Difference between revisions of "Linear ordinary differential equation with constant coefficients"
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An ordinary differential equation (cf. [[Differential equation, ordinary|Differential equation, ordinary]]) of the form | An ordinary differential equation (cf. [[Differential equation, ordinary|Differential equation, ordinary]]) of the form | ||
− | + | $$ \tag{1 } | |
+ | x ^ {( n)} + a _ {1} x ^ {( n- 1)} + \dots + a _ {n} x = f ( t) , | ||
+ | $$ | ||
− | where | + | where $ x ( t) $ |
+ | is the unknown function, $ a _ {1} \dots a _ {n} $ | ||
+ | are given real numbers and $ f ( t) $ | ||
+ | is a given real function. | ||
The homogeneous equation corresponding to (1), | The homogeneous equation corresponding to (1), | ||
− | + | $$ \tag{2 } | |
+ | x ^ {( n)} + a _ {1} x ^ {( n- 1)} + \dots + a _ {n} x = 0 , | ||
+ | $$ | ||
+ | |||
+ | can be integrated as follows. Let $ \lambda _ {1} \dots \lambda _ {k} $ | ||
+ | be all the distinct roots of the characteristic equation | ||
− | + | $$ \tag{3 } | |
+ | \lambda ^ {n} + a _ {1} \lambda ^ {n- 1} + \dots + a _ {n- 1} \lambda + a _ {n} = 0 | ||
+ | $$ | ||
− | + | with multiplicities $ l _ {1} \dots l _ {k} $, | |
+ | respectively, $ l _ {1} + \dots + l _ {k} = n $. | ||
+ | Then the functions | ||
− | + | $$ \tag{4 } | |
+ | e ^ {\lambda _ {j} t } ,\ | ||
+ | t e ^ {\lambda _ {j} t } \dots t ^ {l _ {j} - 1 } e ^ {\lambda _ {j} t } ,\ j = 1 \dots k , | ||
+ | $$ | ||
− | + | are linearly independent (generally speaking, complex) solutions of (2), that is, they form a [[Fundamental system of solutions|fundamental system of solutions]]. The general solution of (2) is a linear combination, with arbitrary constant coefficients, of the fundamental system of solutions. If $ \lambda _ {j} = \alpha _ {j} + \beta _ {j} i $ | |
+ | is a complex number, then for every integer $ m $, | ||
+ | $ 0 \leq m \leq l _ {j} - 1 $, | ||
+ | the real part $ t ^ {m} e ^ {\alpha _ {j} t } \cos \beta _ {j} t $ | ||
+ | and the imaginary part $ t ^ {m} e ^ {\alpha _ {j} t } \sin \beta _ {j} t $ | ||
+ | of the complex solution $ t ^ {m} e ^ {\lambda _ {j} t } $ | ||
+ | are linearly independent real solutions of (2), and to a pair of complex conjugate roots $ \alpha _ {j} \pm \beta _ {j} i $ | ||
+ | of multiplicity $ l _ {j} $ | ||
+ | correspond $ 2 l _ {j} $ | ||
+ | linearly independent real solutions | ||
− | + | $$ | |
+ | t ^ {m} e ^ {\alpha _ {j} t } \cos \beta _ {j} \ \ | ||
+ | \textrm{ and } \ t ^ {m} e ^ {\alpha _ {j} t } \sin \ | ||
+ | \beta _ {j} t ,\ m = 0 \dots l _ {j} - 1 . | ||
+ | $$ | ||
− | + | The inhomogeneous equation (1) can be integrated by the method of [[Variation of constants|variation of constants]]. If $ f $ | |
+ | is a quasi-polynomial, i.e. | ||
− | + | $$ | |
+ | f( t) = e ^ {at} ( p _ {m} ( t) \cos bt + q _ {m} ( t) \sin bt ), | ||
+ | $$ | ||
− | + | where $ p _ {m} $ | |
+ | and $ q _ {m} $ | ||
+ | are polynomials of degree $ \leq m $, | ||
+ | and if the number $ a + b i $ | ||
+ | is not a root of (3), one looks for a particular solution of (1) in the form | ||
− | + | $$ \tag{5 } | |
