Coupled & Second Order Differential Equations (DP IB Applications & Interpretation (AI))

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  • fraction numerator d x over denominator d t end fraction equals a x plus b y

    fraction numerator d y over denominator d t end fraction equals c x plus d y

    What is the matrix equation that corresponds to the coupled differential equations above?

    fraction numerator d x over denominator d t end fraction equals a x plus b y

    fraction numerator d y over denominator d t end fraction equals c x plus d y

    The matrix equation that corresponds to the coupled differential equations above is open parentheses table row cell x with dot on top end cell row cell y with dot on top end cell end table close parentheses equals open parentheses table row a b row c d end table close parentheses open parentheses table row x row y end table close parentheses where x with dot on top equals fraction numerator d x over denominator d t end fraction and y with dot on top equals fraction numerator d y over denominator d t end fraction. This is commonly written as bold italic x with bold dot on top bold equals bold italic M bold italic x.

  • What is a phase portrait?

    A phase portrait is a diagram showing the trajectories of solutions over time for different initial conditions.

  • If the matrix bold italic M has distinct, real, non-zero eigenvalues, lambda subscript 1 and lambda subscript 2, and bold italic p subscript 1 and bold italic p subscript 2 are corresponding eigenvectors, then what is the general solution to bold italic x with bold dot on top bold equals bold italic M bold italic x?

    If the matrix bold italic M has distinct, real, non-zero eigenvalues, lambda subscript 1 and lambda subscript 2, and bold italic p subscript 1 and bold italic p subscript 2 are corresponding eigenvectors, then the general solution to bold italic x with bold dot on top bold equals bold italic M bold italic x is bold italic x equals A straight e to the power of lambda subscript 1 t end exponent bold italic p subscript 1 plus B straight e to the power of lambda subscript 2 t end exponent bold italic p subscript bold 2.

    This is given in the formula booklet.

  • True or False?

    If the matrix bold italic M has distinct, real, non-zero eigenvalues, lambda subscript 1 and lambda subscript 2, where lambda subscript 1 greater than lambda subscript 2, then the solution trajectories are approximately parallel to an eigenvector corresponding to lambda subscript 1 as t tends to infinity.

    True.

    If the matrix bold italic M has distinct, real, non-zero eigenvalues, lambda subscript 1 and lambda subscript 2, where lambda subscript 1 greater than lambda subscript 2, then the solution trajectories are approximately parallel to an eigenvector corresponding to lambda subscript 1 as t tends to infinity.

    The eigenvector corresponding to the larger eigenvalue has a bigger effect for larger values of t.

  • The matrix bold italic M has distinct, positive eigenvalues, lambda subscript 1 and lambda subscript 2, where lambda subscript 1 greater than lambda subscript 2, and bold italic p subscript 1 and bold italic p subscript 2 are corresponding eigenvectors. Describe the phase portrait for the solutions to bold italic x with bold dot on top bold equals bold italic M bold italic x.

    If both eigenvalues are positive with lambda subscript 1 greater than lambda subscript 2, then all the solution trajectories move away from the origin as t increases. Initially, the trajectories are approximately parallel to bold italic p subscript 2 and as t gets large they are approximately parallel to bold italic p subscript 1.

    A vector field diagram in a two-dimensional plane with trajectories emanating from and converging to the origin. Trajectories tend towards vectors that are parallel with the eigenvector with the greatest eigenvalue.
  • The matrix bold italic M has distinct, negative eigenvalues, lambda subscript 1 and lambda subscript 2, where lambda subscript 1 greater than lambda subscript 2, and bold italic p subscript 1 and bold italic p subscript 2 are corresponding eigenvectors. Describe the phase portrait for the solutions to bold italic x with bold dot on top bold equals bold italic M bold italic x.

    If both eigenvalues are negative with lambda subscript 1 greater than lambda subscript 2, then all the solution trajectories move towards the origin as t increases. Initially, the trajectories are approximately parallel to bold italic p subscript 2 and as t gets large they are approximately parallel to bold italic p subscript 1.

    A vector field diagram in a two-dimensional plane with trajectories converging to the origin. Trajectories tend towards vectors that are parallel with the eigenvector with the greatest eigenvalue.
  • The matrix bold italic M has distinct, real, eigenvalues, lambda subscript 1 and lambda subscript 2, where lambda subscript 1 greater than 0 greater than lambda subscript 2, and bold italic p subscript 1 and bold italic p subscript 2 are corresponding eigenvectors. Describe the phase portrait for the solutions to bold italic x with bold dot on top bold equals bold italic M bold italic x.

    If both eigenvalues have different signs then all the solution trajectories move towards the origin and then move away from the origin as t increases. The origin is called a saddle point. Initially, if lambda subscript 1 greater than 0 greater than lambda subscript 2, the trajectories are approximately parallel to bold italic p subscript 2 and as t gets large they are approximately parallel to bold italic p subscript 1.

    A vector field diagram in a two-dimensional plane with trajectories which move towards the origin and then move away from it. Trajectories tend towards vectors that are parallel with the eigenvector with the greatest eigenvalue.
  • The matrix bold italic M has imaginary eigenvalues. Describe the phase portrait for the solutions to bold italic x with bold dot on top bold equals bold italic M bold italic x.

    If the eigenvalues are imaginary then all the solution trajectories are circles or ellipses with centres at the origin.

    Graph with concentric ellipses, centred on the y-axis, rotating clockwise. Arrows on the ellipses show the direction of motion.
  • If the solution trajectories form circles, ellipses or spirals, how can you determine whether they move clockwise or anticlockwise?

