Evidence map›Paper›PMID 42645246›Full record

ArticleBiomimetics (Basel, Switzerland)2026

Composite Objective Optimization of Finger Length Under Performance Trade-Offs and Constraints.

Lei Jiang, Kaixin Lan, Xianwei Liu, Chaojie Fu, Yongbin Jin, Hongtao Wang

Abstract read
In one paragraph

Article in Biomimetics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

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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.

Lei JiangCenter for X-Mechanics, Zhejiang University, Hangzhou 310012, China.ORCID 0009-0000-3467-4626
Kaixin LanCenter for X-Mechanics, Zhejiang University, Hangzhou 310012, China.
Xianwei LiuCenter for X-Mechanics, Zhejiang University, Hangzhou 310012, China.
Chaojie FuCenter for X-Mechanics, Zhejiang University, Hangzhou 310012, China.ORCID 0009-0000-6770-3155
Yongbin JinCenter for X-Mechanics, Zhejiang University, Hangzhou 310012, China.
Hongtao WangCenter for X-Mechanics, Zhejiang University, Hangzhou 310012, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The inherent trade-off between structural compactness and functional versatility poses a fundamental challenge in biomimetic robotic hand design. This paper presents a multi-objective optimization framework for determining the optimal phalanx length allocation of a biomimetic finger under a fixed total-length constraint. Three performance criteria are formulated: grasp capability, measured by the area of a novel shared workspace (Region II) between power grasping and precision manipulation; kinematic dexterity, evaluated as the global average of the reciprocal condition number of the Jacobian matrix; and key-press range, defined as the maximum static fingertip span under perpendicularity and slope constraints. A full grid search reveals distinct optimal configurations for each objective. Pareto analysis of 117 non-dominated solutions shows that the key-press range is most sensitive to dimensional variations, with a 24.7% performance spread. A hierarchical selection strategy that prioritizes the key-press range while balancing the other two objectives yields a recommended compromise design. Experimental validation of the key-press reachability for the recommended compromise design achieves a 98.8% keystroke success rate over 1000 cross-row strikes without wrist movement. These results confirm its practical feasibility for fine manipulation tasks, while experimental characterization of the grasp capability and kinematic dexterity objectives remains as future work.

Indexed as

biomimetic fingerkey-press rangekinematic dexteritymulti-objective optimizationPareto optimalityphalanx lengthworkspace analysis

Identifiers

PMID42645246
PMCPMC13510020

What OpenQuestion holds

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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.