VODNALA RAMYA (2026) Flood Forecasting by Using Machine Learning

⚠️ Warning: This summary was generated from the abstract only, as the full text was not available.

Identification

• Journal: International Journal of Engineering Research and Science & Technology
• Year: 2026
• Date: 2026-10-05
• Authors: VODNALA RAMYA,DR. P. VENKATESHWARLU,DR. P. VENKATESHWARLU
• DOI: None

Research Groups

Not specified in the provided text.

Short Summary

This paper proposes a machine learning-based system for flood forecasting that integrates historical and real-time environmental data to predict flood possibility or severity, aiming to overcome limitations of traditional methods.

Objective

• To design and develop a Flood Forecasting Using Machine Learning system to predict the possibility or severity of flooding by leveraging historical and real-time environmental data.

Study Configuration

• Spatial Scale: Not specified in the provided text.
• Temporal Scale: Utilizes historical and real-time environmental data for continuous monitoring and forecasting; specific durations or frequencies are not detailed.

Methodology and Data

• Models used: Generic "machine-learning models" are employed; specific algorithms are not detailed.
• Data sources: Environmental data including rainfall (mm), river or water level (m), temperature (K), humidity (%), and soil moisture (m³/m³); specific collection methods (e.g., sensors, satellite) are not detailed.

Main Results

The provided text describes the system's design and methodology but does not present specific results, performance metrics, or validation outcomes from its application.

Contributions

This work proposes an integrated system that combines environmental data, machine learning, predictive analytics, and early-warning mechanisms to enhance flood monitoring and forecasting, addressing the limitations of traditional methods in handling complex environmental relationships.

Funding

Not specified in the provided text.

Citation

@article{VODNALARAMYA2026Flood,
  author = {VODNALA RAMYA,DR. P. VENKATESHWARLU,DR. P. VENKATESHWARLU},
  title = {Flood Forecasting by Using Machine Learning},
  journal = {International Journal of Engineering Research and Science & Technology},
  year = {2026},
  url = {https://openalex.org/W7220827025}
}