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Regression, Correlation and Hypothesis Testing

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Question 65

An engineer is testing the efficiency of a high-performance lithium-polymer battery pack for an industrial drone. During a controlled test flight, the engineer records the flight duration, TTT minutes, and the terminal voltage, VVV volts, of the battery pack. A random sample of 8 readings was taken during the first 40 minutes of flight, as shown in the table below:

TTT (min)510152025303540
VVV (volts)12.3512.1211.8511.6011.3811.1010.8810.60

You may use the following summary statistics:

∑T=180 \sum T = 180 ∑T=180 ∑V=91.88 \sum V = 91.88 ∑V=91.88 STT=1050 S_{TT} = 1050 STT​=1050 SVV=2.6064 S_{VV} = 2.6064 SVV​=2.6064 ∑TV=2015.0 \sum TV = 2015.0 ∑TV=2015.0
a.

Calculate the value of STVS_{TV}STV​.

[2]
b.

Find the equation of the regression line of VVV on TTT in the form V=a+bTV = a + bTV=a+bT. Give the values of aaa and bbb correct to 3 significant figures.

[3]
c.

Use your equation to estimate the terminal voltage of the battery pack after 18 minutes of flight.

[2]
d.

Comment on the reliability of your estimate in (c), giving a mathematical reason for your answer.

[2]
e.

A specialized long-range mission requires the drone to fly for 90 minutes.

Give a reason why the equation in (b) should not be used to estimate the battery voltage for this mission.

[2]

Regression, Correlation and Hypothesis Testing Questions

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