    If the solution trajectories form circles, ellipses or spirals, then you can determine whether they move clockwise or anticlockwise by finding the value of fraction numerator d x over denominator d t end fraction at a point on the y-axis or the value of fraction numerator d y over denominator d t end fractionat a point on the x-axis.

    For example, if y with dot on top less than 0 at (1, 0) or if if x with dot on top greater than 0 at (0, 1) then the motion is clockwise.

    Graph with concentric ellipses, centred on the y-axis, rotating clockwise. Arrows on the ellipses show the direction of motion.
  • The matrix bold italic M has two non-real eigenvalues that are complex conjugates with non-zero real parts. Describe the phase portrait for the solutions to bold italic x with bold dot on top bold equals bold italic M bold italic x.

    If the eigenvalues are complex conjugates then all the solution trajectories are spirals.

    Phase portraits contain spirals either going from the origin or converging to the origin.
  • True or False?

    If the imaginary parts of complex eigenvalues are positive, then the solution trajectories move away from the origin.

    False.

    If the real parts of complex eigenvalues are positive, then the solution trajectories (spirals) move away from the origin.

  • In a phase portrait for the solutions to bold italic x with bold dot on top equals bold italic M bold italic x, what can you say about the eigenvalues if the solutions are moving away from the origin for all values of t?

    In a phase portrait for the solutions to bold italic x with bold dot on top equals bold italic M bold italic x, if the solutions are moving away from the origin for all values of t, then the eigenvalues are distinct and the real parts of both are positive.

    This includes the case where they are both real and positive.

  • What is an equilibrium point of a solution to a coupled differential equation?

    An equilibrium point of a solution to a coupled differential equation is a point where both fraction numerator d x over denominator d t end fraction equals 0 and fraction numerator d y over denominator d t end fraction equals 0.

  • What is a stable equilibrium point?

    A stable equilibrium point is an equilibrium point where all solution trajectories close to the equilibrium point move towards the equilibrium point.

  • What is a saddle point?

    A saddle point is an equilibrium point where all nearby solution trajectories move towards the saddle point and then turn and move away from it.

    For example, the origin is a saddle point on the following phase portrait.

    A vector field diagram in a two-dimensional plane with trajectories which move towards the origin and then move away from it. Trajectories tend towards vectors that are parallel with the eigenvector with the greatest eigenvalue.
  • If the solutions to bold italic x with bold dot on top equals bold italic M bold italic x have stable equilibrium points, then what can you say about the eigenvalues of bold italic M?

    If the solutions to bold italic x with bold dot on top equals bold italic M bold italic x have stable equilibrium points, then the eigenvalues of bold italic M are distinct and the real parts are negative.

    This includes the case where both are real and negative.

  • If the solutions to bold italic x with bold dot on top equals bold italic M bold italic x have saddle points, then what can you say about the eigenvalues of bold italic M?

    If the solutions to bold italic x with bold dot on top equals bold italic M bold italic x have saddle points, then the eigenvalues of bold italic M are both real with different signs.

  • What is a second order differential equation?

    A second order differential equation is a differential equation containing one or more second derivatives.

    For example, fraction numerator d squared x over denominator d t squared end fraction plus fraction numerator d x over denominator d t end fraction plus t equals x squared is a second order differential equation.

  • How can you rewrite fraction numerator straight d squared x over denominator straight d t squared end fraction equals f open parentheses x comma fraction numerator straight d x over denominator straight d t end fraction comma t close parentheses as a coupled differential equation?

    You can rewrite fraction numerator straight d squared x over denominator straight d t squared end fraction equals f open parentheses x comma fraction numerator straight d x over denominator straight d t end fraction comma t close parentheses as a coupled differential equation by:

    • letting y equals fraction numerator d x over denominator d t end fraction (which means fraction numerator straight d y over denominator straight d t end fraction equals fraction numerator straight d squared x over denominator straight d t squared end fraction ).

    • Then fraction numerator d x over denominator d t end fraction equals y and fraction numerator d y over denominator d t end fraction equals f open parentheses x comma space y comma space t close parentheses.

  • True or False?

    Euler's method can be used to find approximate solutions to fraction numerator straight d squared x over denominator straight d t squared end fraction equals f open parentheses x comma fraction numerator straight d x over denominator straight d t end fraction comma t close parentheses .

    True.

    Euler's method can be used to find approximate solutions to fraction numerator straight d squared x over denominator straight d t squared end fraction equals f open parentheses x comma fraction numerator straight d x over denominator straight d t end fraction comma t close parentheses .

    You first need to write it as a pair of coupled differential equations.

  • How can you find the exact solutions to the second order differential equation fraction numerator straight d squared x over denominator straight d t squared end fraction plus a fraction numerator straight d x over denominator straight d t end fraction plus b x equals 0?

    To find the exact solutions to the second order differential equation fraction numerator straight d squared x over denominator straight d t squared end fraction plus a fraction numerator straight d x over denominator straight d t end fraction plus b x equals 0:

    • Let y equals fraction numerator d x over denominator d t end fraction and write as a coupled differential equation with fraction numerator d y over denominator d t end fraction equals negative b x minus a y.

    • Write as a matrix equation open parentheses table row cell x with dot on top end cell row cell y with dot on top end cell end table close parentheses equals open parentheses table row 0 1 row cell negative b end cell cell negative a end cell end table close parentheses open parentheses table row x row y end table close parentheses.

    • Find the general solution by finding the eigenvalues and corresponding eigenvectors of the matrix of coefficients.

    • The solution to the original equation will be the top component (i.e. the xcomponent) of this vector.