Differential Equations - Geometry of Homogenous Differential Equations
- In this lecture, we will study the geometry of homogeneous differential equations.
- We will understand the concept of homogenous differential equations and their solutions.
- We will explore their graphical representation and analyze the behavior of solutions.
- We will also learn about the equilibrium solutions and their stability in homogenous differential equations.
- Lastly, we will discuss the phase plane analysis of homogenous differential equations.
Homogenous Differential Equations
- A homogenous differential equation is of the form: $\frac{{dy}}{{dx}} = f\left(\frac{{y}}{{x}}\right)$.
- Homogenous differential equations have a special property: if $y(x)$ is a solution, then $\lambda y(x)$ is also a solution for any constant $\lambda$.
- We will focus on first-order homogenous differential equations in this lecture.
Solution of Homogenous Differential Equations
- To solve a homogenous differential equation, we make a substitution: $y = xv$.
- After substituting into the differential equation, we can solve for $v(x)$.
- Once we have the solution for $v(x)$, we can substitute back to find the general solution for $y(x)$.
- Let’s look at an example.
Example 1: Solve the Homogenous Differential Equation
- Consider the differential equation: $\frac{{dy}}{{dx}} = \frac{{3y}}{{2x}}$.
- We substitute $y = xv$ into the equation: $\frac{{dy}}{{dx}} = \frac{{xv + v}}{{x}}$.
- Simplifying gives: $\frac{{xv + v}}{{x}} = \frac{{3xv}}{{2x}}$.
- Cancelling out $x$, we get: $\frac{{dv}}{{dx}} + \frac{{v}}{{x}} = \frac{{3v}}{{2x}}$.
- This simplifies to: $\frac{{dv}}{{dx}} = -\frac{{v}}{{2x}}$.
- Now, we solve this differential equation for $v(x)$.
Solution of the Modified Differential Equation
- The differential equation is now: $\frac{{dv}}{{dx}} = -\frac{{v}}{{2x}}$.
- We can separate variables: $\frac{{dv}}{v} = -\frac{{1}}{{2x}}dx$.
- Integrating both sides gives: $\ln|v| = -\frac{{1}}{{2}}\ln|x| + C$.
- Simplifying gives: $\ln|v| = \ln|x^{-1/2}| + \ln|C|$.
- Combining the logarithms, we get: $\ln|v| = \ln\left|\frac{{C}}{{\sqrt{x}}}\right|$.
- Taking the exponential of both sides gives: $v = \frac{{C}}{{\sqrt{x}}}$.
- This is the solution for $v(x)$.
Finding the General Solution
- We substitute $v = \frac{{y}}{{x}}$ back into the solution for $v(x)$.
- This gives: $\frac{{y}}{{x}} = \frac{{C}}{{\sqrt{x}}}$.
- Multiplying both sides by $x$ gives: $y = C\sqrt{x}$.
- This is the general solution for the homogenous differential equation: $\frac{{dy}}{{dx}} = \frac{{3y}}{{2x}}$.
Homogenous Differential Equations - Continued
- Let’s look at another example to further understand the concept of homogenous differential equations.
Example 2: Solve the Homogenous Differential Equation
- Consider the differential equation: $\frac{{dy}}{{dx}} = \frac{{2y}}{{x}}$.
- Substitute $y = xv$ into the equation: $\frac{{dy}}{{dx}} = \frac{{xv + v}}{{x}}$.
- Simplify to get: $\frac{{xv + v}}{{x}} = \frac{{2xv}}{{x}}$.
- Cancel out $x$ and simplify: $\frac{{dv}}{{dx}} + \frac{{v}}{{x}} = 2v$.
Solution of the Modified Differential Equation
- The differential equation is now: $\frac{{dv}}{{dx}} + \frac{{v}}{{x}} = 2v$.
- We separate variables: $\frac{{dv}}{{v}} = (2 - \frac{{1}}{{x}})dx$.
- Integrating both sides gives: $\ln|v| = 2x - \ln|x| + C$.
- Simplify further: $\ln|v| = 2x + \ln|x^{-1}| + \ln|C|$.
- Combining logarithms gives: $\ln|v| = \ln\left|Cx^2\right|$.
- Taking the exponential of both sides gives: $v = Cx^2$.
Finding the General Solution
- Substitute $v = \frac{{y}}{{x}}$ back into the solution for $v(x)$.
- This gives: $\frac{{y}}{{x}} = Cx^2$.
- Multiply both sides by $x$ gives: $y = Cx^3$.
- This is the general solution for the homogenous differential equation: $\frac{{dy}}{{dx}} = \frac{{2y}}{{x}}$.
Graphical Representation of Homogenous Differential Equations
- The general solution of homogenous differential equations can often be represented graphically.
