Evidence map›Paper›PMID 42817286›Full record

ArticleSensors (Basel, Switzerland)2026

Multi-Objective Trajectory Optimization of a 7-DOF Wiring Robot for Aircraft Harness Layout on Fixture Boards.

Jinhua Cai, Tao Jiang, Han Hou, Peng Gao, Na Liu

Abstract read
In one paragraph

Article in Sensors (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.

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

5 authors.

Jinhua CaiSchool of Mechatronic Engineering, Changchun University of Science and Technology, No. 7089, Satellite Road, Chaoyang District, Changchun 130012, China.
Tao JiangSchool of Mechatronic Engineering, Changchun University of Science and Technology, No. 7089, Satellite Road, Chaoyang District, Changchun 130012, China.
Han HouChongqing Research Institute, Changchun University of Science and Technology, No. 5, Yulin Road, Liangjiang New Area, Chongqing 401120, China.ORCID 0000-0002-4659-8875
Peng GaoHigh-End Aeronautical Equipment Technology Innovation Center (Sichuan) Co., Ltd., Chengdu 610000, China.
Na LiuHigh-End Aeronautical Equipment Technology Innovation Center (Sichuan) Co., Ltd., Chengdu 610000, China.

Funding

Chengdu Science and Technology Program 2025-YF08-00232-GXEquipment Development Department of the People's Republic of China Central Military Commis-sion 62502010223
6 · The paper itself

Abstract

Aircraft wire-harness routing on fixture boards requires not only efficient large-workspace robot motion but also smooth and process-safe passage around densely distributed pins. Conventional robot trajectory optimization generally focuses on generic motion indices and cannot explicitly represent local over-bending risk and coupled wiring-process constraints. This paper proposes a process-safety-aware multi-objective trajectory optimization method for a seven-axis wiring robot composed of a linear rail and a six-DOF manipulator. An executable reference trajectory is parameterized using quintic B-splines, and execution time, normalized joint jerk, and a pin-neighborhood weighted bending-safety proxy are jointly optimized under robot-motion, pin-passing, board-clearance, and non-target-pin constraints. A constraint-guided adaptive DE-NSGA-II algorithm is developed to improve feasible-solution search in the resulting narrow and strongly coupled feasible region. Physical experiments show that, compared with MOPSO, the proposed method reduces normalized joint jerk by 35.8% and the bending-safety proxy by 77.0%, while completing all ten repeated trials without controller alarms. Vision-based measurements further show a strong correlation between the proposed proxy and the actual harness bending radius (R2=0.991). Additional routing layouts confirm the applicability of the method to more complex fixture-board configurations. These results demonstrate that the proposed method provides a practical balance among routing efficiency, trajectory smoothness, and process reliability.

Indexed as

7-DOF robotaircraft wire harnessconstraint handlingDE-NSGA-IIdigital twinmulti-objective trajectory optimizationquintic B-spline

Identifiers

PMID42817286
PMCPMC13611004

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.