Solving Markov Chain Question on Two Switches

  • Context: Graduate 
  • Thread starter Thread starter Jenny123
  • Start date Start date
  • Tags Tags
    Chain Markov chain
Click For Summary
SUMMARY

The discussion focuses on solving a Markov Chain problem involving two switches, where each switch's state (on or off) depends on the previous day's states. The transition matrix is constructed based on the probabilities derived from the number of switches that were on the previous day. Specifically, the states are defined as none-on, one-on, and two-on, leading to a detailed analysis of the probabilities for both switches being on or off over time.

PREREQUISITES
  • Understanding of Markov Chains and transition matrices
  • Knowledge of probability theory, particularly conditional probabilities
  • Familiarity with stochastic processes
  • Basic concepts of state transitions in discrete systems
NEXT STEPS
  • Research how to construct transition matrices for Markov Chains
  • Study the concept of steady-state probabilities in Markov processes
  • Learn about stochastic simulations to model switch behavior
  • Explore applications of Markov Chains in real-world scenarios
USEFUL FOR

Students, mathematicians, and data scientists interested in probability theory, Markov Chains, and their applications in modeling systems with binary states.

Jenny123
Messages
2
Reaction score
0
Hi, I need help with answering this question. Firstly, I'm not sure what the transition matrix should like. Should there be 2 states? One where both switches are off and one where both switches are on?

The question is:
Suppose that each of 2 switches is either on or off during the day. On day n, each switch will independently be on with probability (1+ number of on switches during day n-1)/4
For instance, if both switches are on during day n-1, then each will independently be on during day n with probability 3/4. Let Xn be the process that counts the number of switches that are on during day n. Find P, the transition matrix and hence find what fraction of days are both switches on? What fraction are both off?
 
Physics news on Phys.org
Jenny123 said:
Let Xn be the process that counts the number of switches that are on during day n. ?
This suggests that you try a process where the states are possible number of switches that are "on". Those would be: none-on, one-on, two-on.
 

Similar threads

  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
1
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 4 ·
Replies
4
Views
5K
  • · Replies 4 ·
Replies
4
Views
8K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 13 ·
Replies
13
Views
3K