+ | x _ {0} ( t) = e ^ {at} ( P _ {m} ( t) \cos b t + Q _ {m} ( t) \sin b t ) . | ||
+ | $$ | ||
− | + | Here $ P _ {m} $ | |
+ | and $ Q _ {m} $ | ||
+ | are polynomials of degree $ m $ | ||
+ | with undetermined coefficients, which are found by substituting (5) into (1). If $ a + b i $ | ||
+ | is a root of (3) of multiplicity $ k $, | ||
+ | then one looks for a particular solution of (1) in the form | ||
− | + | $$ | |
+ | x _ {0} = t ^ {k} e ^ {at} ( P _ {m} ( t) \cos b t + Q _ {m} ( t) \sin b t ) | ||
+ | $$ | ||
− | + | by the method of undetermined coefficients. If $ x _ {0} ( t) $ | |
+ | is a particular solution of the inhomogeneous equation (1) and $ x _ {1} ( t) \dots x _ {n} ( t) $ | ||
+ | is a fundamental system of solutions of the corresponding homogeneous equation (2), then the general solution of (1) is given by the formula | ||
− | + | $$ | |
+ | x( t) = x _ {0} ( t) + C _ {1} x _ {1} ( t) + \dots + C _ {n} x _ {n} ( t) , | ||
+ | $$ | ||
− | + | where $ C _ {1} \dots C _ {n} $ | |
+ | are arbitrary constants. | ||
− | + | A homogeneous system of linear differential equations of order $ n $, | |
− | A | + | $$ \tag{6 } |
+ | \dot{x} = A x , | ||
+ | $$ | ||
− | + | where $ x \in \mathbf R ^ {n} $ | |
+ | is the unknown vector and $ A $ | ||
+ | is a constant real $ n \times n $ | ||
+ | matrix, can be integrated as follows. If $ \lambda $ | ||
+ | is a real eigen value of multiplicity $ k $ | ||
+ | of the matrix $ A $, | ||
+ | then one looks for a solution $ x = ( x _ {1} \dots x _ {n} ) $ | ||
+ | corresponding to $ \lambda $ | ||
+ | in the form | ||
− | + | $$ \tag{7 } | |
+ | x _ {1} = P _ {1} ( t) e ^ {\lambda t } \dots | ||
+ | x _ {n} = P _ {n} ( t) e ^ {\lambda t } . | ||
+ | $$ | ||
− | + | Here $ P _ {1} ( t) \dots P _ {n} ( t) $ | |
+ | are polynomials of degree $ k - 1 $ | ||
+ | with undetermined coefficients, which are found by substituting (7) into (6); there are exactly $ k $ | ||
+ | linearly independent solutions of the form (7). If $ \lambda $ | ||
+ | is a complex eigen value of multiplicity $ k $, | ||
+ | then the real and imaginary parts of the complex solutions of the form (7) form $ 2 k $ | ||
+ | linearly independent real solutions of (6), and a pair of complex conjugate eigen values $ \lambda $ | ||
+ | and $ \overline \lambda \; $ | ||
+ | of multiplicity $ k $ | ||
+ | of the matrix $ A $ | ||
+ | generates $ 2 k $ | ||
+ | linearly independent real solutions of (6). Taking all eigen values of $ A $, | ||
+ | one finds $ 2 n $ | ||
+ | linearly independent solutions, that is, a fundamental system of solutions. The general solution of (6) is a linear combination, with arbitrary constant coefficients, of the solutions that form the fundamental system. | ||
− | + | The matrix $ X ( t) = e ^ {At} $ | |
+ | is the [[Fundamental matrix|fundamental matrix]] of the system (7), normalized at the origin, since $ X ( 0) = E $, | ||
+ | the unit matrix. Here | ||
− | + | $$ | |
+ | e ^ {At} = E + | ||
+ | \sum _ { k= 1} ^ \infty | ||
− | + | \frac{A ^ {k} t ^ {k} }{k ! } | |
+ | , | ||
+ | $$ | ||
− | and this matrix series converges absolutely for any matrix | + | and this matrix series converges absolutely for any matrix $ A $ |
+ | and all real $ t $. | ||
