Difference between revisions of "Second variation"
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+ | A special case of the $n$-th [[Variation of a functional|variation of a functional]] (see also [[Gâteaux variation|Gâteaux variation]]), generalizing the concept of the second derivative of a function of several variables. It is used in the calculus of variations. According to the general definition, the second variation at a point $x_0$ of a functional $f(x)$, defined on a normed space $X$, is | ||
+ | |||
+ | $$ \delta^2 f (x_0, h) = \frac{d^2}{d t^2} f (x_0 + th) |_{t = 0} $$ | ||
If the first variation is zero, the non-negativity of the second variation is a necessary, and the strict positivity | If the first variation is zero, the non-negativity of the second variation is a necessary, and the strict positivity | ||
− | |||
− | a sufficient, condition (under certain assumptions) for a local minimum of | + | $$ \delta^2 f (x_0, h) \geqslant \alpha \| h \|^2, \hspace{1em} \alpha > 0 $$ |
+ | |||
+ | |||
+ | a sufficient, condition (under certain assumptions) for a local minimum of $f(x)$ at the point $x_0$. | ||
In the simplest (vector) problem of the classical calculus of variations, the second variation of the functional | In the simplest (vector) problem of the classical calculus of variations, the second variation of the functional | ||
− | + | $$ | |
+ | J (x) \ = \ | ||
+ | \int\limits _ {t _ 0} ^ {t _ 1} | ||
+ | L (t,\ x,\ \dot{x} ) \ dt; \ \ | ||
+ | L: \ [t _{0} ,\ t _{1} ] \times | ||
+ | \mathbf R ^{n} \times \mathbf R ^{n} \rightarrow \mathbf R , | ||
+ | $$ | ||
+ | |||
+ | |||
+ | considered on the vector functions of class $ C ^{1} $ | ||
+ | with fixed boundary values $ x( t _{0} ) = x _{0} $, | ||
+ | $ x (t _{1} ) = x _{1} $, | ||
+ | has the form | ||
+ | |||
+ | $$ \tag{*} | ||
+ | \delta ^{2} J (x _{0} ,\ h) \ = \ | ||
+ | \int\limits _ {t _ 0} ^ {t _ 1} | ||
+ | ( \langle A (t) \dot{h} (t),\ \dot{h} (t) \rangle + | ||
+ | $$ | ||
+ | |||
+ | |||
+ | $$ | ||
+ | + | ||
+ | {} 2 \langle B (t) \dot{h} (t),\ h (t)\rangle + \langle C (t) h (t) ,\ h (t)\rangle ) \ dt, | ||
+ | $$ | ||
+ | |||
− | + | where $ \langle \cdot ,\ \cdot \rangle $ | |
+ | denotes the standard inner product in $ \mathbf R ^{n} $, | ||
+ | while $ A(t) $, | ||
+ | $ B(t) $, | ||
+ | $ C(t) $ | ||
+ | are matrices with respective coefficients | ||
− | + | $$ | |
− | + | \frac{\partial ^{2} L}{\partial \dot{x} \partial \dot{x}} | |
+ | ,\ \ | ||
+ | \frac{\partial ^{2} L}{\partial x \partial \dot{x}} | ||
+ | ,\ \ | ||
+ | \frac{\partial ^{2} L}{\partial x \partial x} | ||
− | + | $$ | |
− | |||
− | (the derivatives are evaluated at the points of the curve | + | (the derivatives are evaluated at the points of the curve $ x _{0} (t) $). |
+ | It is expedient to consider the functional of $ h $ | ||
+ | defined by (*) not only on the space $ C ^{1} $, | ||
+ | but also on the wider space $ W _{2} ^{1} $ | ||
+ | of absolutely-continuous vector functions with a square-integrable modulus of the derivative. In this case the non-negativity and strict positivity of the second variation are formulated in terms of the non-negativity and strict positivity of the matrix $ A(t) $([[ | ||
+ | Legendre condition|Legendre condition]]) and the absence of conjugate points ([[Jacobi condition|Jacobi condition]]), which are necessary conditions for a weak minimum in the calculus of variations. | ||
− | A study of the second variation for extremals which may or may not supply a minimum (but, as before, satisfy the Legendre condition) has been carried out in [[Variational calculus in the large|variational calculus in the large]] [[#References|[1]]]. The most important result was the coincidence of the [[Morse index|Morse index]] of the second variation with the number of points conjugate to | + | A study of the second variation for extremals which may or may not supply a minimum (but, as before, satisfy the Legendre condition) has been carried out in [[Variational calculus in the large|variational calculus in the large]] [[#References|[1]]]. The most important result was the coincidence of the [[Morse index|Morse index]] of the second variation with the number of points conjugate to $ t _{0} $ |
