Need help understanding differential of function












1














I have encountered the term differential/pushforward many times in the literature, although I cannot seem to understand just what is meant by it. I still cannot seem to understand the definition of the differential of a multivalued multivariable function




$ f : mathbb{R}^n to mathbb{R}^m $




and its generalization to differentiable manifolds. I have seen many definitions of the differential, particularly those for tangent vectors on manifolds and the definition with derivations of functions and one involving the Jacobian matrix, but I cannot understand this or any of them, thus I also cannot understand just what is meant by tangent space on manifolds. What does the differential "really mean" and how to use it? In particular, how is the differential/pushforward related to derivations of functions? Could someone please explain the differential to me and possibly using it to define tangent spaces on manifolds. I am frustrated as I have never understood the differential and lack the proper understanding in tangent spaces. All help is appreciated.










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  • See e.g. Pushforward (differential) : "Suppose that $φ : M → N$ is a smooth map between smooth manifolds; then the differential of $φ$ at a point $x$ is, in some sense, the best linear approximation of $φ$ near $x$. It can be viewed as a generalization of the total derivative of ordinary calculus. Explicitly, it is a linear map from the tangent space of $M$ at $x$ to the tangent space of $N$ at $φ(x)$. Hence it can be used to push tangent vectors on $M$ forward to tangent vectors on $N$."
    – Mauro ALLEGRANZA
    2 days ago










  • @MauroALLEGRANZA: thanks I tried the Wikipedia entry did not help, unfortunately.
    – kroner
    2 days ago
















1














I have encountered the term differential/pushforward many times in the literature, although I cannot seem to understand just what is meant by it. I still cannot seem to understand the definition of the differential of a multivalued multivariable function




$ f : mathbb{R}^n to mathbb{R}^m $




and its generalization to differentiable manifolds. I have seen many definitions of the differential, particularly those for tangent vectors on manifolds and the definition with derivations of functions and one involving the Jacobian matrix, but I cannot understand this or any of them, thus I also cannot understand just what is meant by tangent space on manifolds. What does the differential "really mean" and how to use it? In particular, how is the differential/pushforward related to derivations of functions? Could someone please explain the differential to me and possibly using it to define tangent spaces on manifolds. I am frustrated as I have never understood the differential and lack the proper understanding in tangent spaces. All help is appreciated.










share|cite|improve this question
























  • See e.g. Pushforward (differential) : "Suppose that $φ : M → N$ is a smooth map between smooth manifolds; then the differential of $φ$ at a point $x$ is, in some sense, the best linear approximation of $φ$ near $x$. It can be viewed as a generalization of the total derivative of ordinary calculus. Explicitly, it is a linear map from the tangent space of $M$ at $x$ to the tangent space of $N$ at $φ(x)$. Hence it can be used to push tangent vectors on $M$ forward to tangent vectors on $N$."
    – Mauro ALLEGRANZA
    2 days ago










  • @MauroALLEGRANZA: thanks I tried the Wikipedia entry did not help, unfortunately.
    – kroner
    2 days ago














1












1








1


1





I have encountered the term differential/pushforward many times in the literature, although I cannot seem to understand just what is meant by it. I still cannot seem to understand the definition of the differential of a multivalued multivariable function




$ f : mathbb{R}^n to mathbb{R}^m $




and its generalization to differentiable manifolds. I have seen many definitions of the differential, particularly those for tangent vectors on manifolds and the definition with derivations of functions and one involving the Jacobian matrix, but I cannot understand this or any of them, thus I also cannot understand just what is meant by tangent space on manifolds. What does the differential "really mean" and how to use it? In particular, how is the differential/pushforward related to derivations of functions? Could someone please explain the differential to me and possibly using it to define tangent spaces on manifolds. I am frustrated as I have never understood the differential and lack the proper understanding in tangent spaces. All help is appreciated.










