Evidence map›Paper›PMID 42577665›Full record

ArticleFrontiers in robotics and AI2026

Robotic lava tube mapping and multimodal data collection using quadruped and LiDAR.

A J Hidding, H H Bier, L Peternel, A J Becoy, F A P Romio, G Calabrese

Abstract read
In one paragraph

Article in Frontiers in robotics and AI, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

A J HiddingRobotic Building Lab, Architecture Department, TU Delft, Delft, Netherlands.
H H BierRobotic Building Lab, Architecture Department, TU Delft, Delft, Netherlands.
L PeternelDepartment of Cognitive Robotics, Cognitive Robotics, TU Delft, Delft, Netherlands.
A J BecoyDepartment of Cognitive Robotics, Cognitive Robotics, TU Delft, Delft, Netherlands.
F A P RomioRobotic Building Lab, Architecture Department, TU Delft, Delft, Netherlands.
G CalabreseDepartment of Engineering and Geology, IRSPS International Research School of Planetary Sciences (IRSPS), Pescara, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As part of TU Delft Rhizome 2.0 and Moonshot projects, focusing on the development of extraterrestrial habitats in lava tubes, the robotic mapping of an analogue lava tube in Sicily has been studied with the future goal of assessing its suitability for building construction. The main objective of the research was to survey a lava tube and acquire a novel dataset for future research, while also analyzing the collected data to evaluate possible future lava tube exploration scenarios for the Moon and Mars. This paper presents the robotic mapping conducted in Grotta di Monte Intraleo, detailing the implementation and outlining challenges and insights, leading to the new dataset. Various mapping and data collection methods, including robotic mapping using LiDAR, was explored. The overall strategy relies on multi-technique scanning to enhance redundancy and ensure comprehensive data acquisition, that is providing a robust foundation for future robotic exploration and habitat planning.

Indexed as

extraterrestrial habitatlava tubemarsquadrupedrobotic mapping

Identifiers

PMID42577665
PMCPMC13454644

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.