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Crude oil biodegradation. Refer to the Journal of Petroleum Geology (April 2010) study of the environmental factors associated with biodegradation in crude oil reservoirs, Exercise 2.29 (p. 85). One indicator of biodegradation is the level of dioxide in the water. Recall that 16 water specimens were randomly selected from various locations in a reservoir on the floor of a mine and the amount of dioxide (milligrams/liter) as well as presence of oil was determined for each specimen. These data are reproduced in the next table.

a. Estimate the true mean amount of dioxide present in water specimens that contain oil using a 95% confidence interval. Give a practical interpretation of the interval.

b. Repeat part a for water specimens that do not contain oil.

c. Based on the results, parts a and b, make an inference about biodegradation at the mine reservoir.

Short Answer

Expert verified

a. The mean amount of dioxide present in water specimens that contain oil using a 95% confidence interval is (0.0895,0.9439).One is 95% confident that true mean amount of dioxide present in water specimens is (0.0895,0.9439).

b. The mean amount of dioxide present in water specimens that do not contain oil using a 95% confidence interval is (1.4873,3.6927).

c. It is biodegradable.

Step by step solution

01

Given information

16 water specimens were randomly selected from various locations in a reservoir on the floor of a mine and the amount of dioxide (milligrams/liter) as well as presence of oil was determined for each specimen. These data are reproduced in the table.

02

Calculation of the true mean amount of dioxide present in water specimens that contain oil using a 95% confidence interval.

a)

Let x be the amount of dioxide present in water specimens.

Sample size 6

Confidence coefficient 95%=0.95

Mean Calculation: There 6 data values containing the dioxide present in the water-specimens.:0.5,1.3,0.4,0.2,0.5,0.2

The mean is

x¯=1n∑i=1nxi=16(0.5+1.3+0.4+0.2+0.5+0.2)=3.16=0.5167

Standard deviation calculation:

role="math" localid="1660736760291" s2=∑i=1nxi2−∑i=1nxinn−1

∑i=1nxi2=0.52+1.32+0.42+0.22+0.52+0.22=2.43

s2=∑i=1nxi2−∑i=1nxinn−1=2.43−3.41266−1=0.1657

So sample standard deviation is

s=s2=0.1657=0.4070

Confidence interval calculation

The critical value from t -table with degree of freedom 6-1=5 and α=5%is tα2=2.571

Margin of error

E=tα2×sn=2.571×0.40706=0.4272

95% lower bound x¯−E= 0.5167-0.4272=0.0895

95% upper bound x¯+E=0.5167+0.4272=0.9439

Hence, the mean amount of dioxide present in water specimens that contain oil using a 95% confidence interval is(0.0895,0.9439) .One is 95% confident that true mean amount of dioxide present in water specimens is (0.0895,0.9439).

03

Computation of part a for water specimens that do not contain oil.

b)

Let x be the amount of dioxide that do not present in water specimens.

Sample size 10

Confidence coefficient 95%=0.95

Mean:

Adding all data values we get

∑i=110xi=3.3+0.1+4+0.3+2.4+2.4+1.4+4+4+4=25.9

Mean

x¯=∑i=110xi10=25.910=2.59

Standard deviation

∑i=110xi2=3.32+0.12+...+42=88.47

S be standard deviation then

s2=∑i=1nxi−∑i=1nxinn−1=88.47−25.921010−1=2.3766

Hence the sample standard deviation is

s=s2=2.3766=1.5416

Critical value:

The critical value from t -table with degree of freedom 10-1=9 andα=5%istα2=2.262

Margin of error

role="math" localid="1660737368643" E=tα2×sn=2.262×1.151610=1.1027

Confidence interval

95% lower bound x¯−E=2.59−1.1027=1.4873

95% upper bound x¯+E=2.59+1.1027=3.6927

Hence 95%confidence interval that the amount of dioxide that do not present in water specimens is(1.4873,3.6927)

04

Inference about biodegradation at the mine reservoir.

c)

The mean amount of dioxide present in water specimens that contain oil using a 95% confidence interval is (0.0895,0.9439).

95%confidence interval that the amount of dioxide that do not present in water specimens is(1.4873,3.6927).

Value in the interval (0.0895,0.9439)are lower than the values in the interval(0.0895,0.9439) .This implies true mean amount of dioxide present in water specimen containing oil is less than the true mean amount of dioxide present in the specimens not containing oil. Hence it is biodegradable.

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