share|cite|improve this question















I have encountered the term differential/pushforward many times in the literature, although I cannot seem to understand just what is meant by it. I still cannot seem to understand the definition of the differential of a multivalued multivariable function




$ f : mathbb{R}^n to mathbb{R}^m $




and its generalization to differentiable manifolds. I have seen many definitions of the differential, particularly those for tangent vectors on manifolds and the definition with derivations of functions and one involving the Jacobian matrix, but I cannot understand this or any of them, thus I also cannot understand just what is meant by tangent space on manifolds. What does the differential "really mean" and how to use it? In particular, how is the differential/pushforward related to derivations of functions? Could someone please explain the differential to me and possibly using it to define tangent spaces on manifolds. I am frustrated as I have never understood the differential and lack the proper understanding in tangent spaces. All help is appreciated.







derivatives differential-geometry manifolds differential tangent-spaces






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edited 2 days ago







kroner

















asked 2 days ago









kronerkroner

1,2793725




1,2793725












  • See e.g. Pushforward (differential) : "Suppose that $φ : M → N$ is a smooth map between smooth manifolds; then the differential of $φ$ at a point $x$ is, in some sense, the best linear approximation of $φ$ near $x$. It can be viewed as a generalization of the total derivative of ordinary calculus. Explicitly, it is a linear map from the tangent space of $M$ at $x$ to the tangent space of $N$ at $φ(x)$. Hence it can be used to push tangent vectors on $M$ forward to tangent vectors on $N$."
    – Mauro ALLEGRANZA
    2 days ago










  • @MauroALLEGRANZA: thanks I tried the Wikipedia entry did not help, unfortunately.
    – kroner
    2 days ago


















  • See e.g. Pushforward (differential) : "Suppose that $φ : M → N$ is a smooth map between smooth manifolds; then the differential of $φ$ at a point $x$ is, in some sense, the best linear approximation of $φ$ near $x$. It can be viewed as a generalization of the total derivative of ordinary calculus. Explicitly, it is a linear map from the tangent space of $M$ at $x$ to the tangent space of $N$ at $φ(x)$. Hence it can be used to push tangent vectors on $M$ forward to tangent vectors on $N$."
    – Mauro ALLEGRANZA
    2 days ago










  • @MauroALLEGRANZA: thanks I tried the Wikipedia entry did not help, unfortunately.
    – kroner
    2 days ago
















See e.g. Pushforward (differential) : "Suppose that $φ : M → N$ is a smooth map between smooth manifolds; then the differential of $φ$ at a point $x$ is, in some sense, the best linear approximation of $φ$ near $x$. It can be viewed as a generalization of the total derivative of ordinary calculus. Explicitly, it is a linear map from the tangent space of $M$ at $x$ to the tangent space of $N$ at $φ(x)$. Hence it can be used to push tangent vectors on $M$ forward to tangent vectors on $N$."
– Mauro ALLEGRANZA
2 days ago




See e.g. Pushforward (differential) : "Suppose that $φ : M → N$ is a smooth map between smooth manifolds; then the differential of $φ$ at a point $x$ is, in some sense, the best linear approximation of $φ$ near $x$. It can be viewed as a generalization of the total derivative of ordinary calculus. Explicitly, it is a linear map from the tangent space of $M$ at $x$ to the tangent space of $N$ at $φ(x)$. Hence it can be used to push tangent vectors on $M$ forward to tangent vectors on $N$."
– Mauro ALLEGRANZA
2 days ago












@MauroALLEGRANZA: thanks I tried the Wikipedia entry did not help, unfortunately.
– kroner
2 days ago




@MauroALLEGRANZA: thanks I tried the Wikipedia entry did not help, unfortunately.
– kroner
2 days ago










1 Answer
1






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oldest

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3














Let $fcolonmathbb{R}tomathbb{R}$ and $xinmathbb{R}$, then $f$ is differentiable at $x$ if and only if there exists $alphainmathbb{R}$ such that:
$$f(x+h)=f(x)+alpha h+o(h),$$
when $alpha$ exists, it is unique, denoted by $f'(x)$ and called the derivative of $f$ at $x$.



