Abstract
By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News – Investigators discuss new findings in artificial intelligence. According to news reporting out of Tabriz, Iran, by NewsRx editors , research stated, “Rivers play an essential role in supplying high-quality wate r to diverse sectors.” Funders for this research include Islamic Azad University Tabriz Branch. The news journalists obtained a quote from the research from Islamic Azad Univer sity: “Understanding water quality indicators and systematic monitoring is cruci al for water resources management and macro-level decision-making. In this conte xt, the forthcoming article delves into the simulation of three crucial paramete rs, namely EC, SAR, and TDS, through a reach of 106 km length along the Aji-Chai River, Iran, encompassing stations from Markid, Khajeh, Akhola, and Serin Dizj. This simulation employs three advanced machine learning models: SVM, GEP, and M LP, in conjunction with the QUAL2Kw mathematical simulator. The study meticulous ly evaluates the performance of these models using four key indices: RMSE, MAE, R2, and DDR. The calculated results unequivocally establish the superiority of t he SVM in simulating three essential water quality parameters across all station s. This is supported by consistently high R2 and DDR values, along with low RMSE and MAE values.”
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