Skip to content
VINOvationBeta

Vineyard intelligence

Rising

Drone and satellite vineyard mapping

Multispectral drone flights and satellite indices that map vigour, stress and variability for zoned management.

Alternative names: drone satellite vineyard mapping (en)

Current rank
#1 3
Trend Score
59.3 38.9
Confidence Score
77
Independent sources
6

Confidence is not part of the Trend Score: a topic can have high momentum and low confidence.

Score component breakdown

  • Domain relevance62 × 15% = 9.3
  • Mention velocity62 × 20% = 12.4
  • Source diversity74 × 15% = 11.1
  • Freshness81 × 10% = 8.1
  • Authority and evidence49 × 10% = 4.9
  • Research momentum58 × 10% = 5.8
  • Commercial adoption0 × 10% = 0.0
  • Novelty78 × 5% = 3.9
  • Geographic spread73 × 5% = 3.7
  • Penalties−0
  • Trend Score59.3

Why this is trending

Rule-based, evidence-linked explanation – every statement points to its supporting sources.

  1. Research momentum: 2 recent papers or conference talks.

    Evidence

  2. Independent activity across 4 countries.

    Evidence

Score history

Mention volume

Adoption maturity

  1. Research
  2. Prototype
  3. Field trial
  4. Early commercial
  5. Scaling
  6. Established

Key organizations

—

Research projects

—

Companies and products

—

Countries and wine regions

  • United States · 3US
  • Global · 2Global
  • United Kingdom · 1GB
  • France · 1FR

Related VINOvation articles

Related VINOvation projects

Evidence timeline

7 original

  1. Sensors and drones can help farmers improve crop quality while saving water

    Phys.org – Agriculture · Article · United Kingdom (GB) · English

    Original source

  2. Study Tests Two Satellite Models for Vineyard Water Use in Lebanon’s Bekaa Valley - Vinetur

    Google News – Vineyard Computer Vision · Research paper · Global (Global) · English

    Original source

  3. World Winery Map Digitizes 4.3 Million Vineyards and Their Terroir Data Amid Climate Change

    Bing News – Vineyard Climate Change · Article · United States (US) · English

    Original source

  4. Multisource Remote Sensing and Geospatial Analysis of Vineyard Wildfire Impacts and Resilience: The 2019 Kincade Fire

    arXiv – Vine & Wine AI Research · Article · United States (US) · English

    Original source

  5. Drone sous-marin vinaire, vin assemblés par IA... Les 30 innovations récompensées au Vinitech 2026

    Vitisphere · Article · France (FR) · French

    Original source

  6. A Review Finds Vineyard Drone Models Break Down Across Seasons - Vinetur

    Google News – Viticulture Robotics & Sensors · Research paper · Global (Global) · Hungarian

    Original source

  7. Predicting Viticulture Potential through an Ensemble of U-Net and a Geospatial Foundation Model

    arXiv – Vine & Wine AI Research · Research paper · United States (US) · English

    Original source
Back to trends