_{0}^{x} tcdot 2dt$ due to $g(t) = t$ for the positive part. Is my reasoning correct? :D
$endgroup$
– maranic
8 hours ago
$begingroup$
@maranic It's perfect!
$endgroup$
– Robert Z
7 hours ago
$begingroup$
It was quite tough to wrap my head around this, because we are dealing with 2 variables here. :D
$endgroup$
– maranic
7 hours ago
add a comment |
$begingroup$
Observe that integrand $g(t)f(x-t)$ (where $x$ is fixed and $t$ is ranging over $mathbb R$) takes value $0$ for every $tnotin[0,x]$.
This justifies to replace $int_{-infty}^{infty}cdots$ by $int_0^xcdots$.
Further for any fixed $xin[0,1)$ it is true that $g(t)f(x-t)=t2$ on interval $[0,x]$.
$endgroup$
add a comment |
$begingroup$
I'm assuming
$$
f(x)=begin{cases} 2 & xin [0,1] \ 0 & else end{cases}
$$
And
$$
g(x)=begin{cases} x & xin [0,1] \ 2-x & xin [1,2)\ 1 & xin [2,3] \0 & else end{cases}
$$
Adding this together, we see
$$
int_{-infty}^{infty} g(t)f(x-t)textrm{d}t=2int_{1-x}^x g(t)textrm{d}t,
$$
since for these values of $t,$ $f(x-t)=2$ and for all other values of $t$, $f(x-t)$ is $0$.
Now, $g(t)=0$ for $tleq 0$ so
$$
2int_{1-x}^x g(t)textrm{d}t=2int_0^x g(t)textrm{d}t=2int_0^x ttextrm{d}t,
$$
simply by plugging into the definition of $g$.
$endgroup$
$begingroup$
You're correct.
$endgroup$
– WoolierThanThou
8 hours ago
add a comment |
Your Answer
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3 Answers
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active
oldest
votes
3 Answers
3
active
oldest
votes
active
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votes
active
oldest
votes
$begingroup$
Hint. Note that $f(x-t)=2$ when $0leq x-tleq 1$, i.e. $x-1leq tleq x$, otherwise it is zero. Hence
$$int_{-infty}^{infty} g(t)f(x-t)dt=int_{x-1}^x g(t)2 dt.$$
Now if $xin[0,1)$ then what is $g(t)$ for $tin [x-1,0]$? And for $tin [0,x]$?
$endgroup$
$begingroup$
So let me think out loud - if $x in [0,1)$ then $g(t) = t$ for the positive part $t in [0,x)$, but $0$ for the negative part $t in [x-1, 0)$, and we can write that in two parts because $0$ must be inside $[x-1, x]$. So it makes sense to break $int_{x-1}^{x} g(t) 2dt$ into two parts - $int_{x-1}^{0} g(t) 2dt$ and $int_{0}^{x} g(t) 2dt$, where the first part is simply $0$, no matter what $x$ we choose. Hence our original integral is now $int_{0}^{x} g(t) 2dt$ which is actually $int_{0}^{x} tcdot 2dt$ due to $g(t) = t$ for the positive part. Is my reasoning correct? :D
$endgroup$
– maranic
8 hours ago
$begingroup$
@maranic It's perfect!
$endgroup$
– Robert Z
7 hours ago
$begingroup$
It was quite tough to wrap my head around this, because we are dealing with 2 variables here. :D
$endgroup$
– maranic
7 hours ago
add a comment |
$begingroup$
Hint. Note that $f(x-t)=2$ when $0leq x-tleq 1$, i.e. $x-1leq tleq x$, otherwise it is zero. Hence
$$int_{-infty}^{infty} g(t)f(x-t)dt=int_{x-1}^x g(t)2 dt.$$
Now if $xin[0,1)$ then what is $g(t)$ for $tin [x-1,0]$? And for $tin [0,x]$?
