Evidence map›Paper›PMID 41469799›Full record

ArticleScientific reports2025

Calibration of discrete element parameters for spinach seeds and optimization of seed-metering device design.

Jiaxing Qing, Xusheng Gong, Xuan Cai, Weijie Tan, Hanzhou Hao, Xinyi Liang, Zi'ang Gao, Chao He

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

8 authors.

Jiaxing QingCollege of Engineering, South China Agricultural University, Guangzhou, 510642, China.
Xusheng GongSchool of Nuclear Technology and Chemistry and Biology, Hubei University of Science and Technology, Xianning, 437100, China. gongxs@hbust.edu.cn.
Xuan CaiSchool of Nuclear Technology and Chemistry and Biology, Hubei University of Science and Technology, Xianning, 437100, China.
Weijie TanCollege of Engineering, South China Agricultural University, Guangzhou, 510642, China.
Hanzhou HaoSchool of Nuclear Technology and Chemistry and Biology, Hubei University of Science and Technology, Xianning, 437100, China.
Xinyi LiangCollege of Engineering, South China Agricultural University, Guangzhou, 510642, China.
Zi'ang GaoSchool of Naval Architecture, Ocean and Energy Power Engineering, Wuhan University of Technology, Wuhan, 430063, China.
Chao HeSchool of Artificial Intelligence and Big Data, Wuhan Business University, Wuhan, 430056, China. he_chao@whu.edu.cn.

Funding

People's Government of Hubei Province, China 2023AFB1063People's Government of Hubei Province, China 2025AFC131South China Agricultural University X202510564124
6 · The paper itself

Abstract

Due to the lack of an exact simulation model for spinach seeds, existing seed-metering devices exhibit poor seeding performance and struggle to achieve precise seeding of two seeds per seed-metering hole. This study proposes a method for calibrating discrete element parameters of spinach seeds and develops a seed-metering device with rectangular seed-metering holes tailored to the two-seeds-per-hole requirement. Firstly, a spinach seed discrete element model was constructed. Based on the Box-Behnken Design experimental scheme, simulations of angle of repose and fluidity, combined with physical of angle of repose (38.27°) and physical mass flow rate (18.60 g/s), were used to calibrate contact parameters: (1) between spinach seed models (coefficient of restitution: 0.385; coefficient of static friction: 0.481; coefficient of rolling friction: 0.042); and (2) between seed models and PVC plate (coefficient of restitution: 0.339; coefficient of static friction: 0.600; coefficient of rolling friction: 0.408). Subsequently, simulated and physical bulk density tests were conducted to verify the validity of the established spinach seed model. Guided by the agronomic requirements for spinach seed planting, the range of dimensional parameters for the seed-metering holes was defined. Using the Box-Behnken Design, simulated seeding tests were performed to optimize the device’s structural parameters (hole depth, hole length, hole width, and seed-filling angle), resulting in optimal values of 2.52 mm, 3.67 mm, 5.15 mm, and 37.99°, respectively. Finally, physical seeding tests were conducted, achieving a qualified seeding rate of 92.23% at a seeding speed of 10 r/min. These results confirm the design accuracy and high operational efficiency of the device. This study lays a foundation for the overall design of future spinach planters.

Indexed as

SeedsSpinacia oleraceaCalibrationContact parameters calibrationDiscrete element method (DEM)Precision plantingQualified seeding rateSeed-metering deviceSpinach seeds

Identifiers

PMID41469799
PMCPMC12858896

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