Do any electric lights have statistical lifetimes X~Exp(λ)?

In summary, the conversation discusses various problems in elementary probability theory and statistics related to the lifetime of light bulbs. It is determined that the exponential distribution is not a good approximation for the statistical lifetimes of real light bulbs, and instead the "Weibull" family of distributions is often used. The conversation also mentions the concept of a "bathtub" curve and the use of the Weibull distribution with different shape parameters. The article "Illuminating physics with light bulbs" is recommended for further reading on the topic.
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I've come across a number of problems in elementary probability theory and statistics that can be exemplified as follows:
The lifetime, in years, of a certain class of light bulbs has an exponential distribution with parameter λ = 2. What is the probability that a bulb selected at random from this class will last more than 1.5 years?
The lifetime of a particular type of fluorescent lamp is exponentially distributed with expectation 1.6 years. [...]
Suppose that the lifetime of a particular brand of light bulbs is exponentially distributed with mean of 400 hours. [...]
Naturally, real lamps decay over time, so their lifetimes can't be memoryless. With that being said, is the exponential distribution a good approximation for the statistical lifetimes of any real lamps? Why/why not? If not, are there any other macroscopic systems whose lifetimes are modeled well by the exponential distribution?
 
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Many electronic and mechanical products (disk drives, for example) fail according to a "bathtub" curve. When first placed into service, the failure rate is high as units with manufacturing defects cull themselves. After that the failure rate is low and essentally flat until components reach their design lifetime and wear out; the failure rate then climbs sharply.
 
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Lord Jestocost said:
Have a look at: H.S. Leff, 1990. Illuminating physics with light bulbs. The Physics Teacher, 28, 30-35
Illuminating physics with light bulbs

The exponential distribution isn't a good approximation for the statistical lifetimes of real light bulbs. In case the failure rate increases with time due to aging, on uses the so-called "Weibull" family of distributions: https://www.mathpages.com/home/kmath122/kmath122.htm

Fascinating, thank you! I would have expected to see something more like the bathtub curve that Nugatory mentioned. Interesting derivation of the Weibull distribution's CDF F(𝜏) in the Illuminating physics article (well, 1-F(𝜏), named the surviving fraction).

At least the exponential distribution kind of makes sense in that it's the Weibull distribution with shape parameter k=1, whereas the case of k=4 seems to be much more relevant for real incandescent light bulbs. Since the Weibull PDF is so different for these two choices of k, it seems that authors of problems like the ones in my original post should at least mention it in the footnote.
 

1. What is the statistical lifetime of an electric light?

The statistical lifetime of an electric light follows an exponential distribution with a parameter λ, which determines the average lifespan of the light.

2. How is the statistical lifetime of an electric light determined?

The statistical lifetime of an electric light is determined through statistical analysis of a large sample of lights. This allows for an estimation of the parameter λ, which represents the average lifespan of the lights.

3. Are there any factors that can affect the statistical lifetime of an electric light?

Yes, there are several factors that can affect the statistical lifetime of an electric light. These include the quality of the light, frequency of use, and environmental conditions such as temperature and humidity.

4. Is there a way to prolong the statistical lifetime of an electric light?

Yes, there are some steps that can be taken to potentially prolong the statistical lifetime of an electric light. This includes using high-quality lights, avoiding frequent on and off cycles, and keeping the lights in a stable and suitable environment.

5. How does the statistical lifetime of an electric light compare to other types of lights?

The statistical lifetime of an electric light can vary depending on the type and quality of the light. Generally, LED lights have longer statistical lifetimes compared to incandescent or fluorescent lights. However, the statistical lifetime of an electric light is also affected by usage and environmental factors.

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