+ | Every other fundamental matrix of the system (6) has the form $ e ^ {At} C $, | ||
+ | where $ C $ | ||
+ | is a constant non-singular matrix of order $ n $. | ||
====References==== | ====References==== | ||
<table><TR><TD valign="top">[1]</TD> <TD valign="top"> L.S. Pontryagin, "Ordinary differential equations" , Addison-Wesley (1962) (Translated from Russian)</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> V.I. Arnol'd, "Ordinary differential equations" , M.I.T. (1973) (Translated from Russian)</TD></TR><TR><TD valign="top">[3]</TD> <TD valign="top"> B.P. Demidovich, "Lectures on the mathematical theory of stability" , Moscow (1967) (In Russian)</TD></TR></table> | <table><TR><TD valign="top">[1]</TD> <TD valign="top"> L.S. Pontryagin, "Ordinary differential equations" , Addison-Wesley (1962) (Translated from Russian)</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> V.I. Arnol'd, "Ordinary differential equations" , M.I.T. (1973) (Translated from Russian)</TD></TR><TR><TD valign="top">[3]</TD> <TD valign="top"> B.P. Demidovich, "Lectures on the mathematical theory of stability" , Moscow (1967) (In Russian)</TD></TR></table> |
Latest revision as of 02:15, 23 January 2022
An ordinary differential equation (cf. Differential equation, ordinary) of the form
$$ \tag{1 } x ^ {( n)} + a _ {1} x ^ {( n- 1)} + \dots + a _ {n} x = f ( t) , $$
where $ x ( t) $ is the unknown function, $ a _ {1} \dots a _ {n} $ are given real numbers and $ f ( t) $ is a given real function.
The homogeneous equation corresponding to (1),
$$ \tag{2 } x ^ {( n)} + a _ {1} x ^ {( n- 1)} + \dots + a _ {n} x = 0 , $$
can be integrated as follows. Let $ \lambda _ {1} \dots \lambda _ {k} $ be all the distinct roots of the characteristic equation
$$ \tag{3 } \lambda ^ {n} + a _ {1} \lambda ^ {n- 1} + \dots + a _ {n- 1} \lambda + a _ {n} = 0 $$
with multiplicities $ l _ {1} \dots l _ {k} $, respectively, $ l _ {1} + \dots + l _ {k} = n $. Then the functions
$$ \tag{4 } e ^ {\lambda _ {j} t } ,\ t e ^ {\lambda _ {j} t } \dots t ^ {l _ {j} - 1 } e ^ {\lambda _ {j} t } ,\ j = 1 \dots k , $$
are linearly independent (generally speaking, complex) solutions of (2), that is, they form a fundamental system of solutions. The general solution of (2) is a linear combination, with arbitrary constant coefficients, of the fundamental system of solutions. If $ \lambda _ {j} = \alpha _ {j} + \beta _ {j} i $ is a complex number, then for every integer $ m $, $ 0 \leq m \leq l _ {j} - 1 $, the real part $ t ^ {m} e ^ {\alpha _ {j} t } \cos \beta _ {j} t $ and the imaginary part $ t ^ {m} e ^ {\alpha _ {j} t } \sin \beta _ {j} t $ of the complex solution $ t ^ {m} e ^ {\lambda _ {j} t } $ are linearly independent real solutions of (2), and to a pair of complex conjugate roots $ \alpha _ {j} \pm \beta _ {j} i $ of multiplicity $ l _ {j} $ correspond $ 2 l _ {j} $ linearly independent real solutions
$$ t ^ {m} e ^ {\alpha _ {j} t } \cos \beta _ {j} \ \ \textrm{ and } \ t ^ {m} e ^ {\alpha _ {j} t } \sin \ \beta _ {j} t ,\ m = 0 \dots l _ {j} - 1 . $$
The inhomogeneous equation (1) can be integrated by the method of variation of constants. If $ f $ is a quasi-polynomial, i.e.
