Two Phase Simplex
1. **State the problem:** Maximize $$w = -2x_1 + 5x_2$$ subject to constraints:
$$
\begin{cases}
x_1 + x_2 \leq 6 \\
x_1 \geq 2 \\
-x_2 \geq -3 \\
x_2 \geq 1 \\
x_1 \geq 0, x_2 \geq 0
\end{cases}
$$
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2. **Rewrite inequalities to have right-hand side positive and standardized direction:**
- Constraint 1 is $$x_1 + x_2 \leq 6$$ (already standard).
- Constraint 2: $$x_1 \geq 2$$ can be rewritten as $$-x_1 \leq -2$$.
- Constraint 3: $$-x_2 \geq -3$$ is equivalent to $$x_2 \leq 3$$.
- Constraint 4: $$x_2 \geq 1$$ can be rewritten as $$-x_2 \leq -1$$.
- Non-negativity: $$x_1,x_2 \geq 0$$.
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3. **Add slack variables:**
a) For $$x_1 + x_2 \leq 6$$, add slack variable $$s_1 \geq 0$$:
$$x_1 + x_2 + s_1 = 6$$
b) For $$-x_1 \leq -2$$, add slack variable $$s_2 \geq 0$$:
$$-x_1 + s_2 = -2$$ (Note negative right side, will fix next).
c) For $$x_2 \leq 3$$, add slack variable $$s_3 \geq 0$$:
$$x_2 + s_3 = 3$$
d) For $$-x_2 \leq -1$$, add slack variable $$s_4 \geq 0$$:
$$-x_2 + s_4 = -1$$ (again negative RHS).
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4. **Make right-hand side positive: multiply equations b and d by -1:**
- $$-x_1 + s_2 = -2 \Rightarrow x_1 - s_2 = 2$$
- $$-x_2 + s_4 = -1 \Rightarrow x_2 - s_4 = 1$$
Rearranged as:
$$x_1 - s_2 = 2, \quad x_2 - s_4 = 1$$
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5. **Add artificial variables to form unit matrix for two-phase simplex:**
- For constraint 2: add artificial variable $$a_1$$:
$$x_1 - s_2 + a_1 = 2$$
- For constraint 4: add artificial variable $$a_2$$:
$$x_2 - s_4 + a_2 = 1$$
Slack variables $$s_1$$ and $$s_3$$ already provide identity structure.
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6. **Rewrite all constraints with slack and artificial variables:**
$$
\begin{cases}
x_1 + x_2 + s_1 = 6 \\
x_1 - s_2 + a_1 = 2 \\
x_2 + s_3 = 3 \\
x_2 - s_4 + a_2 = 1 \\
x_1,x_2,s_1,s_2,s_3,s_4,a_1,a_2 \geq 0
\end{cases}
$$
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7. **Objective function for phase 1:** Minimize $$w = a_1 + a_2$$ to remove artificial variables.
8. **Solve phase 1:** Use simplex method on above system to drive $$a_1,a_2$$ to zero and find basic feasible solution.
9. **Solve phase 2:** Substitute back the objective $$w = -2x_1 + 5x_2$$, optimize over feasible set without artificial variables.
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10. **Part b: Graphical solution:**
- Plot constraints:
* $$x_1 + x_2 \leq 6$$
* $$x_1 \geq 2$$
* $$x_2 \leq 3$$
* $$x_2 \geq 1$$
* $$x_1,x_2 \geq 0$$
- The feasible region is intersection of these.
- Vertices are where constraints intersect:
* (2,1), (2,3), (3,3), (6,0), etc. Identify exact vertices by solving pairs.
- Evaluate objective at vertices to find max.
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11. **Part c: Verification:**
- Check maximum $$w^* = -2x_1 + 5x_2$$ at optimal vertex.
- Confirm optimal value matches the value obtained in simplex method.
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This completes the problem setup, conversion to standard form, two-phase method preparation, graphical method outline, and verification plan.