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Here is a least-squares problem that you can do by hand with a calculator. Find the slope and intercept and their standard deviations for the straight line drawn through the points(x,y)=(0,1),(2,2)and (3,3). Make a graph showing the three points and the line. Place error bars (±sy)on the points.

Short Answer

Expert verified

The slope is0.6±0.1

The intercept is0.93±0.2

The standard deviation is0.26726

The graph in step 3 shows the experimental data and the calculated straight line.

Step by step solution

01

Formulas need to be used

The equation of a straight line is:

y=mx+by=[m∓um]x+[b±ub]

The standard deviation of y:sy:

The standard deviation of y is mathematically presented as σy≈sy=∑(di2)n-2

The standard uncertainty of slope and intercept:

The standard uncertainty of slope is:

um2=sy2nD

The standard uncertainty of intercept is mathematically presented as ub2=sy2∑(xi2)D

02

Equation of the least-squares straight line

Given data:

The given points of a straight line are:x,y-0,1,2,2,and3,3.

The equation of the least-squares straight line:

The equation of the straight line will be y∓sy=m∓umx+b±ub

From the given data, the value of xi2,diand di2are tabulated as follows:

D=∑xi2∑xi∑xinm=∑xiyi∑xiyinD=(3)(13)−(5)(6)14=914=0.64286b=∑xi2∑xiyi∑yi∣D=13×6−13×5÷14=0.92857.sy=∑di2n−2=0.071433−2=0.26726sm=synD=(0.26726)314=0.12371.sb=synD=(0.26726)1314=025754

Therefore, the slope is0.6±0.1and the intercept is0.93±0.2.

03

Graph of straight line

The graph shows the three given points along with the error bars.

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