Proof. Assume that there exists $betainmathbb{R}$ such that $f(x+h)=f(x)+beta h+o(y-x)$, then:
$$(alpha-beta)(y-x)=o(y-x),$$
whence $alpha=beta$. $Box$



Remark. Notice that $hmapstoalpha h$ is a linear map.



Geometrically, $y=f(x)+f'(x)(y-x)$ is the best line approximation of the graph of $f$ around $x$.



Now, let $fcolonmathbb{R}^mtomathbb{R}^n$ and $xinmathbb{R}^m$, generalizing the above definition, $f$ is differentiable at $x$ if and only if there exists a linear map $ellcolonmathbb{R}^mtomathbb{R}^n$ such that:
$$f(x+h)=f(x)+ell(h)+o(h),$$
when $ell$ exists, it is unique, denoted by $T_xf$ and called the differential of $f$ at $x$.



Proof. Assume that there exists a linear map $ell'colonmathbb{R}^mtomathbb{R}^n$ such that $f(x+h)=f(x)+ell'(h)+o(h)$, then:
$$(ell-ell')(h)=o(h).$$
Let $hinmathbb{R}^nsetminus{0}$ and $tinmathbb{R}^*$, then $displaystylefrac{(ell-ell')(th)}{|th|}=frac{(ell-ell')(h)}{|h|}$ converges toward $0$ when $t$ goes to $0$, therefore:
$$ell(h)=ell'(h),$$
and this also holds for $h=0$. $Box$



Remark. This definition can be extended to maps defined only on an open set of $mathbb{R}^m$, as $x+h$ would fall in this open set for $h$ being sufficiently small.



I won't explain how to define the tangent space of a manifold and the tangent map of a differentiable function as it is tedious and quite long. However, the main idea is that a manifold is locally an open set of some $mathbb{R}^m$.



I recommend you have a look at An introduction to Differential Manifolds by J. Lafontaine.






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    3














    Let $fcolonmathbb{R}tomathbb{R}$ and $xinmathbb{R}$, then $f$ is differentiable at $x$ if and only if there exists $alphainmathbb{R}$ such that:
    $$f(x+h)=f(x)+alpha h+o(h),$$
    when $alpha$ exists, it is unique, denoted by $f'(x)$ and called the derivative of $f$ at $x$.



    Proof. Assume that there exists $betainmathbb{R}$ such that $f(x+h)=f(x)+beta h+o(y-x)$, then:
    $$(alpha-beta)(y-x)=o(y-x),$$
    whence $alpha=beta$. $Box$



    Remark. Notice that $hmapstoalpha h$ is a linear map.



    Geometrically, $y=f(x)+f'(x)(y-x)$ is the best line approximation of the graph of $f$ around $x$.



    Now, let $fcolonmathbb{R}^mtomathbb{R}^n$ and $xinmathbb{R}^m$, generalizing the above definition, $f$ is differentiable at $x$ if and only if there exists a linear map $ellcolonmathbb{R}^mtomathbb{R}^n$ such that:
    $$f(x+h)=f(x)+ell(h)+o(h),$$
    when $ell$ exists, it is unique, denoted by $T_xf$ and called the differential of $f$ at $x$.



    Proof. Assume that there exists a linear map $ell'colonmathbb{R}^mtomathbb{R}^n$ such that $f(x+h)=f(x)+ell'(h)+o(h)$, then:
    $$(ell-ell')(h)=o(h).$$
    Let $hinmathbb{R}^nsetminus{0}$ and $tinmathbb{R}^*$, then $displaystylefrac{(ell-ell')(th)}{|th|}=frac{(ell-ell')(h)}{|h|}$ converges toward $0$ when $t$ goes to $0$, therefore:
    $$ell(h)=ell'(h),$$
    and this also holds for $h=0$. $Box$



    Remark. This definition can be extended to maps defined only on an open set of $mathbb{R}^m$, as $x+h$ would fall in this open set for $h$ being sufficiently small.



