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Search with segment visibility

Robots search the plane for a point that they see when it lies on the segment joining two of them.

Problem statement and measuresexpand

\(k \ge 2\) robots of unit speed start together at the origin \(O\) of the plane, share a coordinate frame and a clock, and move deterministically. A stationary target lies at an unknown point \(x \ne O\) at distance \(d = \|x\| > 0\). The target is found at the first time \(t\) at which \(x\) lies on the closed segment joining the positions of two robots at time \(t\); robots learn nothing about the target before. Depending on the setting the robots know \(d\) or not; they never know the direction of \(x\). Time is the competitive ratio: the supremum, over targets, of the time until the target is found divided by \(d\).

Measures: Competitive ratio, worst-case time until the target lies on a segment between two robots, divided by its distance \(d\) from the origin.

Two robots, known distance

verified
Competitive ratio: tight

Two robots that know \(d\) need exactly \(1+\sqrt3+\pi/6 \approx 3.2556\), the same ratio as two robots looking for a line at known distance.

Assumed (added on the last edge are outlined)

+Number of robotstwo robots+Knowledge of the distance\(d\) known+Faultsno faults+Speedsall robots have the same unit speed

Not assumed

Randomnessdeterministic
Formal definitions of this setting
Number of robots: two robots
Two robots; the visible set at each time is the one segment between them.
Knowledge of the distance: \(d\) known
The robots know \(d\) (not the direction of the target); the trajectories may depend on \(d\), and the ratio is the supremum over targets with \(\|x\| = d\) of \(T(x)/d\).
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.

Statement for this variant

Two robots that know \(d\) (not the direction of the target); the targets are the points of the circle of radius \(d\) about the origin.

What is known

Competitive ratio · worst-case time until the target lies on a segment between two robots, divided by its distance \(d\) from the origin
tight
Exactly \(1+\sqrt3+\pi/6 \approx 3.2556\).
lower bound
\(1+\sqrt3+\pi/6\) Kranakis 2026 preprint
bottleneckunknown direction
holds when
  • deterministic
  • targets on the circle of radius \(d\), \(d\) known
  • any two 1-Lipschitz trajectories
  • from shoreline search at known distance (Theorem 3 of Dobrev et al. 2020b): a robot touches the line tangent at the target no later than the target is seen
Theorem 2.1 with Lemma 2.5 of Kranakis 2026.
introductory—
current best
\(1+\sqrt3+\pi/6\)
Kranakis 2026 preprint
common coordinate frame and clock

Results, in order of publication

Kranakis 2026 preprint current best
Competitive ratio \(1+\sqrt3+\pi/6\)
common coordinate frame and clock

Introductory and current best (Theorem 2.1, Proposition 2.3): robot \(\sigma \in \{\pm1\}\) walks straight to \((\sigma d/\sqrt3, d)\), along the tangent to \((\sigma\sqrt3 d/2, d/2)\), along the circle to \((\sigma d, 0)\), then straight down to \((\sigma d, -d)\); the last point found is \((0, -d)\).

Open questions

None recorded for this variant.

Notes

From the preprint Kranakis 2026, read in full (arXiv v1). The upper bound is proved directly; the lower bound is Theorem 3 of Dobrev et al. 2020b for shoreline search, transferred by the tangent-line reduction.

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

Two robots, unknown distance
Competitive ratio \(e^{\pi\lambda^*}\sqrt{1+\lambda^{*2}}/\lambda^* \approx 8.9285\)
\(k \ge 3\) robots, known distance
Competitive ratio \(\sec(\pi/k)\)

Lower bounds from stronger settings hold here

No catalogued stronger setting.

Know a better result for this setting, or found a mistake? Suggest a result · Report an error. Accepted contributions are acknowledged.