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Find all equilibria, and, by calculating the eigenvalue of the differential equation, determine which equilibria are stable and which are unstable. $$ \frac{d x}{d t}=e^{-x}-e^{-2 x} $$

Short Answer

Expert verified
The equilibrium is at \( x = 0 \), and it is unstable.

Step by step solution

01

Identify Equilibrium Points

To find the equilibria, set the derivative of \( \frac{dx}{dt} = e^{-x} - e^{-2x} \) equal to zero:\[ e^{-x} - e^{-2x} = 0 \]Factor out \( e^{-2x} \) from both terms:\[ e^{-2x}(e^x - 1) = 0 \]This equation is satisfied if \( e^{-2x} = 0 \) or \( e^x - 1 = 0 \). The first component, \( e^{-2x} = 0 \), has no solution since the exponential function is never zero. For the second component, solving \( e^x = 1 \) gives \( x = 0 \). Thus, the only equilibrium point is \( x = 0 \).
02

Linearize the System at Equilibrium

To determine the stability of the equilibrium, calculate the derivative of the function\( f(x) = e^{-x} - e^{-2x} \) at the equilibrium point \( x = 0 \):First, find the derivative \( f'(x) \):\[ f'(x) = -e^{-x} + 2e^{-2x} \]Evaluate \( f'(x) \) at \( x = 0 \):\[ f'(0) = -e^{0} + 2e^{0} = -1 + 2 = 1 \]
03

Determine Stability Using Eigenvalue

The sign of \( f'(0) \) determines the stability of the equilibrium point. Since \( f'(0) = 1 \), which is positive, the equilibrium at \( x = 0 \) is unstable. A positive derivative indicates that any small perturbation away from the equilibrium will cause the system to move away rather than return to equilibrium.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Equilibrium Points
Equilibrium points are crucial in understanding the behavior of differential equations. An equilibrium point occurs where the system does not change over time, meaning \( \frac{dx}{dt} = 0 \). For the given equation, this is where the rates of change of the system balance out, allowing no net change. In simpler terms, it is like a resting point where the system can "relax."

Identifying these points involves setting the derivative to zero and solving for the variable. In our original exercise, we have the function \( \frac{dx}{dt} = e^{-x} - e^{-2x} \). Solving \( e^{-x} - e^{-2x} = 0 \) by factoring it to \( e^{-2x}(e^x - 1) = 0 \) leads us to realize that the equation holds when each factor equals zero. However, the exponential term \( e^{-2x} \) can't be zero, leaving us with the solution from \( e^x = 1 \), which results in \( x = 0 \).

This solution indicates the only equilibrium point for the system. Understanding this helps us know where the system is balanced. It is like finding a "pivot point" in physical terms where forces cancel out.
Stability Analysis
Stability analysis helps us understand how a system behaves in response to small disturbances. If you gently tap a pencil balanced on its tip, does it fall or return to balance? In math, this idea translates to determining if solutions return to equilibrium after a slight push.

To analyze stability in our differential equation, we examine the sign of the derivative at the equilibrium point. This derivative often correlates to an eigenvalue in linear algebra, which helps predict stability.
For this system, the linearization process at \( x = 0 \) involves calculating the derivative of \( f(x) = e^{-x} - e^{-2x} \). Taking the derivative yields \( f'(x) = -e^{-x} + 2e^{-2x} \).At \( x = 0 \), \( f'(0) = -1 + 2 = 1 \).

The positive value of \( f'(0) \) indicates instability at \( x = 0 \). The underlying concept is that a positive slope suggests that any minor shift away from \( x = 0 \) leads the system to diverge further from this point. Understanding stability helps in knowing whether a system returns to equilibrium naturally or veers off wildly.
Differential Equations
Differential equations are equations that involve rates of change with respect to a variable. They are pivotal in modeling real-world systems, describing how a particular quantity changes over time. These equations help us model anything from simple harmonic motion to complex systems in engineering and biology. The goal often includes not only solving these equations for specific functions but also analyzing behavior, like stability and long-term trends.

The differential equation given in the exercise, \( \frac{dx}{dt} = e^{-x} - e^{-2x} \), showcases a relatively common form where the rate of change, \( \frac{dx}{dt} \), depends on the current value of \( x \). When solving such differential equations, we aim to find the function \( x(t) \) that satisfies the equation for all \( t \). But analyzing moments of equilibrium and stability reveals invaluable insight into how the system evolves.
These analyses provide a qualitative understanding that tells us, even without an explicit \( x(t) \) function, the system is predictable around equilibrium points. This comprehension that differential equations bring is what allows engineers, scientists, and mathematicians to anticipate behavior in complex systems.

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Most popular questions from this chapter

Compartment models are used to model the flow of traffic between different roads, by treating each road as a compartment. As an example, consider how the number of cars on a freeway on-ramp, \(N(t)\), changes with time. For a simplified model let's assume that cars join the on-ramp at a constant rate \(q\) (that is, \(q\) cars join the on-ramp in one unit of time). Cars then leave the on-ramp by entering the freeway itself. Assume that a fraction \(f\) of the cars on the on-ramp enter the freeway in one unit of time. (a) Derive a differential equation for \(N(t) .\) Your differential equation will include the unknown constants \(f\) and \(q\). (b) Analyze your model from part (a) to find the equilibrium number of cars on the on-ramp, and determine whether this equilibrium is stable or unstable. (c) Suppose that the maximum capacity of the on-ramp is 90 cars, and the rate at which cars flow onto the on-ramp is \(q=60\) cars per min. Find the value of \(f\) that is needed to keep \(N\) below the on-ramp's capacity.

Interactions between different subpopulations need not be competitive. In fact, different subpopulations may share resources, and the presence of many subpopulations may provide a pool of genetic diversity that helps the population of organisms to react to changing conditions. We will model cooperation between subpopulations by again assuming that the extinction rate depends on \(p\), but now \(m(p)=a-b p\), where a and \(b\) are both positive constants. So \(m(p)\) decreases as \(p\) increases. Ourmodel for the number of subpopulations then becomes: $$ \frac{d p}{d t}=c p(1-p)-(a-b p) p $$ We will analyze this model in Problems 17 and \(18 .\) (a) Find the equilibrium values of \(p\) (your answer will depend on the constant \(c\) ). You may assume \(c>1\). (b) What is the condition on \(c\) for \(p\) to have a nontrivial equilibrium (i.e., an equilibrium in which \(\hat{p} \in(0,1])\) ? (c) Show that if your condition from (b) is met, then the nontrivial equilibrium is also stable.Assume that the number of subpopulations obeys (8.61) with \(a=2, b=1\), and \(c\) some unknown (positive) constant.

Find all equilibria, and, by calculating the eigenvalue of the differential equation, determine which equilibria are stable and which are unstable. \(\frac{d x}{d t}=h x-x^{2}\), where \(h\) is a constant and (a) \(h>0\), (b) \(h<0\)

Determine whether the equilibrium at \(x=0\) is stable, unstable, or semi- stable. $$ \frac{d x}{d t}=x^{4} $$

Draw the vector field plot of the differential equation. Then, using the given initial conditions, sketch the solutions (i.e., draw a graph showing the dependent variable as a function of the independent variable). \(\frac{d y}{d t}=y(1-y)\) (a) \(y(0)=0\), (b) \(y(0)=1 / 2\), (c) \(y(0)=1 / 4\), (d) \(y(0)=2\).

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