    I won't explain how to define the tangent space of a manifold and the tangent map of a differentiable function as it is tedious and quite long. However, the main idea is that a manifold is locally an open set of some $mathbb{R}^m$.



    I recommend you have a look at An introduction to Differential Manifolds by J. Lafontaine.






    share|cite|improve this answer




























      3














      Let $fcolonmathbb{R}tomathbb{R}$ and $xinmathbb{R}$, then $f$ is differentiable at $x$ if and only if there exists $alphainmathbb{R}$ such that:
      $$f(x+h)=f(x)+alpha h+o(h),$$
      when $alpha$ exists, it is unique, denoted by $f'(x)$ and called the derivative of $f$ at $x$.



      Proof. Assume that there exists $betainmathbb{R}$ such that $f(x+h)=f(x)+beta h+o(y-x)$, then:
      $$(alpha-beta)(y-x)=o(y-x),$$
      whence $alpha=beta$. $Box$



      Remark. Notice that $hmapstoalpha h$ is a linear map.



      Geometrically, $y=f(x)+f'(x)(y-x)$ is the best line approximation of the graph of $f$ around $x$.



      Now, let $fcolonmathbb{R}^mtomathbb{R}^n$ and $xinmathbb{R}^m$, generalizing the above definition, $f$ is differentiable at $x$ if and only if there exists a linear map $ellcolonmathbb{R}^mtomathbb{R}^n$ such that:
      $$f(x+h)=f(x)+ell(h)+o(h),$$
      when $ell$ exists, it is unique, denoted by $T_xf$ and called the differential of $f$ at $x$.



      Proof. Assume that there exists a linear map $ell'colonmathbb{R}^mtomathbb{R}^n$ such that $f(x+h)=f(x)+ell'(h)+o(h)$, then:
      $$(ell-ell')(h)=o(h).$$
      Let $hinmathbb{R}^nsetminus{0}$ and $tinmathbb{R}^*$, then $displaystylefrac{(ell-ell')(th)}{|th|}=frac{(ell-ell')(h)}{|h|}$ converges toward $0$ when $t$ goes to $0$, therefore:
      $$ell(h)=ell'(h),$$
      and this also holds for $h=0$. $Box$



      Remark. This definition can be extended to maps defined only on an open set of $mathbb{R}^m$, as $x+h$ would fall in this open set for $h$ being sufficiently small.



      I won't explain how to define the tangent space of a manifold and the tangent map of a differentiable function as it is tedious and quite long. However, the main idea is that a manifold is locally an open set of some $mathbb{R}^m$.



      I recommend you have a look at An introduction to Differential Manifolds by J. Lafontaine.






      share|cite|improve this answer


























        3












        3








        3






        Let $fcolonmathbb{R}tomathbb{R}$ and $xinmathbb{R}$, then $f$ is differentiable at $x$ if and only if there exists $alphainmathbb{R}$ such that:
        $$f(x+h)=f(x)+alpha h+o(h),$$
        when $alpha$ exists, it is unique, denoted by $f'(x)$ and called the derivative of $f$ at $x$.



        Proof. Assume that there exists $betainmathbb{R}$ such that $f(x+h)=f(x)+beta h+o(y-x)$, then:
        $$(alpha-beta)(y-x)=o(y-x),$$
        whence $alpha=beta$. $Box$



        Remark. Notice that $hmapstoalpha h$ is a linear map.



        Geometrically, $y=f(x)+f'(x)(y-x)$ is the best line approximation of the graph of $f$ around $x$.



