Problem 51
Question
CHALLENGE If one bulb in a string of holiday lights fails to work, the whole string will not light. If each bulb in a set has a 99.5\(\%\) chance of working, what is the maximum number of lights that can be strung together with at least a 90\(\%\) chance of the whole string lighting?
Step-by-Step Solution
Verified Answer
The maximum number of bulbs is 21.
1Step 1: Understanding the problem
The challenge is to find the maximum number of bulbs in a string such that the probability of all bulbs working is at least 90\(\%\). Each bulb has a 99.5\(\%\) probability of functioning properly.
2Step 2: Define the probability equation
For a string of \( n \) bulbs to all work, the probability is given by \( (0.995)^n \). We want \( (0.995)^n \geq 0.90 \).
3Step 3: Solve for \( n \)
To find \( n \), we take the logarithm of both sides: \( \ln((0.995)^n) \geq \ln(0.90) \). This simplifies to \( n \cdot \ln(0.995) \geq \ln(0.90) \).
4Step 4: Isolate \( n \)
Solve the inequality for \( n \): \( n \leq \frac{\ln(0.90)}{\ln(0.995)} \).
5Step 5: Calculate \( n \)
Calculate \( n \) using a calculator: \[ n \leq \frac{\ln(0.90)}{\ln(0.995)} \approx \frac{-0.10536}{-0.00501} \approx 21.055. \] Since \( n \) must be an integer, the maximum \( n \) is 21.
Key Concepts
LogarithmsInequality SolvingExponential Functions
Logarithms
Logarithms are a fundamental concept in mathematics, important for solving problems involving exponential relationships, such as the exercise on holiday lights. When dealing with probabilities that involve a power, like \((0.995)^n\), logarithms become a useful tool for simplifying the calculation.
A logarithm answers the question: how many times do we need to multiply a certain base to get another number? For instance, \(\log_b(x)\) gives us the power to which the base \(b\) must be raised to obtain \(x\).
A logarithm answers the question: how many times do we need to multiply a certain base to get another number? For instance, \(\log_b(x)\) gives us the power to which the base \(b\) must be raised to obtain \(x\).
- The natural logarithm, denoted by \(\ln(x)\), is a common logarithm with the base \(e \approx 2.718\). It is particularly useful in continuous growth and decay models.
- To solve equations like \((0.995)^n \geq 0.90\), we use logarithms to "bring down" the exponent \(n\), allowing us to manipulate and solve the inequality algebraically.
- Using \(\ln((0.995)^n) = n \cdot \ln(0.995)\) clarifies our task, enabling us to solve for \(n\) efficiently.
Inequality Solving
Solving inequalities is a core mathematical skill that's crucial when we need to find feasible solutions within certain bounds. In our holiday lights problem, we set up the inequality \( (0.995)^n \geq 0.90 \) to find the maximum number of bulbs that maintain a 90\(\%\) operational probability.
Here's a simple approach to solving such inequalities:
Here's a simple approach to solving such inequalities:
- Start by rewriting the problem using logarithms, which turns the multiplicative relationship into an additive one: \(\ln((0.995)^n) \geq \ln(0.90)\).
- Next, apply properties of logarithms, such as \(\ln(a^b) = b \cdot \ln(a)\), to simplify the inequality: \(n \cdot \ln(0.995) \geq \ln(0.90)\).
- Isolate \(n\) by dividing both sides of the inequality by \(\ln(0.995)\), thus finding \(n \leq \frac{\ln(0.90)}{\ln(0.995)}\).
Exponential Functions
Exponential functions describe processes that grow or decay at a constant relative rate, a concept frequently encountered in probability, growth models, and more. In the holiday lights problem, the function \((0.995)^n\) represents the probability that all \(n\) bulbs work. Each bulb works independently, with a high probability of functioning, forming a pattern of decay over a series of probabilities.
These characteristics of exponential functions make them suitable for modeling real-world situations like chain reliability of bulbs. Key features of exponential functions include:
These characteristics of exponential functions make them suitable for modeling real-world situations like chain reliability of bulbs. Key features of exponential functions include:
- Rapid growth or decay: Even small changes in the exponent \(n\) can significantly alter the outcome. This highlights sensitivity which is seen as the number of bulbs increases, the probability of function dropping sharply.
- The base of the exponential function (in this case, 0.995): This represents the rate at which changes occur, indicating each bulb's reliability affects the entire chain.
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