$endgroup$
$begingroup$
So let me think out loud - if $x in [0,1)$ then $g(t) = t$ for the positive part $t in [0,x)$, but $0$ for the negative part $t in [x-1, 0)$, and we can write that in two parts because $0$ must be inside $[x-1, x]$. So it makes sense to break $int_{x-1}^{x} g(t) 2dt$ into two parts - $int_{x-1}^{0} g(t) 2dt$ and $int_{0}^{x} g(t) 2dt$, where the first part is simply $0$, no matter what $x$ we choose. Hence our original integral is now $int_{0}^{x} g(t) 2dt$ which is actually $int_{0}^{x} tcdot 2dt$ due to $g(t) = t$ for the positive part. Is my reasoning correct? :D
$endgroup$
– maranic
8 hours ago
$begingroup$
@maranic It's perfect!
$endgroup$
– Robert Z
7 hours ago
$begingroup$
It was quite tough to wrap my head around this, because we are dealing with 2 variables here. :D
$endgroup$
– maranic
7 hours ago
add a comment |
$begingroup$
Hint. Note that $f(x-t)=2$ when $0leq x-tleq 1$, i.e. $x-1leq tleq x$, otherwise it is zero. Hence
$$int_{-infty}^{infty} g(t)f(x-t)dt=int_{x-1}^x g(t)2 dt.$$
Now if $xin[0,1)$ then what is $g(t)$ for $tin [x-1,0]$? And for $tin [0,x]$?
$endgroup$
Hint. Note that $f(x-t)=2$ when $0leq x-tleq 1$, i.e. $x-1leq tleq x$, otherwise it is zero. Hence
$$int_{-infty}^{infty} g(t)f(x-t)dt=int_{x-1}^x g(t)2 dt.$$
Now if $xin[0,1)$ then what is $g(t)$ for $tin [x-1,0]$? And for $tin [0,x]$?
edited 8 hours ago
answered 8 hours ago
Robert ZRobert Z
112k10 gold badges79 silver badges153 bronze badges
112k10 gold badges79 silver badges153 bronze badges
$begingroup$
So let me think out loud - if $x in [0,1)$ then $g(t) = t$ for the positive part $t in [0,x)$, but $0$ for the negative part $t in [x-1, 0)$, and we can write that in two parts because $0$ must be inside $[x-1, x]$. So it makes sense to break $int_{x-1}^{x} g(t) 2dt$ into two parts - $int_{x-1}^{0} g(t) 2dt$ and $int_{0}^{x} g(t) 2dt$, where the first part is simply $0$, no matter what $x$ we choose. Hence our original integral is now $int_{0}^{x} g(t) 2dt$ which is actually $int_{0}^{x} tcdot 2dt$ due to $g(t) = t$ for the positive part. Is my reasoning correct? :D
$endgroup$
– maranic
8 hours ago
$begingroup$
@maranic It's perfect!
$endgroup$
– Robert Z
7 hours ago
$begingroup$
It was quite tough to wrap my head around this, because we are dealing with 2 variables here. :D
$endgroup$
– maranic
7 hours ago
add a comment |
$begingroup$
So let me think out loud - if $x in [0,1)$ then $g(t) = t$ for the positive part $t in [0,x)$, but $0$ for the negative part $t in [x-1, 0)$, and we can write that in two parts because $0$ must be inside $[x-1, x]$. So it makes sense to break $int_{x-1}^{x} g(t) 2dt$ into two parts - $int_{x-1}^{0} g(t) 2dt$ and $int_{0}^{x} g(t) 2dt$, where the first part is simply $0$, no matter what $x$ we choose. Hence our original integral is now $int_{0}^{x} g(t) 2dt$ which is actually $int_{0}^{x} tcdot 2dt$ due to $g(t) = t$ for the positive part. Is my reasoning correct? :D
$endgroup$
– maranic
8 hours ago
$begingroup$
@maranic It's perfect!