        Now, let $fcolonmathbb{R}^mtomathbb{R}^n$ and $xinmathbb{R}^m$, generalizing the above definition, $f$ is differentiable at $x$ if and only if there exists a linear map $ellcolonmathbb{R}^mtomathbb{R}^n$ such that:
        $$f(x+h)=f(x)+ell(h)+o(h),$$
        when $ell$ exists, it is unique, denoted by $T_xf$ and called the differential of $f$ at $x$.



        Proof. Assume that there exists a linear map $ell'colonmathbb{R}^mtomathbb{R}^n$ such that $f(x+h)=f(x)+ell'(h)+o(h)$, then:
        $$(ell-ell')(h)=o(h).$$
        Let $hinmathbb{R}^nsetminus{0}$ and $tinmathbb{R}^*$, then $displaystylefrac{(ell-ell')(th)}{|th|}=frac{(ell-ell')(h)}{|h|}$ converges toward $0$ when $t$ goes to $0$, therefore:
        $$ell(h)=ell'(h),$$
        and this also holds for $h=0$. $Box$



        Remark. This definition can be extended to maps defined only on an open set of $mathbb{R}^m$, as $x+h$ would fall in this open set for $h$ being sufficiently small.



        I won't explain how to define the tangent space of a manifold and the tangent map of a differentiable function as it is tedious and quite long. However, the main idea is that a manifold is locally an open set of some $mathbb{R}^m$.



        I recommend you have a look at An introduction to Differential Manifolds by J. Lafontaine.






        share|cite|improve this answer














        Let $fcolonmathbb{R}tomathbb{R}$ and $xinmathbb{R}$, then $f$ is differentiable at $x$ if and only if there exists $alphainmathbb{R}$ such that:
        $$f(x+h)=f(x)+alpha h+o(h),$$
        when $alpha$ exists, it is unique, denoted by $f'(x)$ and called the derivative of $f$ at $x$.



        Proof. Assume that there exists $betainmathbb{R}$ such that $f(x+h)=f(x)+beta h+o(y-x)$, then:
        $$(alpha-beta)(y-x)=o(y-x),$$
        whence $alpha=beta$. $Box$



        Remark. Notice that $hmapstoalpha h$ is a linear map.



        Geometrically, $y=f(x)+f'(x)(y-x)$ is the best line approximation of the graph of $f$ around $x$.



        Now, let $fcolonmathbb{R}^mtomathbb{R}^n$ and $xinmathbb{R}^m$, generalizing the above definition, $f$ is differentiable at $x$ if and only if there exists a linear map $ellcolonmathbb{R}^mtomathbb{R}^n$ such that:
        $$f(x+h)=f(x)+ell(h)+o(h),$$
        when $ell$ exists, it is unique, denoted by $T_xf$ and called the differential of $f$ at $x$.



        Proof. Assume that there exists a linear map $ell'colonmathbb{R}^mtomathbb{R}^n$ such that $f(x+h)=f(x)+ell'(h)+o(h)$, then:
        $$(ell-ell')(h)=o(h).$$
        Let $hinmathbb{R}^nsetminus{0}$ and $tinmathbb{R}^*$, then $displaystylefrac{(ell-ell')(th)}{|th|}=frac{(ell-ell')(h)}{|h|}$ converges toward $0$ when $t$ goes to $0$, therefore:
        $$ell(h)=ell'(h),$$
        and this also holds for $h=0$. $Box$



        Remark. This definition can be extended to maps defined only on an open set of $mathbb{R}^m$, as $x+h$ would fall in this open set for $h$ being sufficiently small.



        I won't explain how to define the tangent space of a manifold and the tangent map of a differentiable function as it is tedious and quite long. However, the main idea is that a manifold is locally an open set of some $mathbb{R}^m$.



        I recommend you have a look at An introduction to Differential Manifolds by J. Lafontaine.







        share|cite|improve this answer














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        share|cite|improve this answer








        edited 2 days ago

























        answered 2 days ago









        C. FalconC. Falcon

        15.1k41950




        15.1k41950






























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