$$ f( t) = e ^ {at} ( p _ {m} ( t) \cos bt + q _ {m} ( t) \sin bt ), $$
where $ p _ {m} $ and $ q _ {m} $ are polynomials of degree $ \leq m $, and if the number $ a + b i $ is not a root of (3), one looks for a particular solution of (1) in the form
$$ \tag{5 } x _ {0} ( t) = e ^ {at} ( P _ {m} ( t) \cos b t + Q _ {m} ( t) \sin b t ) . $$
Here $ P _ {m} $ and $ Q _ {m} $ are polynomials of degree $ m $ with undetermined coefficients, which are found by substituting (5) into (1). If $ a + b i $ is a root of (3) of multiplicity $ k $, then one looks for a particular solution of (1) in the form
$$ x _ {0} = t ^ {k} e ^ {at} ( P _ {m} ( t) \cos b t + Q _ {m} ( t) \sin b t ) $$
by the method of undetermined coefficients. If $ x _ {0} ( t) $ is a particular solution of the inhomogeneous equation (1) and $ x _ {1} ( t) \dots x _ {n} ( t) $ is a fundamental system of solutions of the corresponding homogeneous equation (2), then the general solution of (1) is given by the formula
$$ x( t) = x _ {0} ( t) + C _ {1} x _ {1} ( t) + \dots + C _ {n} x _ {n} ( t) , $$
where $ C _ {1} \dots C _ {n} $ are arbitrary constants.
A homogeneous system of linear differential equations of order $ n $,
$$ \tag{6 } \dot{x} = A x , $$
where $ x \in \mathbf R ^ {n} $ is the unknown vector and $ A $ is a constant real $ n \times n $ matrix, can be integrated as follows. If $ \lambda $ is a real eigen value of multiplicity $ k $ of the matrix $ A $, then one looks for a solution $ x = ( x _ {1} \dots x _ {n} ) $ corresponding to $ \lambda $ in the form
$$ \tag{7 } x _ {1} = P _ {1} ( t) e ^ {\lambda t } \dots x _ {n} = P _ {n} ( t) e ^ {\lambda t } . $$
Here $ P _ {1} ( t) \dots P _ {n} ( t) $ are polynomials of degree $ k - 1 $ with undetermined coefficients, which are found by substituting (7) into (6); there are exactly $ k $ linearly independent solutions of the form (7). If $ \lambda $ is a complex eigen value of multiplicity $ k $, then the real and imaginary parts of the complex solutions of the form (7) form $ 2 k $ linearly independent real solutions of (6), and a pair of complex conjugate eigen values $ \lambda $ and $ \overline \lambda \; $ of multiplicity $ k $ of the matrix $ A $ generates $ 2 k $ linearly independent real solutions of (6). Taking all eigen values of $ A $, one finds $ 2 n $ linearly independent solutions, that is, a fundamental system of solutions. The general solution of (6) is a linear combination, with arbitrary constant coefficients, of the solutions that form the fundamental system.
The matrix $ X ( t) = e ^ {At} $ is the fundamental matrix of the system (7), normalized at the origin, since $ X ( 0) = E $, the unit matrix. Here
$$ e ^ {At} = E + \sum _ { k= 1} ^ \infty \frac{A ^ {k} t ^ {k} }{k ! } , $$
and this matrix series converges absolutely for any matrix $ A $ and all real $ t $. Every other fundamental matrix of the system (6) has the form $ e ^ {At} C $, where $ C $ is a constant non-singular matrix of order $ n $.
References
[1] | L.S. Pontryagin, "Ordinary differential equations" , Addison-Wesley (1962) (Translated from Russian) |
[2] | V.I. Arnol'd, "Ordinary differential equations" , M.I.T. (1973) (Translated from Russian) |
[3] | B.P. Demidovich, "Lectures on the mathematical theory of stability" , Moscow (1967) (In Russian) |
Linear ordinary differential equation with constant coefficients. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Linear_ordinary_differential_equation_with_constant_coefficients&oldid=14330