$endgroup$
– Robert Z
7 hours ago
$begingroup$
It was quite tough to wrap my head around this, because we are dealing with 2 variables here. :D
$endgroup$
– maranic
7 hours ago
$begingroup$
So let me think out loud - if $x in [0,1)$ then $g(t) = t$ for the positive part $t in [0,x)$, but $0$ for the negative part $t in [x-1, 0)$, and we can write that in two parts because $0$ must be inside $[x-1, x]$. So it makes sense to break $int_{x-1}^{x} g(t) 2dt$ into two parts - $int_{x-1}^{0} g(t) 2dt$ and $int_{0}^{x} g(t) 2dt$, where the first part is simply $0$, no matter what $x$ we choose. Hence our original integral is now $int_{0}^{x} g(t) 2dt$ which is actually $int_{0}^{x} tcdot 2dt$ due to $g(t) = t$ for the positive part. Is my reasoning correct? :D
$endgroup$
– maranic
8 hours ago
$begingroup$
So let me think out loud - if $x in [0,1)$ then $g(t) = t$ for the positive part $t in [0,x)$, but $0$ for the negative part $t in [x-1, 0)$, and we can write that in two parts because $0$ must be inside $[x-1, x]$. So it makes sense to break $int_{x-1}^{x} g(t) 2dt$ into two parts - $int_{x-1}^{0} g(t) 2dt$ and $int_{0}^{x} g(t) 2dt$, where the first part is simply $0$, no matter what $x$ we choose. Hence our original integral is now $int_{0}^{x} g(t) 2dt$ which is actually $int_{0}^{x} tcdot 2dt$ due to $g(t) = t$ for the positive part. Is my reasoning correct? :D
$endgroup$
– maranic
8 hours ago
$begingroup$
@maranic It's perfect!
$endgroup$
– Robert Z
7 hours ago
$begingroup$
@maranic It's perfect!
$endgroup$
– Robert Z
7 hours ago
$begingroup$
It was quite tough to wrap my head around this, because we are dealing with 2 variables here. :D
$endgroup$
– maranic
7 hours ago
$begingroup$
It was quite tough to wrap my head around this, because we are dealing with 2 variables here. :D
$endgroup$
– maranic
7 hours ago
add a comment |
$begingroup$
Observe that integrand $g(t)f(x-t)$ (where $x$ is fixed and $t$ is ranging over $mathbb R$) takes value $0$ for every $tnotin[0,x]$.
This justifies to replace $int_{-infty}^{infty}cdots$ by $int_0^xcdots$.
Further for any fixed $xin[0,1)$ it is true that $g(t)f(x-t)=t2$ on interval $[0,x]$.
$endgroup$
add a comment |
$begingroup$
Observe that integrand $g(t)f(x-t)$ (where $x$ is fixed and $t$ is ranging over $mathbb R$) takes value $0$ for every $tnotin[0,x]$.
This justifies to replace $int_{-infty}^{infty}cdots$ by $int_0^xcdots$.
Further for any fixed $xin[0,1)$ it is true that $g(t)f(x-t)=t2$ on interval $[0,x]$.
$endgroup$
add a comment |
$begingroup$
Observe that integrand $g(t)f(x-t)$ (where $x$ is fixed and $t$ is ranging over $mathbb R$) takes value $0$ for every $tnotin[0,x]$.
This justifies to replace $int_{-infty}^{infty}cdots$ by $int_0^xcdots$.
Further for any fixed $xin[0,1)$ it is true that $g(t)f(x-t)=t2$ on interval $[0,x]$.
$endgroup$
Observe that integrand $g(t)f(x-t)$ (where $x$ is fixed and $t$ is ranging over $mathbb R$) takes value $0$ for every $tnotin[0,x]$.
This justifies to replace $int_{-infty}^{infty}cdots$ by $int_0^xcdots$.
Further for any fixed $xin[0,1)$ it is true that $g(t)f(x-t)=t2$ on interval $[0,x]$.
answered 8 hours ago
drhabdrhab
113k5 gold badges49 silver badges141 bronze badges
113k5 gold badges49 silver badges141 bronze badges
add a comment |
add a comment |
$begingroup$
I'm assuming
$$
f(x)=begin{cases} 2 & xin [0,1] \ 0 & else end{cases}
$$
And
$$
g(x)=begin{cases} x & xin [0,1] \ 2-x & xin [1,2)\ 1 & xin [2,3] \0 & else end{cases}
$$
Adding this together, we see
$$
int_{-infty}^{infty} g(t)f(x-t)textrm{d}t=2int_{1-x}^x g(t)textrm{d}t,
$$
since for these values of $t,$ $f(x-t)=2$ and for all other values of $t$, $f(x-t)$ is $0$.
