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Bioreactor Controls-I01:28

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Evaluation of Microbial Safety of Dairies using Bacterial Proteomic Profiling via MALDI Approach
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Published on: October 7, 2025

AI-Enabled Next-Generation Dairy Systems: From Sensors to Smart Processing.

Zeki Erol1, Jerina Rugji2, Ambreen Hamadani3

  • 1Department of Food Hygiene and Technology, Faculty of Veterinary Medicine Dokuz Eylul University Izmir Turkey.

Food Science & Nutrition
|June 8, 2026
PubMed
Summary
This summary is machine-generated.

Artificial intelligence (AI) shows promise in dairy systems, but its transformative impact is conditional. Real-world validation and integration are crucial for AI to truly enhance dairy operations.

Keywords:
Dairy 4.0artificial intelligencemilk quality assessmentprecision livestock farming

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Area of Science:

  • Agricultural Technology
  • Data Science
  • Food Science

Background:

  • The Dairy 4.0 paradigm promotes artificial intelligence (AI) integration in dairy systems.
  • The system-level impact of AI in dairy remains insufficiently substantiated.

Purpose of the Study:

  • To critically review AI-enabled technologies across the dairy value chain.
  • To evaluate AI's performance, validation, and real-world applicability.

Main Methods:

  • Structured critical literature review of AI applications in dairy.
  • Analysis of studies focusing on performance metrics, validation, and applicability.
  • Emphasis on precision livestock farming, milk sensing, processing, and ingredient development.

Main Results:

  • AI shows technical capability in milk quality prediction and process optimization.
  • Most evidence comes from lab settings, with limited validation in heterogeneous conditions.
  • Limitations include model generalizability, data integration, and economic feasibility.

Conclusions:

  • AI's impact is conditional, requiring integration with sensing and infrastructure.
  • Standalone AI tools function as analytical aids, not system changers.
  • Future research must focus on field validation and economic assessment for practical AI deployment.