Monitoring groundwater potential dynamics of north-eastern Bengal Basin in Bangladesh using AHP-Machine learning approaches

Machine learning based recommendation of agricultural and horticultural crop farming in India under the regime of NPK, soil pH and three climatic variables

“…The K-nearest neighbors’ approach is a commonly used method for identifying the k number of training samples in a given training set that exhibits the highest degree of similarity to a target object [ 42 ]. Once identified, the approach assigns the dominant category to the target object by leveraging the category of the K training samples.…”

Integration of the AHP Method and GIS Techniques for Mapping Areas Susceptible to Forest Fires in the Southern Amazon Region (Peru)

“…This is a method used for decision making based on multicriteria in a rationed and informed way, which makes it has been used in various studies of multicriteria analysis worldwide [41,42]; this model, is based on evaluation, ranking, and synthesis [39], by means of AHP a hierarchy is established to analyze the problem and the relative priorities of each criterion are ranked using a numerical scale ranging from 1 to 9 (Table 2). In the process of developing the wildfire risk model, the analytic hierarchy approach (AHP) was used to organize and analyze the information in a systematic and objective manner [42,43]. This method provides a structured framework for decomposing the problem into more manageable parts and assessing the relative importance of variables involved in wildfire occurrence [44].…”

The Impact of Climate Change on Groundwater and Crop Yield in Asia: A Comprehensive Review

“…In worldwide, over a quarter of the extracted groundwater originates from the Indian subcontinent, and numerous regions are observing substantial declines in groundwater levels or degradation in its quality [37]. The research [38] employed the analytical hierarchy process to identify Potential Groundwater Zones (PGWZ) in Bangladesh due to the effect of climate change. The outcomes revealed a decrease in groundwater potential over the decades, which was classified into five distinct zones based on the relative groundwater potential.…”