- The graphs can provide insights into the behavior of the solutions.
- Let’s consider an example to understand the graphical representation.
Example 3: Graphical Representation
- Consider the differential equation: $\frac{{dy}}{{dx}} = \frac{{6y}}{{5x}}$.
- We can solve this equation for $y(x)$ to get the general solution.
- The general solution is: $y = Cx^{6/5}$.
Graphical Representation - Contour Plot
- We can represent the general solution of the differential equation using a contour plot.
- A contour plot is a 2D representation of the solution on the x-y plane.
- Each contour line represents a different value of the constant $C$.
- The contour lines are curves parallel to each other.
Graphical Representation - Slope Field
- Another way to represent the solution graphically is by using a slope field.
- A slope field represents the slopes of the tangent lines to the solution curves at different points.
- Each segment in the slope field indicates the direction and magnitude of the slope at that point.
- By drawing the slope field, we can visualize the behavior of the solutions.
Graphical Representation - Solution Curves
- We can also directly plot the solution curves on the x-y plane.
- These curves represent the various solutions to the differential equation.
- Each curve corresponds to a different value of the constant $C$.
- The behavior of the curves, such as their shape and direction, can be analyzed.
Graphical Representation - Equilibrium Solutions
- Equilibrium solutions are points where the derivative is zero.
- For a homogenous differential equation, the only equilibrium solution is the origin (0,0).
- At the origin, the slope of the tangent line is zero, indicating a point of equilibrium.
- This is an important point to consider in the graphical representation.
Differential Equations - Geometry of Homogenous Differential Equations
Equilibrium Solutions
- Equilibrium solutions are points where the derivative is zero.
- For a homogenous differential equation, the only equilibrium solution is the origin (0,0).
- At the origin, the slope of the tangent line is zero, indicating a point of equilibrium.
- The equilibrium solution represents a stable point in the solution curves.
- The behavior of the solution curves around the equilibrium point can be analyzed.
Stability of Equilibrium Solutions
- The stability of equilibrium solutions can be determined by analyzing the behavior of the solution curves.
- If the solution curves approach the equilibrium point, it is called a stable equilibrium.
- If the solution curves move away from the equilibrium point, it is called an unstable equilibrium.
- The stability depends on the direction of the solution curves near the equilibrium point.
- This information can be obtained from the slope field or the graphical representation.
Phase Plane Analysis
- Phase plane analysis is a graphical approach to analyze the behavior of solutions of a system of differential equations.
- It involves plotting the solution curves on a two-dimensional plane, known as the phase plane.
- The phase plane helps to visualize the trajectories and direction of motion of the solutions.
- The phase plane analysis is especially useful for systems of homogenous differential equations.
- It provides insights into the stability and behavior of the equilibrium solutions.
Example 4: Phase Plane Analysis
- Consider the system of homogenous differential equations:
- $\frac{{dx}}{{dt}} = x - y$
- $\frac{{dy}}{{dt}} = 2x - y$
- To perform a phase plane analysis, we first find the equilibrium points by setting $\frac{{dx}}{{dt}} = 0$ and $\frac{{dy}}{{dt}} = 0$.
- Solving the equations gives the equilibrium point (0,0).
- We can draw the phase plane by plotting the solution curves and analyzing their behavior around the equilibrium point.
Phase Plane Analysis - Solution Curves
- To start, we select a set of initial conditions (x0, y0) and solve the system of differential equations.
- We obtain a parametric representation of the solution curves: x(t), y(t).
- By varying the initial conditions, we can plot different solution curves in the phase plane.
- By analyzing the shape and behavior of these curves, we can gain insights into the dynamics of the system.
Phase Plane Analysis - Qualitative Behavior
- The qualitative behavior of the solution curves provides information about the stability of the equilibrium point.
- If the solution curves approach the equilibrium point, it is a stable equilibrium.
- If the solution curves move away from the equilibrium point, it is an unstable equilibrium.
- By analyzing the direction and movement of the solutions, we can determine the stability of the equilibrium point.
- The direction of the solution curves can be obtained by analyzing the slope field or the behavior of the solutions on the phase plane.
Phase Plane Analysis - Stability
- In the phase plane, stable equilibrium points are represented by attracting regions.
- These regions are enclosed by solution curves that approach the equilibrium point.
- Unstable equilibrium points are represented by repelling regions.
- These regions are enclosed by solution curves that move away from the equilibrium point.
- The stability analysis helps in understanding the long-term behavior of the system.
Phase Plane Analysis - Example Continued
- Continuing with Example 4, let’s perform the phase plane analysis for the system of homogenous differential equations.
- By varying the initial conditions, we can plot different solution curves in the phase plane.
- Depending on the behavior of the solution curves, we can determine the stability of the equilibrium point and analyze its behavior.