The column gets out of the basis

In summary: Yes, that is correct. In summary, we use a matrix to find basic feasible solutions for a system of restrictions by choosing columns to get in the basis and finding the pivot element to determine which column gets out of the basis. We continue this process until we find all basic feasible solutions.
  • #1
evinda
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Hello! (Wave)

Find the basic feasible solutions of the system of restrictions:

$$2x_1+x_2+x_3=10 \\ 3x_1+8x_2+x_4=24 \\ x_2+x_5=2 \\ x_i \geq 0, i=1,2,3,4,5$$

We notice that the rank of the matrix $A=\begin{pmatrix}
2 & 1 & 1 & 0 & 0\\
3 & 8 & 0 & 1 & 0\\
0 & 1 & 0 & 0 & 1
\end{pmatrix}$ is $3$ and obviously for $x_1=x_2=0$ we have the solution $\overline{x_0}=(0,0,10,24,2)$ which is basic feasible non degenerate.
Thus the first tableaux of the algorithm of the searching of the vertices is the following:

$$\begin{matrix}
B & b & P_1 & P_2 & P_3 & P_4 & P_5 & \theta \\ \\
P_3 & 10 & 2 & 1 & 1 & 0 & 0 & 10/2\\
P_4 & 24 & 3 & 8 & 0 & 1 & 0 & 24/3\\
P_5 & 2 & 0 & 1 & 0 & 0 & 5 & -
\end{matrix}$$We pick $P_1$ to get in the basis.

$$\theta_0= \min \{ \frac{10}{2}, \frac{24}{3}\}=5$$

The pivot is the element $2$ so the column $P_3$ gets out of the basis.How do we deduce that $P_3$ gets out of the basis? Since its the only column from $P_3, P_4, P_5$ that contains at the row where the pivot is a positive number? (Thinking)
 
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  • #2
Ok, I understood why $P_3$ gets out of the basis.Then we get this matrix:$\begin{matrix}
B & b & P_1 & P_2 & P_3 & P_4 & P_5 & \theta & \\ \\
P_1 & 5 & 1 & \frac{1}{2} & \frac{1}{2} & 0 & 0 & & \Gamma_1'=\frac{1}{2} \Gamma_1\\ \\
P_4 & 9 & 0 & \frac{13}{2} & -\frac{3}{2} & 1 & 0 & & \Gamma_2'=\Gamma_2-3\Gamma_1'\\ \\
P_5 & 2 & 0 & 1 & 0 &0 & 1 & & \Gamma_3'=\Gamma_3-0 \Gamma_1'
\end{matrix}$So the new solution that we found is $(5,0,0,9,2)$ which is basis feasible non degenerate.Then we choose to get in the basis whether the column $P_2$ or $P_3$.
We choose $P_2$.

$$\theta_0= \min \{ \frac{5}{\frac{1}{2}}, \frac{9}{\frac{13}{2}}, \frac{2}{1}\}=\frac{18}{3}$$

The pivot is the element $\frac{13}{2}$, so $P_4$ gets out of the basis.

Then we have this matrix:

$\begin{matrix}
B & b & P_1 & P_2 & P_3 & P_4 & P_5 & \theta & \\ \\
P_1 & \frac{56}{13} & 1 & 0 & \frac{8}{13} & -\frac{1}{13} & 0 & & \Gamma_1'= \Gamma_1-\frac{1}{2} \Gamma_2'\\ \\
P_2 & \frac{18}{13} & 0 & 1 & -\frac{3}{13} & \frac{2}{13} & 0 & & \Gamma_2'=\frac{2}{13} \Gamma_2\\ \\
P_5 & \frac{8}{13} & 0 & 0 & \frac{3}{13} &-\frac{2}{13} & 1 & & \Gamma_3'=\Gamma_3-\Gamma_2'
\end{matrix}$So the new solution that we found is $\left( \frac{56}{13}, \frac{18}{13}, 0,0, \frac{8}{13}\right)$ which is basic feasible non degenerate.Then we choose $P_3$ to get in the basis.

$\theta_0=\min \{ \frac{56}{8}, \frac{8}{3}\}=\frac{8}{3}$The pivot is the element $\frac{3}{13}$ and so the column $P_5$ gets out.
$\begin{matrix}
B & b & P_1 & P_2 & P_3 & P_4 & P_5 & \theta & \\ \\
P_1 & \frac{664}{169} & 1 & 0 & 0 & \frac{1}{3} & -\frac{8}{3} & & \Gamma_1'= \Gamma_1-\frac{8}{13} \Gamma_3'\\ \\
P_2 & 2 & 0 & 1 & 0 & 0 & 1 & & \Gamma_2'= \Gamma_2+\frac{3}{13} \Gamma_3'\\ \\
P_3 & 0 & 0 & 0 & 1 &-\frac{2}{3} & \frac{13}{3} & & \Gamma_3'=\frac{13}{3}\Gamma_3
\end{matrix}$

Thus the new solution is $\left( \frac{664}{169}, 2 , \frac{8}{3}, 0, 0\right)$ which is basic feasible non degenerate.

If we choose $P_5$ we don't get a basic feasible solution, so we have to pick $P_1$.Is it right so far? (Thinking)
 

What causes a column to get out of the basis?

There are multiple factors that can cause a column to get out of the basis, including changes in temperature or pressure, chemical reactions, and mechanical stress.

How can a column getting out of the basis impact an experiment or process?

If a column gets out of the basis, it can affect the accuracy and reliability of experimental results or the efficiency and effectiveness of a process. It can also lead to additional costs and time for troubleshooting and recalibration.

What measures can be taken to prevent a column from getting out of the basis?

To prevent a column from getting out of the basis, proper maintenance and calibration procedures should be followed regularly. Additionally, using high-quality materials and equipment and monitoring conditions closely can help prevent potential sources of error.

What are some common methods for detecting when a column has gotten out of the basis?

There are various methods for detecting when a column has gotten out of the basis, such as monitoring changes in temperature or pressure, conducting regular quality control checks, and visually inspecting the column for signs of wear or damage.

What steps should be taken if a column has already gotten out of the basis?

If a column has already gotten out of the basis, it is important to identify the root cause and take corrective action as soon as possible. This may involve recalibrating or replacing the column, adjusting experimental or process parameters, or troubleshooting any equipment or environmental factors that may have contributed to the issue.

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