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Minimum Fired Missiles for Given Target Destruction Probability

The probability that a missile hits a target successfully is 0.750.75. To completely destroy the target, at least three successful hits are required. Determine the minimum number of missiles that must be fired such that the probability of completely destroying the target is NOT less than 0.950.95.

Official Numerical Answer6

Step-by-Step Solution

Let nn be the total number of missiles fired at the target.

Let the random variable XX denote the number of successful hits on the target. Since each trial is independent, XX follows a Binomial distribution: X∼Binomial(n,p)X \sim \text{Binomial}(n, p) where p=0.75=34p = 0.75 = \dfrac{3}{4} is the probability of a successful hit, and q=1−p=0.25=14q = 1 - p = 0.25 = \dfrac{1}{4} is the probability of a miss.

To completely destroy the target, at least 33 successful hits are required. We are given that the probability of completely destroying the target must be at least 0.950.95: P(X≥3)≥0.95P(X \ge 3) \ge 0.95

Using the complement rule, this can be written as: 1−P(X<3)≥0.95  ⟹  P(X<3)≤0.051 - P(X < 3) \ge 0.95 \implies P(X < 3) \le 0.05

The probability P(X<3)P(X < 3) is the sum of the probabilities of getting 00, 11, or 22 successful hits: P(X<3)=P(X=0)+P(X=1)+P(X=2)P(X < 3) = P(X = 0) + P(X = 1) + P(X = 2)

Using the binomial probability formula P(X=k)=(nk)pkqn−kP(X = k) = \binom{n}{k} p^k q^{n-k}: P(X=0)=(n0)(34)0(14)n=14nP(X = 0) = \binom{n}{0} \left(\frac{3}{4}\right)^0 \left(\frac{1}{4}\right)^n = \frac{1}{4^n} P(X=1)=(n1)(34)1(14)n−1=3n4nP(X = 1) = \binom{n}{1} \left(\frac{3}{4}\right)^1 \left(\frac{1}{4}\right)^{n-1} = \frac{3n}{4^n} P(X=2)=(n2)(34)2(14)n−2=9n(n−1)2⋅4nP(X = 2) = \binom{n}{2} \left(\frac{3}{4}\right)^2 \left(\frac{1}{4}\right)^{n-2} = \frac{9n(n-1)}{2 \cdot 4^n}

Summing these terms gives: P(X<3)=14n[1+3n+9n(n−1)2]P(X < 3) = \frac{1}{4^n} \left[ 1 + 3n + \frac{9n(n-1)}{2} \right]

We need to find the smallest integer n≥3n \ge 3 such that: 14n[1+3n+9n(n−1)2]≤0.05=120\frac{1}{4^n} \left[ 1 + 3n + \frac{9n(n-1)}{2} \right] \le 0.05 = \frac{1}{20}

Let's test integer values of nn:

  1. For n=4n = 4: P(X<3)=144[1+3(4)+9×4×32]=1+12+54256=67256≈0.2617>0.05P(X < 3) = \frac{1}{4^4} \left[ 1 + 3(4) + \frac{9 \times 4 \times 3}{2} \right] = \frac{1 + 12 + 54}{256} = \frac{67}{256} \approx 0.2617 > 0.05

  2. For n=5n = 5: P(X<3)=145[1+3(5)+9×5×42]=1+15+901024=1061024≈0.1035>0.05P(X < 3) = \frac{1}{4^5} \left[ 1 + 3(5) + \frac{9 \times 5 \times 4}{2} \right] = \frac{1 + 15 + 90}{1024} = \frac{106}{1024} \approx 0.1035 > 0.05

  3. For n=6n = 6: P(X<3)=146[1+3(6)+9×6×52]=1+18+1354096=1544096=772048≈0.0376≤0.05P(X < 3) = \frac{1}{4^6} \left[ 1 + 3(6) + \frac{9 \times 6 \times 5}{2} \right] = \frac{1 + 18 + 135}{4096} = \frac{154}{4096} = \frac{77}{2048} \approx 0.0376 \le 0.05

Since 0.0376≤0.050.0376 \le 0.05, the condition P(X≥3)≥0.95P(X \ge 3) \ge 0.95 is satisfied for n=6n = 6.

Thus, the minimum number of missiles that must be fired is 66.