What type of study is this?

This is a Mathematical modeling study (also classified as: Genetic programming, Neural network modeling, Machine learning, Big data processing).

Improving the efficiency of water use management of irrigation systems: methodology and technology

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Observational analysis improves irrigation system efficiency in resource-limited conditions, highlighting the role of artificial intelligence.

Efficiency of water distribution planning increases by 10% compared to traditional methods.
Automated control systems significantly boost water use reliability and efficiency through advanced modeling.
Economic and mathematical modeling reduces potential damage by 10-15% over single-criteria approaches.
The study involved developing a decision support system integrating AI, GIS, and optimization techniques.

Dmitry A. Rogachev (2025) studied this question.

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Observational analysis improves irrigation system efficiency in resource-limited conditions, highlighting the role of artificial intelligence.