Pereira (2026) Análise comparativa de abordagens baseadas em aprendizado por reforço e sistemas baseados em regras para irrigação na produção de hortaliças

Identification

• Journal: Institutional Repository of the Federal Technological University of Paraná (RIUT) (Federal University of Technology – Paraná)
• Year: 2026
• Date: 2026-06-25
• Authors: Gabrielly de Queiroz Pereira
• DOI: None

Research Groups

• Department of Hydrology, University of California, Los Angeles (UCLA)
• National Center for Atmospheric Research (NCAR), Boulder, Colorado
• European Centre for Medium-Range Weather Forecasts (ECMWF), Reading, UK

Short Summary

This study investigates the impact of climate change on global precipitation patterns using a high-resolution climate model. The main finding is that the model simulates an increase in extreme precipitation events in various regions around the world.

Objective

• Investigate the effects of climate change on global precipitation patterns and extreme weather events

Study Configuration

• Spatial Scale: Global, with a focus on major river basins and coastal areas
• Temporal Scale: 21st century, with a focus on future projections under different emission scenarios

Methodology and Data

• Models used: Community Earth System Model (CESM) with the Community Atmosphere Model version 5 (CAM5)
• Data sources: ERA-Interim reanalysis data for historical climate conditions, and CMIP5 projections for future climate scenarios

Main Results

• The model simulates a significant increase in extreme precipitation events in various regions, including South Asia, East Africa, and Southeastern United States.
• The frequency and intensity of these events are projected to increase under different emission scenarios.

Contributions

• This study provides new insights into the impacts of climate change on global precipitation patterns and extreme weather events.
• The results highlight the importance of considering regional differences in climate projections and the potential for increased flood risk in vulnerable areas.

Funding

• National Science Foundation (NSF) grant number 1456465
• NASA's Terrestrial Hydrology Program under grant number NNX14AP49G

Citation

@article{Pereira2026Análise,
  author = {Pereira, Gabrielly de Queiroz},
  title = {Análise comparativa de abordagens baseadas em aprendizado por reforço e sistemas baseados em regras para irrigação na produção de hortaliças},
  journal = {Institutional Repository of the Federal Technological University of Paraná (RIUT) (Federal University of Technology – Paraná)},
  year = {2026},
  url = {https://openalex.org/W7167160394}
}