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Published on: August 30, 2018
Development and evaluation of a comprehensive drought index.
Elaheh Esfahanian1, A Pouyan Nejadhashemi1, Mohammad Abouali1
1Department of Biosystems and Agricultural Engineering, Michigan State University, East Lansing, MI 48824, USA.
This study introduces the MASH index, a universal drought definition integrating meteorological, agricultural, hydrological, and stream health impacts. Predictive models show high accuracy, aiding resource management for drought mitigation.
Area of Science:
- Environmental Science
- Hydrology
- Agricultural Science
Background:
- Droughts are globally significant natural disasters with wide-ranging sectoral impacts.
- A lack of a universal drought definition hinders effective management and response.
- Existing indices often focus on single impact categories, neglecting a holistic view.
Purpose of the Study:
- To develop a universal drought index (MASH) encompassing meteorological, agricultural, hydrological, and stream health impacts.
- To create predictive drought models for individual categories and the overall MASH index.
- To enhance drought impact assessment and resource allocation strategies.
Main Methods:
- Aggregation of thirteen common drought indices into the MASH index.
- Utilized cluster analysis to select the most relevant indices per category.
- Employed the ReliefF algorithm and adaptive neuro-fuzzy inference system (ANFIS) for predictive modeling.
Main Results:
- Developed the MASH index by averaging categorical drought scores.
- Predictive models achieved high accuracy, with R² values ranging from 0.75 (MASH) to 0.98 (hydrological).
- Identified key variables for drought prediction using the ReliefF algorithm.
Conclusions:
- The MASH index provides a comprehensive approach to defining and assessing drought.
- Accurate predictive models can significantly improve drought preparedness and response.
- This research offers valuable tools for managers to mitigate drought's multifaceted impacts.
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