Math Problem Statement

Consider the dynamical system Qt+1  =  9Qt + 8 with Q0  =  5.

(a) What is Q(3)? (b) Find the backwards discrete-time dynamical system, Qt  =   f (Qt+1). (c) Determine the equilibrium solution Q*. (d) Find the two-step dynamical system, Qt+2  =   f (Qt)  (i.e., the composition of the updating function with itself).

Solution

Let’s address each part of the problem systematically:


(a) What is Q(3)Q(3)?

The given dynamical system is: Qt+1=9Qt+8Q_{t+1} = 9Q_t + 8 with the initial condition Q0=5Q_0 = 5.

We compute Q1Q_1, Q2Q_2, and Q3Q_3 step by step:

  1. Step 1: Q1=9Q0+8=9(5)+8=45+8=53Q_1 = 9Q_0 + 8 = 9(5) + 8 = 45 + 8 = 53.
  2. Step 2: Q2=9Q1+8=9(53)+8=477+8=485Q_2 = 9Q_1 + 8 = 9(53) + 8 = 477 + 8 = 485.
  3. Step 3: Q3=9Q2+8=9(485)+8=4365+8=4373Q_3 = 9Q_2 + 8 = 9(485) + 8 = 4365 + 8 = 4373.

Thus, Q(3)=4373Q(3) = 4373.


(b) Backwards Discrete-Time Dynamical System, Qt=f(Qt+1)Q_t = f(Q_{t+1})

From the forward equation: Qt+1=9Qt+8,Q_{t+1} = 9Q_t + 8, we solve for QtQ_t in terms of Qt+1Q_{t+1}: Qt=Qt+189.Q_t = \frac{Q_{t+1} - 8}{9}.

This is the backward discrete-time dynamical system: Qt=Qt+189.Q_t = \frac{Q_{t+1} - 8}{9}.


(c) Equilibrium Solution QQ^*

At equilibrium, the value of QtQ_t remains constant, meaning Qt+1=Qt=QQ_{t+1} = Q_t = Q^*. Substitute QQ^* into the equation: Q=9Q+8.Q^* = 9Q^* + 8. Rearrange: 0=8+8Q    Q=1.0 = 8 + 8Q^* \implies Q^* = -1.

Thus, the equilibrium solution is: Q=1.Q^* = -1.


(d) Two-Step Dynamical System, Qt+2=f(Qt)Q_{t+2} = f(Q_t)

Start from the forward equation: Qt+1=9Qt+8.Q_{t+1} = 9Q_t + 8. Substitute Qt+1Q_{t+1} into another instance of the same equation: Qt+2=9Qt+1+8=9(9Qt+8)+8.Q_{t+2} = 9Q_{t+1} + 8 = 9(9Q_t + 8) + 8. Simplify: Qt+2=81Qt+72+8=81Qt+80.Q_{t+2} = 81Q_t + 72 + 8 = 81Q_t + 80.

Thus, the two-step dynamical system is: Qt+2=81Qt+80.Q_{t+2} = 81Q_t + 80.


Summary of Results

  1. Q(3)=4373Q(3) = 4373.
  2. Backward system: Qt=Qt+189Q_t = \frac{Q_{t+1} - 8}{9}.
  3. Equilibrium solution: Q=1Q^* = -1.
  4. Two-step system: Qt+2=81Qt+80Q_{t+2} = 81Q_t + 80.

Do you have any questions or want further details? Here are 5 follow-up questions:

  1. How does the equilibrium solution relate to the stability of the system?
  2. Can we derive a general formula for QtQ_t in terms of tt?
  3. What happens if the initial condition Q0Q_0 changes?
  4. Is the system stable, and how can we analyze its long-term behavior?
  5. How does the two-step system's growth rate compare to the one-step system?

Tip: For dynamical systems, always verify stability by checking how solutions behave as tt \to \infty.

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Math Problem Analysis

Mathematical Concepts

Discrete Dynamical Systems
Recursion
Equilibrium Analysis
Two-Step Composition

Formulas

Q(t+1) = 9Q(t) + 8
Q(t) = (Q(t+1) - 8) / 9
Equilibrium: Q* = 9Q* + 8
Q(t+2) = 81Q(t) + 80

Theorems

Equilibrium solution in dynamical systems
Recursive system evolution

Suitable Grade Level

Undergraduate Mathematics or Advanced High School