2023
DOI: 10.3390/en16020713
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Novel Hybrid Optimization Techniques to Enhance Reliability from Reverse Osmosis Desalination Process

Abstract: Water is the most important resource of the Earth and is significantly utilized for agriculture, urbanization, industry, and population. This increases the demand for water; meanwhile, the climatic condition decreases the supply of it. A rise in temperature of 1 degree Celsius might dry up 20% of renewable water resources, and to circumvent the water scarcity, it is necessary to reuse, create, and consume less water without wasting it. Water desalination is the process used to reuse the used or saline water by… Show more

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Cited by 6 publications
(2 citation statements)
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“…The discussion in the previous sub-section reveals that the Extreme Learning Machine model is faster and more competent in providing solutions for several non-linear classification problems. At the same time, the characteristics of poor generalization and stability made ELM to yield poor classification performance [39]. The randomly selecting nature of ELM's input weight and hidden bias parameters is the primary reason behind its reduced performance.…”
Section: B Need For Elm Optimizationmentioning
confidence: 99%
“…The discussion in the previous sub-section reveals that the Extreme Learning Machine model is faster and more competent in providing solutions for several non-linear classification problems. At the same time, the characteristics of poor generalization and stability made ELM to yield poor classification performance [39]. The randomly selecting nature of ELM's input weight and hidden bias parameters is the primary reason behind its reduced performance.…”
Section: B Need For Elm Optimizationmentioning
confidence: 99%
“…A spike in energy use at these times may put a strain on the grid, resulting in erratic voltage, power outages, and other problems. Less effective and more expensive power sources are typically used to accommodate the growing demand, driving up customer energy costs [20].…”
Section: Introductionmentioning
confidence: 99%