+ | on the interval $ (t _{0} ,\ t _{1} ) $[[#References|[2]]]. | ||
====References==== | ====References==== | ||
<table><TR><TD valign="top">[1]</TD> <TD valign="top"> M. Morse, "The calculus of variations in the large" , Amer. Math. Soc. (1934)</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> J.W. Milnor, "Morse theory" , Princeton Univ. Press (1963)</TD></TR></table> | <table><TR><TD valign="top">[1]</TD> <TD valign="top"> M. Morse, "The calculus of variations in the large" , Amer. Math. Soc. (1934)</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> J.W. Milnor, "Morse theory" , Princeton Univ. Press (1963)</TD></TR></table> |
Latest revision as of 20:03, 28 January 2020
A special case of the $n$-th variation of a functional (see also Gâteaux variation), generalizing the concept of the second derivative of a function of several variables. It is used in the calculus of variations. According to the general definition, the second variation at a point $x_0$ of a functional $f(x)$, defined on a normed space $X$, is
$$ \delta^2 f (x_0, h) = \frac{d^2}{d t^2} f (x_0 + th) |_{t = 0} $$
If the first variation is zero, the non-negativity of the second variation is a necessary, and the strict positivity
$$ \delta^2 f (x_0, h) \geqslant \alpha \| h \|^2, \hspace{1em} \alpha > 0 $$
a sufficient, condition (under certain assumptions) for a local minimum of $f(x)$ at the point $x_0$.
In the simplest (vector) problem of the classical calculus of variations, the second variation of the functional
$$ J (x) \ = \ \int\limits _ {t _ 0} ^ {t _ 1} L (t,\ x,\ \dot{x} ) \ dt; \ \ L: \ [t _{0} ,\ t _{1} ] \times \mathbf R ^{n} \times \mathbf R ^{n} \rightarrow \mathbf R , $$
considered on the vector functions of class $ C ^{1} $
with fixed boundary values $ x( t _{0} ) = x _{0} $,
$ x (t _{1} ) = x _{1} $,
has the form
$$ \tag{*} \delta ^{2} J (x _{0} ,\ h) \ = \ \int\limits _ {t _ 0} ^ {t _ 1} ( \langle A (t) \dot{h} (t),\ \dot{h} (t) \rangle + $$
$$
+
{} 2 \langle B (t) \dot{h} (t),\ h (t)\rangle + \langle C (t) h (t) ,\ h (t)\rangle ) \ dt,
$$
where $ \langle \cdot ,\ \cdot \rangle $
denotes the standard inner product in $ \mathbf R ^{n} $,
while $ A(t) $,
$ B(t) $,
$ C(t) $
are matrices with respective coefficients
$$ \frac{\partial ^{2} L}{\partial \dot{x} \partial \dot{x}} ,\ \ \frac{\partial ^{2} L}{\partial x \partial \dot{x}} ,\ \ \frac{\partial ^{2} L}{\partial x \partial x} $$
(the derivatives are evaluated at the points of the curve $ x _{0} (t) $).
It is expedient to consider the functional of $ h $
defined by (*) not only on the space $ C ^{1} $,
but also on the wider space $ W _{2} ^{1} $
of absolutely-continuous vector functions with a square-integrable modulus of the derivative. In this case the non-negativity and strict positivity of the second variation are formulated in terms of the non-negativity and strict positivity of the matrix $ A(t) $([[
Legendre condition|Legendre condition]]) and the absence of conjugate points (Jacobi condition), which are necessary conditions for a weak minimum in the calculus of variations.
A study of the second variation for extremals which may or may not supply a minimum (but, as before, satisfy the Legendre condition) has been carried out in variational calculus in the large [1]. The most important result was the coincidence of the Morse index of the second variation with the number of points conjugate to $ t _{0} $ on the interval $ (t _{0} ,\ t _{1} ) $[2].
References
[1] | M. Morse, "The calculus of variations in the large" , Amer. Math. Soc. (1934) |
[2] | J.W. Milnor, "Morse theory" , Princeton Univ. Press (1963) |
Second variation. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Second_variation&oldid=18617