Evidence map›Paper›PMID 41776228›Full record

ArticleScientific reports2026

A compliant, morphing gripper for handling diverse leafy vegetables in vertical farming systems.

Jiajun Liu, Xing Yu Chen, Huu Duoc Nguyen, Wenjie Lai, Joel Ming Rui Tan, Soo Jay Phee

Abstract read
In one paragraph

Article in Scientific reports, 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.

Jiajun Liu *School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore, Singapore. jiajun002@e.ntu.edu.sg.
Xing Yu Chen *School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore, Singapore.
Huu Duoc NguyenSchool of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore, Singapore.
Wenjie LaiSchool of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore, Singapore.
Joel Ming Rui TanSmart Grippers for Soft Robotics, Campus for Research Excellence and Technological Enterprise, Singapore, Singapore.
Soo Jay PheeSchool of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore, Singapore.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Global food security faces growing pressure from climate change and limited resources. In land-constrained Singapore, vertical farming is expanding to improve resilience. However, this expansion has a bottleneck: many varieties of delicate leafy vegetables still rely on manual harvesting. The task is labor-intensive, and hard to scale. We address this need with a two-finger pinching gripper that has compliant, morphing fingertips. The fingertips collapse to enter narrow gaps between densely packed plants, expand to create soft contact surfaces, and reconfigure to accommodate different plant geometries. They also pinch to secure a firm grasp when needed. We validated the approach through bench tests and a trial at a local farm. The gripper consistently grasped multiple leafy-vegetable types and completed lettuce harvesting when used with a root trimmer. It maintained plant integrity and no immediate visible damage was observed. The fingertips also handled real-world variations, off-center growth, size changes, and irregular shapes, without re-tuning. These results establish a practical first step toward automated harvesting in Singapore's vertical farms and highlight next steps in perception, motion planning, and system-level line integration.

Indexed as

AgriculturePlant LeavesVegetablesLactucaSingaporeAgricultureMorphing gripperSoft gripperVertical farm system

Identifiers

PMID41776228
PMCPMC13066625

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.