Probability question regarding bits used to test a micro-circuit

In summary, the conversation discusses the probabilities of different outcomes when testing a micro-circuit with a random pattern of eight bits. The values of the bits are assumed to be independent and equally likely to be 0 or 1. The conversation poses four questions, and the solution involves using the Binomial distribution to calculate the probabilities. The formula for the Binomial distribution is given, and the calculation for part a is verified.
  • #1
wolfmanzak
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Homework Statement



In a random pattern of eight bits used to test a micro-circuit, each bit is equally likely to be 0 or 1. Assume the values of the bits are independent.


a. What is the probability that all eight bits are 1?
b. What is the probability that exactly three of the bits are 1?
c. What is the probability that at least six of the bits are 1?
d. What is the probability that least two of the bits are 1?

Homework Equations



I'm not really sure, I'm trying to figure this part out. I've tried several different combinations of "formulas" for parts b-d. For b, I tried finding the probability of 3 bits being 1 and 5 being 0 but my calculations failed to yield a correct result. Any help in solving parts b-d is greatly appreciated. Thanks in advance.



The Attempt at a Solution


I've figured out part a. I used [tex]P(Bit)=0.5[/tex] because it is equally likely to be 0 or 1. And I used [tex]P(all = 1)=P(bit)^8=(0.5)^8=.003906[/tex].
 
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  • #2
Do you know the Binomial distribution? If the probability of success is p, then in n independent trials, if X is the number of successes then$$
P(X = k) = \binom n k p^k(1-p)^{n-k}$$You can use that to answer your questions. For example, to verify your answer for all 8 bits = 1, you would calculate$$
P(X=8) = \binom 8 8 \left(\frac 1 2\right)^8\left(1-\frac 1 2\right)^{8-8}$$which agrees with your result.
 

1. What is probability and how is it used in testing micro-circuits?

Probability is the measure of how likely an event is to occur. In testing micro-circuits, probability is used to determine the likelihood of a certain bit being used or affected in the testing process.

2. How are bits used in testing micro-circuits?

Bits are used as a representation of information in a micro-circuit. They are used in testing to determine if the circuit is functioning correctly by comparing the expected bit sequence to the actual bit sequence.

3. What is the significance of the number of bits used in testing a micro-circuit?

The number of bits used in testing a micro-circuit is significant as it affects the accuracy of the test. Generally, the higher the number of bits, the more precise the testing results will be.

4. Are there any specific techniques or methods used in testing micro-circuits?

Yes, there are various techniques and methods used in testing micro-circuits, such as Monte Carlo simulation, fault injection, and signature analysis. These techniques involve using different bit patterns and analyzing the results to detect any faults or errors in the circuit.

5. How does probability play a role in determining the reliability of a micro-circuit?

Probability plays a crucial role in determining the reliability of a micro-circuit. By using probability calculations, we can estimate the likelihood of a circuit failing or producing incorrect results. This information is used to improve the design and manufacturing process, ultimately increasing the reliability of the micro-circuit.

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