Now, $g(t)=0$ for $tleq 0$ so
$$
2int_{1-x}^x g(t)textrm{d}t=2int_0^x g(t)textrm{d}t=2int_0^x ttextrm{d}t,
$$
simply by plugging into the definition of $g$.
$endgroup$
$begingroup$
You're correct.
$endgroup$
– WoolierThanThou
8 hours ago
add a comment |
$begingroup$
I'm assuming
$$
f(x)=begin{cases} 2 & xin [0,1] \ 0 & else end{cases}
$$
And
$$
g(x)=begin{cases} x & xin [0,1] \ 2-x & xin [1,2)\ 1 & xin [2,3] \0 & else end{cases}
$$
Adding this together, we see
$$
int_{-infty}^{infty} g(t)f(x-t)textrm{d}t=2int_{1-x}^x g(t)textrm{d}t,
$$
since for these values of $t,$ $f(x-t)=2$ and for all other values of $t$, $f(x-t)$ is $0$.
Now, $g(t)=0$ for $tleq 0$ so
$$
2int_{1-x}^x g(t)textrm{d}t=2int_0^x g(t)textrm{d}t=2int_0^x ttextrm{d}t,
$$
simply by plugging into the definition of $g$.
$endgroup$
$begingroup$
You're correct.
$endgroup$
– WoolierThanThou
8 hours ago
add a comment |
$begingroup$
I'm assuming
$$
f(x)=begin{cases} 2 & xin [0,1] \ 0 & else end{cases}
$$
And
$$
g(x)=begin{cases} x & xin [0,1] \ 2-x & xin [1,2)\ 1 & xin [2,3] \0 & else end{cases}
$$
Adding this together, we see
$$
int_{-infty}^{infty} g(t)f(x-t)textrm{d}t=2int_{1-x}^x g(t)textrm{d}t,
$$
since for these values of $t,$ $f(x-t)=2$ and for all other values of $t$, $f(x-t)$ is $0$.
Now, $g(t)=0$ for $tleq 0$ so
$$
2int_{1-x}^x g(t)textrm{d}t=2int_0^x g(t)textrm{d}t=2int_0^x ttextrm{d}t,
$$
simply by plugging into the definition of $g$.
$endgroup$
I'm assuming
$$
f(x)=begin{cases} 2 & xin [0,1] \ 0 & else end{cases}
$$
And
$$
g(x)=begin{cases} x & xin [0,1] \ 2-x & xin [1,2)\ 1 & xin [2,3] \0 & else end{cases}
$$
Adding this together, we see
$$
int_{-infty}^{infty} g(t)f(x-t)textrm{d}t=2int_{1-x}^x g(t)textrm{d}t,
$$
since for these values of $t,$ $f(x-t)=2$ and for all other values of $t$, $f(x-t)$ is $0$.
Now, $g(t)=0$ for $tleq 0$ so
$$
2int_{1-x}^x g(t)textrm{d}t=2int_0^x g(t)textrm{d}t=2int_0^x ttextrm{d}t,
$$
simply by plugging into the definition of $g$.
edited 8 hours ago
answered 8 hours ago
WoolierThanThouWoolierThanThou
9961 silver badge7 bronze badges
9961 silver badge7 bronze badges
$begingroup$
You're correct.
$endgroup$
– WoolierThanThou
8 hours ago
add a comment |
$begingroup$
You're correct.
$endgroup$
– WoolierThanThou
8 hours ago
$begingroup$
You're correct.
$endgroup$
– WoolierThanThou
8 hours ago
$begingroup$
You're correct.
$endgroup$
– WoolierThanThou
8 hours ago
add a comment |
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