Paper · 2025 · Agronomy

Plant Type Suitable for Mechanized Transplanting of Broccoli in Ningxia

Xulu Wang; Wei Tian; Xiaojun Qin; et al.

10
claims
20
verbatim quotes
0
citations
3
research areas
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Open access · cc-by

Abstract

To improve the mechanized transplanting efficiency for large-scale broccoli production in Ningxia, this study aims to identify key morphological traits of seedlings suitable for mechanized transplanting. A Box–Behnken design was used to set three experimental factors, broccoli variety, seedling age, and plug tray specification, to evaluate their effects on seedling plant type (plant height, stem diameter, canopy diameter, stem inclination angle, and plant type cone angle) and root system characteristics (substrate loss rate). The results showed that plug tray specification was the primary factor affecting substrate loss rate, followed by variety and seedling age. Seedling age was the dominant factor affecting plant height, stem diameter, and canopy diameter, while plug tray specification primarily influenced stem inclination angle. Optimization via response surface methodology (RSM) indicated that the best transplanting performance was achieved with the “Hannai Youxiu” variety (excellent cold tolerance), 30-day-old seedlings, and 72-cell or 98-cell plug trays. Field validation confirmed that under these optimal parameters the mechanized transplanting feeding rate reached 100%, the seedling missing rate was 2.5%, and the transplanting qualification rate was 97.5%, with all RMSE values being less than 7.5%. These findings provide a scientific basis for the mechanized transplanting of broccoli in Ningxia, recommending the “Hannai Youxiu” variety and 98-cell plug trays with 30-day-old seedlings to enhance transplanting quality and production efficiency.

Abstract from the paper’s OpenAlex record; open copy licensed cc-by. Read at the source ↗

The text the model read, with the source record’s inline markup (italics, sub- and superscripts) rendered and its character entities decoded; quote offsets refer to the raw text.

Claims 10

Associationobservedoriginal resultmeasured

Claim · model-written summary

Plug tray specification was the primary factor affecting substrate loss rate.

Treatment
plug tray specificatione1
Outcome
substrate loss ratee1
Qualifier
primary factore1

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“plug tray specification was the primary factor affecting substrate loss rate, followed by variety and seedling age”

✓ located verbatim in the source · abstract, characters 556–670 · show in text ↑
Associationobservedoriginal resultmeasured

Claim · model-written summary

Variety and seedling age were secondary factors for substrate loss rate.

Treatment
variety and seedling agee1
Outcome
substrate loss ratee1
Qualifier
followed bye1

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“plug tray specification was the primary factor affecting substrate loss rate, followed by variety and seedling age”

✓ located verbatim in the source · abstract, characters 556–670 · show in text ↑
Associationobservedoriginal resultmeasured

Claim · model-written summary

Seedling age was the dominant factor affecting plant height, stem diameter and canopy diameter.

Treatment
Seedling agee1
Outcome
plant height, stem diameter, and canopy diametere1
Qualifier
dominant factore1

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“Seedling age was the dominant factor affecting plant height, stem diameter, and canopy diameter”

✓ located verbatim in the source · abstract, characters 672–767 · show in text ↑
Associationobservedoriginal resultmeasured

Claim · model-written summary

Plug tray specification primarily influenced stem inclination angle.

Treatment
plug tray specificatione1
Outcome
stem inclination anglee1
Qualifier
primarily influencede1

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“plug tray specification primarily influenced stem inclination angle”

✓ located verbatim in the source · abstract, characters 775–842 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

The best transplanting performance was achieved with Hannai Youxiu, 30-day-old seedlings and 72-cell or 98-cell plug trays.

Material
Hannai Youxiue1
Organ / stage
30-day-old seedlingse1
Treatment
72-cell or 98-cell plug trayse1
Outcome
transplanting performancee1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“the best transplanting performance was achieved with the “Hannai Youxiu” variety (excellent cold tolerance), 30-day-old seedlings, and 72-cell or 98-cell plug trays”

✓ located verbatim in the source · abstract, characters 911–1075 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

Under the optimal parameters, the mechanized transplanting feeding rate reached 100% in field validation.

Outcome
mechanized transplanting feeding ratee1
Value
100%e1
Setting
Field validatione1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“Field validation confirmed that under these optimal parameters the mechanized transplanting feeding rate reached 100%”

✓ located verbatim in the source · abstract, characters 1077–1194 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

The seedling missing rate under optimal parameters was 2.5%.

Outcome
seedling missing ratee1
Value
2.5%e1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“the seedling missing rate was 2.5%”

✓ located verbatim in the source · abstract, characters 1196–1230 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

The transplanting qualification rate under optimal parameters was 97.5%.

Outcome
transplanting qualification ratee1
Value
97.5%e1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“the transplanting qualification rate was 97.5%”

✓ located verbatim in the source · abstract, characters 1236–1282 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

All RMSE values of the transplanting models were less than 7.5%.

Outcome
RMSE valuese1
Value
less than 7.5%e1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“with all RMSE values being less than 7.5%”

✓ located verbatim in the source · abstract, characters 1284–1325 · show in text ↑
Recommendationauthor interpretationoriginal resultbasis n/a

Claim · model-written summary

The authors recommend Hannai Youxiu with 98-cell plug trays and 30-day-old seedlings to enhance transplanting quality and production efficiency.

Material
Hannai Youxiue1
Organ / stage
30-day-old seedlingse1
Treatment
98-cell plug trayse1
Outcome
transplanting quality and production efficiencye1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. italica
Brassica oleracea var. italica · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“large-scale broccoli production in Ningxia”

✓ located verbatim in the source · abstract, characters 55–97 · show in text ↑
e1

“recommending the “Hannai Youxiu” variety and 98-cell plug trays with 30-day-old seedlings to enhance transplanting quality and production efficiency”

✓ located verbatim in the source · abstract, characters 1426–1574 · show in text ↑