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Search for a moving target

A target starts at unknown distance \(d\) from the origin of a line (or of \(m\) rays) and moves at constant speed \(u\); how fast can robots capture it, depending on what they know about \(d\) and \(u\)?

Problem statement and measuresexpand

Robots of unit speed start at the origin of the line (or of \(m\) rays). The target starts at distance \(d \ge 1\) from the origin, on a side (ray) unknown to the robots, and moves along it at constant speed \(u\), either away from the origin (\(u < 1\), since a faster target can never be caught) or toward it (\(u \ge 0\)); the robots know which. The target cannot change its speed or direction. Depending on the setting the robots know \(d\), \(u\), both or neither. The target is captured when every robot stands on it. Time is the competitive ratio: the supremum, over the target's initial positions and speeds, of the capture time divided by the time the robots would need if they knew the target's initial position.

Measures: Competitive ratio, worst-case capture time divided by the capture time of robots that know the target's initial position.

One robot, line, target moving away, speed known

standard settingdraft
Competitive ratio: tight

One robot that knows the speed \(u < 1\) of a target moving away from the origin, but not its distance, zigzags with turning distances that grow by the factor \(2(1+u)/(1-u)\); its ratio \((3+u)^2/(1-u)^2\) is optimal (Alpern and Gal, as reported).

Assumed (added on the last edge are outlined)

+Domainthe line (two rays)+Number of robotsa single robot+Direction of the targetaway from the origin, speed \(u < 1\)+Knowledge of the target\(u\) known, \(d\) unknown+Faultsno faults+Speedsall robots have the same unit speed

Not assumed

Communicationface-to-face: robots exchange information only when they meetRandomnessdeterministic
Formal definitions of this setting
Domain: line
The real line; the target moves along one side of the origin.
Number of robots: one robot
A single robot.
Direction of the target: away
The target moves away from the origin at constant speed \(u < 1\), and the robots know it.
Knowledge of the target: speed known
The robots know \(u\) but not \(d\).
Communication: face-to-face
Face-to-face: two robots exchange information only when they are at the same point at the same time.
Faults: no faults
Every robot detects and reports the target.
Speeds: equal speeds
All robots move at most at unit speed.
Randomness: deterministic
Trajectories are fixed functions of the information received.

What is known

Competitive ratio · worst-case capture time divided by the capture time of robots that know the target's initial position
tight
As reported; the book of Alpern and Gal was not read.
lower bound
\(\frac{(3+u)^2}{(1-u)^2}\) Alpern & Gal 2003
bottleneckunknown distance
holds when
At \(u = 0\) it is the bound 9 of linear search.
introductory—
current best
\(\frac{(3+u)^2}{(1-u)^2}\)

Results, in order of publication

Alpern & Gal 2003 current best
Competitive ratio \(\frac{(3+u)^2}{(1-u)^2}\)

Introductory and current best, as reported by Coleman et al. 2022 (Theorem 6, which writes it \(1 + 8\frac{1+u}{(1-u)^2}\)) and Jawhar & Kranakis 2025b (who cite p. 134, Equation 8.25): the zigzag of Algorithm 3 of Coleman et al. 2022, which turns at distances \(1, a, a^2, \dots\) on alternate sides, with \(a = 2(1+u)/(1-u)\). Not read.

Open questions

  1. Tight bounds when the robot does not know whether the target moves toward or away from the origin Coleman et al. 2022.

Notes

Draft because the source of the bound, the book of Alpern and Gal, was not read; Coleman et al. 2022 state the result without proof. At \(u = 0\) the zigzag is the doubling strategy of linear search.

What carries over from neighbouring settings

Read off the order of assumptions, not checked case by case: results may carry extra assumptions (shown on their pages), and asynchronous time is measured in epochs.

Algorithms from weaker settings work here

One robot, line, target moving away, nothing known
Competitive ratio \(1+\frac{8}{d}\ (E \le 4),\ 1+\frac{56.18\,E^{4-(\log_2\log_2 E)^{-2}}-1}{d}\ (E > 4)\)

Lower bounds from stronger settings hold here

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