"Don't panic!"
- 600
- 8
I have a few conceptual questions that I'd like to clear up if possible.
The first is about directional derivatives in general. If one has a function f defined in some region and one wishes to know the rate of change of that function (i.e. its derivative) along a particular direction in that region, is the reason why one specifies a curve along the direction one wishes to consider because the curve specifies the direction (in a sense)? That is, if we choose a curve \gamma (parametrised by t) along some direction in the region in which f is defined, then we can evaluate the function along that curve by composing f with \gamma, i.e. f\circ\gamma. Then for each value of \gamma we can evaluate f at that point and as such, the rate of change of the function along the direction defined by the curve (at a particular point) \gamma is given by \frac{d}{dt}(f\circ\gamma) Would this be correct?
When it comes to defining tangent vectors on manifolds, is the point that we define a curve \gamma : (-\varepsilon, \varepsilon)\rightarrow M such that a particular direction along the manifold, at a given point p\in M, is specified. Then we can consider function f:M\rightarrow\mathbb{R} and evaluate this function along the curve \gamma at the point p\in M. This involves composing the function with the curve \gamma and noting that \gamma (0)=p. Then, \frac{d}{dt}(f\circ\gamma)\bigg\vert_{p} which is the derivative of f along a particular direction (specified by \gamma) on the manifold at a given point p\in M. We note that, in general, there will be more than one curve that will have the same tangent at a given point, and so we identify a tangent vector at the point p\in M as an equivalence class of curves passing through p\in M and satisfying (\phi\circ\gamma_{1})'(0)=(\phi\circ\gamma_{2})'(0) (where \phi is some coordinate chart)?!
Adding to this, I was asked a question as to way we don't consider the parameter t to be a one-dimensional coordinate system for the curve \gamma?! My response was that t simply parametrises a curve in M, each value of t\in(-\varepsilon, \varepsilon)\subset\mathbb{R} is mapped to a specific point on the manifold, i.e. t\mapsto \gamma (t)=p\in M, however, this doesn't specify the actual location of the point on the manifold and therefore t is not a coordinate; one requires a mapping from M to \mathbb{R}^{n} in order to specify the actual location of the point in terms of an n-tuple of coordinate values. I'm unsure whether this is a valid argument though?!
My second question is, given a function F: \mathbb{R}^{n}\rightarrow\mathbb{R} is it valid to consider a curve \gamma :[0,1]\rightarrow\mathbb{R}^{n} defined such that \gamma (0)=a\in\mathbb{R}^{n} and \gamma (1)=x\in\mathbb{R}^{n}, and express it as \gamma(t)=(x^{1}(t),\ldots,x^{n}(t))=\gamma (0)+t\left(\gamma (1)-\gamma (0)\right)=a+t(x-a) where the x^{i}:[0,1]\rightarrow\mathbb{R} are coordinate functions defined by x^{i}(t)=a^{i}+t\left(x^{i}-a^{i}\right) Then one can write \frac{d}{dt}\left((F\circ\gamma)(t)\right)= \frac{d}{dt}\left(F(\gamma(t))\right)=\frac{d}{dt}\left(F((x^{1}(t),\ldots,x^{n}(t)))\right) \\ \qquad\qquad\qquad\qquad\qquad\qquad\;\;\;=\sum_{i=1}^{n}\frac{\partial F(a+t(x-a))}{\partial x^{i}}\frac{dx^{i}}{dt} \\ \qquad\qquad\qquad\qquad\qquad\qquad\;\;\;=\sum_{i=1}^{n}\frac{\partial F(a+t(x-a))}{\partial x^{i}}\left(x^{i}-a^{i}\right) and as x\in\mathbb{R}^{n} was chosen arbitrarily, this result holds \forall x\in\mathbb{R}^{n}. Would this be valid?
The first is about directional derivatives in general. If one has a function f defined in some region and one wishes to know the rate of change of that function (i.e. its derivative) along a particular direction in that region, is the reason why one specifies a curve along the direction one wishes to consider because the curve specifies the direction (in a sense)? That is, if we choose a curve \gamma (parametrised by t) along some direction in the region in which f is defined, then we can evaluate the function along that curve by composing f with \gamma, i.e. f\circ\gamma. Then for each value of \gamma we can evaluate f at that point and as such, the rate of change of the function along the direction defined by the curve (at a particular point) \gamma is given by \frac{d}{dt}(f\circ\gamma) Would this be correct?
When it comes to defining tangent vectors on manifolds, is the point that we define a curve \gamma : (-\varepsilon, \varepsilon)\rightarrow M such that a particular direction along the manifold, at a given point p\in M, is specified. Then we can consider function f:M\rightarrow\mathbb{R} and evaluate this function along the curve \gamma at the point p\in M. This involves composing the function with the curve \gamma and noting that \gamma (0)=p. Then, \frac{d}{dt}(f\circ\gamma)\bigg\vert_{p} which is the derivative of f along a particular direction (specified by \gamma) on the manifold at a given point p\in M. We note that, in general, there will be more than one curve that will have the same tangent at a given point, and so we identify a tangent vector at the point p\in M as an equivalence class of curves passing through p\in M and satisfying (\phi\circ\gamma_{1})'(0)=(\phi\circ\gamma_{2})'(0) (where \phi is some coordinate chart)?!
Adding to this, I was asked a question as to way we don't consider the parameter t to be a one-dimensional coordinate system for the curve \gamma?! My response was that t simply parametrises a curve in M, each value of t\in(-\varepsilon, \varepsilon)\subset\mathbb{R} is mapped to a specific point on the manifold, i.e. t\mapsto \gamma (t)=p\in M, however, this doesn't specify the actual location of the point on the manifold and therefore t is not a coordinate; one requires a mapping from M to \mathbb{R}^{n} in order to specify the actual location of the point in terms of an n-tuple of coordinate values. I'm unsure whether this is a valid argument though?!
My second question is, given a function F: \mathbb{R}^{n}\rightarrow\mathbb{R} is it valid to consider a curve \gamma :[0,1]\rightarrow\mathbb{R}^{n} defined such that \gamma (0)=a\in\mathbb{R}^{n} and \gamma (1)=x\in\mathbb{R}^{n}, and express it as \gamma(t)=(x^{1}(t),\ldots,x^{n}(t))=\gamma (0)+t\left(\gamma (1)-\gamma (0)\right)=a+t(x-a) where the x^{i}:[0,1]\rightarrow\mathbb{R} are coordinate functions defined by x^{i}(t)=a^{i}+t\left(x^{i}-a^{i}\right) Then one can write \frac{d}{dt}\left((F\circ\gamma)(t)\right)= \frac{d}{dt}\left(F(\gamma(t))\right)=\frac{d}{dt}\left(F((x^{1}(t),\ldots,x^{n}(t)))\right) \\ \qquad\qquad\qquad\qquad\qquad\qquad\;\;\;=\sum_{i=1}^{n}\frac{\partial F(a+t(x-a))}{\partial x^{i}}\frac{dx^{i}}{dt} \\ \qquad\qquad\qquad\qquad\qquad\qquad\;\;\;=\sum_{i=1}^{n}\frac{\partial F(a+t(x-a))}{\partial x^{i}}\left(x^{i}-a^{i}\right) and as x\in\mathbb{R}^{n} was chosen arbitrarily, this result holds \forall x\in\mathbb{R}^{n}. Would this be valid?