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Step-by-Step Solution
Step 1: Represent the three terms of the Geometric Progression (GP)
Let the three terms in increasing GP with common ratio $r$ be:
$$
\frac{a}{r}, \quad a, \quad ar.
$$
Step 2: Express the condition for Arithmetic Progression (AP)
If the middle term is doubled, the new sequence becomes:
$$
\frac{a}{r}, \quad 2a, \quad ar,
$$
which is given to be in AP. In an AP, the sum of the first and third term equals twice the middle term, so:
$$
\frac{a}{r} + ar = 2 \times (2a) = 4a.
$$
Step 3: Derive a relation for $r$
Divide both sides of
$$
\frac{a}{r} + ar = 4a
$$
by $a$ to eliminate $a$:
$$
\frac{1}{r} + r = 4.
$$
Let us set
$$
r + \frac{1}{r} = 4.
$$
This quadratic-like expression suggests finding $r$ by solving:
$$
r^2 - 4r + 1 = 0.
$$
Solving gives:
$$
r = 2 \pm \sqrt{3}.
$$
Since the problem states the three numbers are in an increasing GP, we take
$$
r = 2 + \sqrt{3}.
$$
Step 4: Use the condition on the fourth term of GP
The fourth term of the GP is given as $3r^2$. The $n$th term of a GP with first term $\frac{a}{r}$ and common ratio $r$ is:
$$
\left(\frac{a}{r}\right) \times r^{n-1}.
$$
Hence, the fourth term is:
$$
\left(\frac{a}{r}\right) \times r^{3} = a r^2.
$$
It is given that this term equals $3 r^2$:
$$
a r^2 = 3 r^2.
$$
Canceling $r^2$ on both sides (assuming $r \neq 0$) gives:
$$
a = 3.
$$
Step 5: Determine the common difference $d$ of the AP
The three terms in AP are:
$$
\frac{a}{r}, \quad 2a, \quad ar.
$$
The common difference $d$ is obtained by subtracting consecutive terms:
$$
d = 2a - \frac{a}{r} \quad \text{or equivalently} \quad ar - 2a.
$$
Substituting $a = 3$ and $r = 2 + \sqrt{3}$, we get:
$$
d = 2 \times 3 - \frac{3}{2 + \sqrt{3}}.
$$
Multiplying numerator and denominator appropriately or simplifying directly, one finds:
$$
d = 6 - \frac{3}{2 + \sqrt{3}}.
$$
Rationalizing or referring to the given final form, we find
$$
d = 3\sqrt{3}.
$$
(Indeed, the provided solution states $d = 3\sqrt{3}$ for $r = 2 + \sqrt{3}$.)
Step 6: Calculate $r^2 - d$
We have $r = 2 + \sqrt{3}$ and $d = 3\sqrt{3}$. Compute $r^2$:
$$
r^2 = (2 + \sqrt{3})^2 = 4 + 4\sqrt{3} + 3 = 7 + 4\sqrt{3}.
$$
Hence,
$$
r^2 - d = (7 + 4\sqrt{3}) - 3\sqrt{3} = 7 + \sqrt{3}.
$$
Final Answer
The value of $r^2 - d$ is:
$$
7 + \sqrt{3}.
$$