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Detection of fusarium head blight in wheat using ndvi from multispectral uas measurements and its correlation with don contamination
ID
Petrović, Igor
(
Avtor
),
ID
Vučajnk, Filip
(
Avtor
),
ID
Španić, Valentina
(
Avtor
)
PDF - Predstavitvena datoteka,
prenos
(2,57 MB)
MD5: 291507BFAD21AAB62D904B0BA37CBE18
URL - Izvorni URL, za dostop obiščite
https://www.mdpi.com/2624-7402/7/2/37
Galerija slik
Izvleček
Fusarium head blight (FHB) is a serious fungal disease of wheat and other small cereal grains, significantly reducing grain yield and producing mycotoxins that affect food safety. There is a need for disease detection technologies to determine the right time to apply fungicides, as FHB infection begins before visible symptoms appear. Using multispectral remote sensing by an unmanned aircraft system (UAS), wheat plants were observed under field conditions infested with FHB and simultaneously protected with fungicides sprayed with four different types of nozzles, as well as corresponding control plots infested with FHB only. The results showed that the levels of deoxynivalenol (DON) differed significantly between the five treatments, indicating that the control had the highest DON concentration as no fungicide treatment was applied. This study revealed that the assessment of the normalized difference vegetation index (NDVI) after FHB infection could be useful for predicting DON accumulation in wheat, as a significant negative correlation between DON and NDVI values was measured 24 days after anthesis. The decreasing NDVI values at the end of the growth cycle were expected due to senescence and yellowing of the wheat spikes and leaves. Therefore, significant differences in the NDVI were observed between three measurement points on the 13th, 24th, and 45th day after anthesis. Additionally, the green normalized difference vegetation index (GNDVI) and normalized difference red-edge index (NDRE) were in significant positive correlation with the NDVI at 24th day after anthesis. The use of appropriate measurement points for the vegetation indices can offer the decisive advantage of enabling the evaluation of very large breeding trials or farmers’ fields where the timing of fungicide application is particularly important.
Jezik:
Angleški jezik
Ključne besede:
fusarium
,
deoxynivalenol
,
sistem brezpilotnega letalnika
,
vegetacijski indeks
Vrsta gradiva:
Članek v reviji
Tipologija:
1.01 - Izvirni znanstveni članek
Organizacija:
FS - Fakulteta za strojništvo
Status publikacije:
Objavljeno
Različica publikacije:
Objavljena publikacija
Leto izida:
2025
Št. strani:
14 str.
Številčenje:
Vol. 7, no. 1, art. 37
PID:
20.500.12556/RUL-168012
UDK:
621
ISSN pri članku:
2624-7402
DOI:
10.3390/agriengineering7020037
COBISS.SI-ID:
230037763
Datum objave v RUL:
25.03.2025
Število ogledov:
339
Število prenosov:
695
Metapodatki:
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Objavi na:
Gradivo je del revije
Naslov:
AgriEngineering
Skrajšan naslov:
AgriEngineering
Založnik:
MDPI AG
ISSN:
2624-7402
COBISS.SI-ID:
530042137
Licence
Licenca:
CC BY 4.0, Creative Commons Priznanje avtorstva 4.0 Mednarodna
Povezava:
http://creativecommons.org/licenses/by/4.0/deed.sl
Opis:
To je standardna licenca Creative Commons, ki daje uporabnikom največ možnosti za nadaljnjo uporabo dela, pri čemer morajo navesti avtorja.
Sekundarni jezik
Jezik:
Slovenski jezik
Ključne besede:
fusarium
,
deoxynivalenol
,
unmanned aircraft system
,
vegetation index
Projekti
Financer:
ARIS - Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije
Številka projekta:
P4-0092-2020
Naslov:
Zdravje živali, okolje in varna hrana
Financer:
ARIS - Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije
Številka projekta:
P2-0263-2019
Naslov:
Mehanika v tehniki
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