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Zorluk: OrtaOptimization and Bounded Constraints

A high-tech manufacturing firm produces custom drone components: Micro-Sensors (SS) and Control Units (UU). Each Micro-Sensor requires 2 hours of precision calibration and 1 GB of firmware memory allocation. Each Control Unit requires 5 hours of precision calibration and 4 GB of firmware memory allocation. For an upcoming production batch, the facility has a maximum of 40 hours of calibration time available and a maximum total memory allocation limit of 30 GB. If the firm earns a profit of 100perMicroSensorand100 per Micro-Sensor and 350 per Control Unit, which of the following combinations of Micro-Sensors (SS) and Control Units (UU) maximizes total batch profit while satisfying all operational bounds?

  1. 2 Micro-Sensors and 7 Control UnitsCevap
  2. B
    6 Micro-Sensors and 6 Control Units
  3. C
    0 Micro-Sensors and 8 Control Units
  4. D
    5 Micro-Sensors and 6 Control Units
  5. E
    20 Micro-Sensors and 0 Control Units

Cevap

The combination of 2 Micro-Sensors and 7 Control Units maximizes total profit ($2,650) under the given calibration and memory constraints.
The pair with 2 Micro-Sensors and 7 Control Units fully satisfies both constraints (2(2)+5(7)=39leq402(2) + 5(7) = 39 \\leq 40 hours and 2+4(7)=30leq302 + 4(7) = 30 \\leq 30 GB) and yields the maximum profit of $2,650.

Adım Adım Çözüm

1
Set up the linear programming model with objective function and system of inequalities.
Maximize P=100S+350UP = 100S + 350U subject to: 2S+5Uleq402S + 5U \\leq 40 (Calibration limit), S+4Uleq30S + 4U \\leq 30 (Memory limit), and non-negative integers S,Ugeq0S, U \\geq 0.
Establishing explicit bounds is necessary to evaluate boundary integer points.
2
Solve for the intersection of the boundary equations 2S+5U=402S + 5U = 40 and S+4U=30S + 4U = 30.
Substituting S=304US = 30 - 4U into the first equation yields 2(304U)+5U=40implies603U=40impliesU=20/3approx6.672(30 - 4U) + 5U = 40 \\implies 60 - 3U = 40 \\implies U = 20/3 \\approx 6.67 and S=3.33S = 3.33.
The continuous optimal point occurs at the intersection of the binding constraints.
3
Evaluate feasible integer coordinates near the intersection boundary.
For U=7U = 7: Sleqmin(frac40352,3028)=min(2.5,2)=2implies(2,7)S \\leq \\min(\\frac{40 - 35}{2}, 30 - 28) = \\min(2.5, 2) = 2 \\implies (2, 7). Profit = 100(2)+350(7)=100(2) + 350(7) = \\ 2,650 .For. For U = 6 :: S \\leq \\min(\\frac{40 - 30}{2}, 30 - 24) = \\min(5, 6) = 5 \\implies (5, 6).Profit=. Profit = 100(5) + 350(6) = \\2,6002,600.
Since production quantities must be integers, testing feasible boundary pairs determines the global optimum.

Anahtar Kavram

Optimization under Bounded Linear Constraints
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