首页|New Artificial Intelligence Study Findings Recently Were Published by Researchers at Chongqing Chemical Industry Vocational College (Development of novel computational models based on artificial intelligence technique to predict the viscosity ...)

New Artificial Intelligence Study Findings Recently Were Published by Researchers at Chongqing Chemical Industry Vocational College (Development of novel computational models based on artificial intelligence technique to predict the viscosity ...)

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Fresh data on artificial intelligence are presented in a new report. According to news reporting out of Chongqing, People's Republic of China, by NewsRx editors, research stated, "This paper delves into the practical application of K-Nearest Neighbors (KNN), Kernel Ridge Regression (KRR), and Lasso Regression for the prediction of viscosity of ionic liquids in a dataset characterized by categorical variables (Cation, Anion) and numeric variables (T(K), xIL(mol%))." The news journalists obtained a quote from the research from Chongqing Chemical Industry Vocational College: "Indeed, mole percentage of ionic liquids and temperature were considered as inputs for the models. The models' effectiveness is rigorously assessed, with K-Nearest Neighbors notably exhibiting exceptional predictive performance. To enhance model accuracy, Tabu Search is employed as an optimization tool for hyperparameter tuning. Numeric results showcase KNN's superiority, supported by a remarkable R2 test score of 0.91628 and the lowest RMSE among the models. Tabu Search optimization further refines model performance, emphasizing the critical role of hyperparameter tuning in achieving robust regression models in predicting the viscosity of ionic liquid-water mixtures."

Chongqing Chemical Industry Vocational CollegeChongqingPeople's Republic of ChinaAsiaArtificial IntelligenceEmerging TechnologiesIonic LiquidsK-nearest NeighborMachine LearningSolvents

2024

Robotics & Machine Learning Daily News

Robotics & Machine Learning Daily News

ISSN:
年,卷(期):2024.(Feb.16)
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