Assessment and prediction of index based agricultural drought vulnerability using machine learning algorithms

AA Kafy, A Bakshi, M Saha, A Al Faisal… - Science of The Total …, 2023 - Elsevier
The consequences of droughts are far-reaching, impacting the natural environment, water
quality, public health, and accelerating economic losses. Applications of remote sensing …

Assessing spatio-temporal map** and monitoring of climatic variability using SPEI and RF machine learning models

SS Wahla, JH Kazmi, A Sharifi, SA Shirazi… - Geocarto …, 2022 - Taylor & Francis
Droughts may inflict significant damage to agricultural and water supplies, resulting in
substantial financial losses as well as the death of people and livestock. This study intends …

Applicability of machine learning techniques in predicting wheat yield based on remote sensing and climate data in Pakistan, South Asia

S Arshad, JH Kazmi, MG Javed… - European Journal of …, 2023 - Elsevier
Abstract Machine learning (ML) algorithms perform better than classical statistical
approaches to explore hidden nonlinear relationships. In this context, the goal of this …

Analysis of production and economic losses of cash crops under variable drought: A case study from Punjab province of Pakistan

KU Rahman, A Hussain, N Ejaz, S Shang… - International Journal of …, 2023 - Elsevier
The current study assesses the impact of drought severity on major cash crops, ie, wheat
and rice, and monetizes crop yield losses at a disaggregated level under variable drought …

A novel approach for evaluation of CMIP6 GCMs in simulating temperature and precipitation extremes of Pakistan

Z Ali, MM Hamed, MKI Muhammad… - International Journal of …, 2024 - Wiley Online Library
The study used a hybrid approach to evaluate the performance of 20 global climate models
(GCMs) from CMIP6 in reproducing 20 extreme temperature and precipitation indices over …

[HTML][HTML] Geospatial assessment of managed aquifer recharge potential sites in Punjab, Pakistan

M Afzal, T Liu, AQ Butt, AA Nadeem, S Ali, X Pan - Remote Sensing, 2023 - mdpi.com
Groundwater is a precious natural resource that is vital to various aspects of life. Punjab is
experiencing groundwater stress due to urbanization and population growth, leading to …

Analysis of future meteorological, hydrological, and agricultural drought characterization under climate change in Kessie watershed, Ethiopia

AE Amognehegn, AB Nigussie, AY Adamu… - Geocarto …, 2023 - Taylor & Francis
The objective of this study is to analyze future drought characteristics in meteorological,
hydrology, and agricultural droughts under the impact of changing climate in the Kessie …

[HTML][HTML] Monitoring climate extremes using standardized evapotranspiration index and future projection of rainfall and temperature in the wettest parts of southwest …

DO Gemeda, D Korecha, W Garedew - Environmental Challenges, 2022 - Elsevier
Ethiopia is categorized as one of the most vulnerable countries to climate extremes. A better
understanding of climate extremes at short and long timescales is therefore crucial to …