Maths Olympiad Prep

Library / HMMT February /1033 of 1302

HMMT February

Combinatorics Difficulty 5.6 AIME, harder Find the answer United States

Problem:

An ant starts at the point (0,0)(0,0) in the Cartesian plane. In the first minute, the ant faces towards (1,0)(1,0) and walks one unit. Each subsequent minute, the ant chooses an angle θ\theta uniformly at random in the interval [−90∘,90∘]\left[-90^\circ, 90^\circ\right], and then turns an angle of θ\theta clockwise (negative values of θ\theta correspond to counterclockwise rotations). Then, the ant walks one unit. After nn minutes, the ant's distance from (0,0)(0,0) is dnd_n. Let the expected value of dn2d_n^2 be ana_n. Compute the closest integer to
10lim⁡n→∞ann. 10 \lim _{n \rightarrow \infty} \frac{a_n}{n} .

A number or a short expression. Fractions can be typed as 3/2, and spacing doesn't matter.

Solution

Solution:

Let αk\alpha_{k} be a random variable that represents the turn made after step kk, choosing αk\alpha_{k} uniformly at random on the complex plane among the arc of the unit circle containing 11 from −i-i to ii. It is well known that E[αk]=2π\mathbb{E}\left[\alpha_{k}\right]=\frac{2}{\pi}. We have that
an=∑i=1n∑j=1nE[∏k=1i−1αk∏k=1j−1αk−1] a_{n}=\sum_{i=1}^{n} \sum_{j=1}^{n} \mathbb{E}\left[\prod_{k=1}^{i-1} \alpha_{k} \prod_{k=1}^{j-1} \alpha_{k}^{-1}\right]
Separating the sum based on ∣i−j∣|i-j|,
an=n+2∑t=1n−1(n−t)E[α1⋯αt]=n+2∑t=1n−1(n−t)(2π)t a_{n}=n+2 \sum_{t=1}^{n-1}(n-t) \mathbb{E}\left[\alpha_{1} \cdots \alpha_{t}\right]=n+2 \sum_{t=1}^{n-1}(n-t)\left(\frac{2}{\pi}\right)^{t}
Since terms with large tt get very small, we can write
lim⁡n→∞ann=lim⁡n→∞1+2∑t=1∞(1−tn)(2π)t=1+2∑t=1∞lim⁡n→∞(1−tn)(2π)t=1+2∑t=1∞(2π)t \lim _{n \rightarrow \infty} \frac{a_{n}}{n}=\lim _{n \rightarrow \infty} 1+2 \sum_{t=1}^{\infty}\left(1-\frac{t}{n}\right)\left(\frac{2}{\pi}\right)^{t}=1+2 \sum_{t=1}^{\infty} \lim _{n \rightarrow \infty}\left(1-\frac{t}{n}\right)\left(\frac{2}{\pi}\right)^{t}=1+2 \sum_{t=1}^{\infty}\left(\frac{2}{\pi}\right)^{t}
This gives that
x=π+2π−2. x=\frac{\pi+2}{\pi-2} .
To estimate this quantity we use the approximation π≈22/7\pi \approx 22 / 7, which gives us
x≈22+1422−14=4.5 x \approx \frac{22+14}{22-14}=4.5

Want a route through all this instead of an archive? The track puts 2,604 problems in a working order, from Junior Challenge level to the IMO shortlist.

Source: MathNet, licensed CC-BY-4.0. Statement reproduced verbatim; metadata (topic, difficulty) added by this project.