Hop yield forecast using Sentinel-2 images

This study shows thast satellite-based derived information may support decision-making in hop crop management, especially for yield forecasting. The May-to-July period proved crucial for yield predictions, with two approaches supporting this finding. First, tracking changes in the Red Edge Inflection Point (REIP) slope from May to July revealed Pearson correlations of 0.84, 0.77, and 0.61 for the Tradition, Perle and Herkules hop varieties, respectively. A slightly stronger correlation emerged through a linear regression analysis of average REIP values against yields over the 92-day growing period from May 1 to the end of July. Comparing REIP on the 75th growth day in mid-July with yield achieved correlations of 0.86 for Tradition, 0.69 for Perle, and 0.76 for Herkules. Research continues, with plans to incorporate more farms and management data to further refine these predictions.

Publication Details

Journal
Gesellschaft für Informatik (GI)
Published
2025-01-01
DOI
https://doi.org/10.18420/giljt2025_34
Primary Topic
Hops Chemistry and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Hop yield forecast using Sentinel-2 images

Gesellschaft für Informatik (GI)
Hops Chemistry and Applications
article

Hop yield forecast using Sentinel-2 images

article en

Abstract

This study shows thast satellite-based derived information may support decision-making in hop crop management, especially for yield forecasting. The May-to-July period proved crucial for yield predictions, with two approaches supporting this finding. First, tracking changes in the Red Edge Inflection Point (REIP) slope from May to July revealed Pearson correlations of 0.84, 0.77, and 0.61 for the Tradition, Perle and Herkules hop varieties, respectively. A slightly stronger correlation emerged through a linear regression analysis of average REIP values against yields over the 92-day growing period from May 1 to the end of July. Comparing REIP on the 75th growth day in mid-July with yield achieved correlations of 0.86 for Tradition, 0.69 for Perle, and 0.76 for Herkules. Research continues, with plans to incorporate more farms and management data to further refine these predictions.

Gesellschaft für Informatik (GI)
Zero hunger
Openalex Percentile: Top 50%
Hops Chemistry and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.