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Zorluk: Çok zorOptimization and Bounded Constraints

A pharmaceutical laboratory synthesizes two custom therapeutic compounds, Compound XX and Compound YY, in integer batch quantities during a single production cycle. Production is subject to the following resource and operational constraints:

- Bioreactor Time: Each batch of Compound XX requires 44 hours and each batch of Compound YY requires 33 hours. The laboratory has at most 4848 total hours of bioreactor time available.
- Specialized Solvent: Each batch of Compound XX requires 33 liters and each batch of Compound YY requires 55 liters. The total solvent supply is capped at 5555 liters.
- Catalyst Stability Limit: To prevent reactive degradation, the number of batches of Compound YY produced cannot exceed twice the number of batches of Compound XX plus 11 (Y2X+1Y \le 2X + 1).

Each batch of Compound XX generates a net profit of $12,000\$12,000, and each batch of Compound YY generates a net profit of $14,000\$14,000.

What is the maximum total net profit, in dollars, that the laboratory can achieve within these combined production constraints?

  1. A
    $184,000\$184,000
  2. $172,000\$172,000Cevap
  3. C
    $170,000\$170,000
  4. D
    $168,000\$168,000
  5. E
    $154,000\$154,000

Cevap

The maximum total net profit achievable under all constraints is $172,000\$172,000, obtained by producing 55 batches of Compound XX and 88 batches of Compound YY.
The production plan of 55 batches of Compound XX and 88 batches of Compound YY satisfies all given constraints: Bioreactor time (4(5)+3(8)=44484(5) + 3(8) = 44 \le 48 hours), Solvent volume (3(5)+5(8)=55553(5) + 5(8) = 55 \le 55 liters), and Catalyst stability (82(5)+1=118 \le 2(5) + 1 = 11). This combination yields the maximum valid profit of 5×$12,000+8×$14,000=$172,0005 \times \$12,000 + 8 \times \$14,000 = \$172,000.

Adım Adım Çözüm

1
Formulate the linear inequalities representing the system constraints.
Bioreactor constraint: 4X+3Y484X + 3Y \le 48; Solvent constraint: 3X+5Y553X + 5Y \le 55; Catalyst constraint: Y2X+1Y \le 2X + 1; Non-negativity and integer constraints: X,YZ0X, Y \in \mathbb{Z}_{\ge 0}. Objective function: Maximize P=12000X+14000YP = 12000X + 14000Y.
Establishing the mathematical boundaries of the feasible region for integer optimization.
2
Find the intersection point of the two primary resource constraint boundaries (4X+3Y=484X + 3Y = 48 and 3X+5Y=553X + 5Y = 55).
Multiplying 4X+3Y=484X + 3Y = 48 by 55 yields 20X+15Y=24020X + 15Y = 240. Multiplying 3X+5Y=553X + 5Y = 55 by 33 yields 9X+15Y=1659X + 15Y = 165. Subtracting the two equations gives 11X=75    X=75/116.8211X = 75 \implies X = 75/11 \approx 6.82, leading to Y=76/116.91Y = 76/11 \approx 6.91.
Identifies the continuous optimal vertex of the system to narrow down nearby integer search points.
3
Test nearby integer pairs (X,Y)(X, Y) within the feasible region.
For X=6X = 6, max YY under solvent limit is (5518)/5=7\lfloor(55 - 18)/5\rfloor = 7. Check (6,7)(6, 7): 4(6)+3(7)=45484(6)+3(7)=45 \le 48, 3(6)+5(7)=53553(6)+5(7)=53 \le 55, 72(6)+1=137 \le 2(6)+1=13. Profit: 12000(6)+14000(7)=$170,00012000(6)+14000(7) = \$170,000.
For X=5X = 5, max YY under solvent limit is (5515)/5=8\lfloor(55 - 15)/5\rfloor = 8. Check (5,8)(5, 8): 4(5)+3(8)=44484(5)+3(8)=44 \le 48, 3(5)+5(8)=55553(5)+5(8)=55 \le 55, 82(5)+1=118 \le 2(5)+1=11. Profit: 12000(5)+14000(8)=$172,00012000(5)+14000(8) = \$172,000.
For X=4X = 4, max YY under solvent limit is (5512)/5=8\lfloor(55 - 12)/5\rfloor = 8. Profit: 12000(4)+14000(8)=$160,00012000(4)+14000(8) = \$160,000.
For X=7X = 7, max YY under bioreactor limit is (4828)/3=6\lfloor(48 - 28)/3\rfloor = 6. Check (7,6)(7, 6): 4(7)+3(6)=46484(7)+3(6)=46 \le 48, 3(7)+5(6)=51553(7)+5(6)=51 \le 55. Profit: 12000(7)+14000(6)=$168,00012000(7)+14000(6) = \$168,000.
Evaluates candidate lattice points on the boundary of the feasible integer region.
4
Compare profit totals among all valid integer combinations.
The combination (5,8)(5, 8) yields the maximum valid profit of $172,000\$172,000.
Confirms the global maximum integer solution under all joint bounded constraints.

Anahtar Kavram

Optimization under Integer and Joint Bounded Constraints
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