Skip to content
VINOvationBeta

Quality control

Emerging

Spectroscopy and chemical analysis

NIR, FTIR and hyperspectral instruments with ML calibrations for grape and wine composition.

Alternative names: spectroscopy chemical analysis (en)

Current rank
#17 10
Trend Score
34.9 14.7
Confidence Score
67
Independent sources
3

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

Score component breakdown

  • Domain relevance60 × 15% = 9.0
  • Mention velocity33 × 20% = 6.6
  • Source diversity49 × 15% = 7.3
  • Freshness31 × 10% = 3.1
  • Authority and evidence24 × 10% = 2.4
  • Research momentum0 × 10% = 0.0
  • Commercial adoption0 × 10% = 0.0
  • Novelty67 × 5% = 3.4
  • Geographic spread63 × 5% = 3.2
  • Penalties−0
  • Trend Score34.9

Why this is trending

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

No evidence in the selected period.

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 Kingdom · 2GB
  • United States · 1US
  • Switzerland · 1CH

Related VINOvation articles

Related VINOvation projects

Evidence timeline

4 original

  1. Assessing the feasibility of up-scaling grapevine physiological trait estimation using multispectral UAV imagery

    Nature – Plant Sciences · Article · United Kingdom (GB) · English

    Original source

  2. Russian Researchers Develop AI System That Estimates Wine Composition From a Single Drop

    Bing News – Wine AI · Article · United States (US) · English

    Original source

  3. A novel application of Raman spectroscopy to monitor cell wall removal during protoplasting in grapevine

    Frontiers in Plant Science · Article · Switzerland (CH) · English

    Original source

  4. Quality evaluation of the Salvia miltiorrhiza wine-frying process based on electronic eye, electronic nose, and untargeted metabolomics combined with multivariate fusion algorithm

    Nature – Plant Sciences · Article · United Kingdom (GB) · English

    Original source
Back to trends