DATA-DRIVEN PERFORMANCE ANALYSIS OF AN ACTIVE CHILLED BEAM AIR CONDITIONING SYSTEM: A MACHINE LEARNING APPROACH FOR ENERGY EFFICIENCY AND PREDICTIVE MAINTENANCE

This study aims to enhance energy performance estimation and maintenance planning for office buildings in Tehran.Machine ELP Modules learning and data mining techniques were employed, utilizing Support Vector Machines (SVMs), Artificial Neural Networks (ANNs), Narrow Neural Networks, and optimizable SVMs.A comprehensive dataset of 2500 experimental

Abstract Clonal hematopoiesis (CH) is characterized by the acquisition of a somatic mutation in a hematopoietic stem cell that results in a clonal expansion.These driver mutations can be single nucleotide variants in cancer driver genes or larger structural rearrangements called mosaic chromosomal alterations (mCAs).The factors Bow that influence t

Persistent sciatic artery (PSA) is a rare but pertinent clinical Dry shampoo entity that may pose a threat to the viability of the lower extremity.The incidence of PSA has been estimated to be between 0.01% and 0.05%.PSAs are prone to high incidence of aneurysm formation, thrombosis, distal embolization, and rupture.Early detection of a PSA as Prop

Background Neonates undergo many uncomfortable, invasive JACKET minor procedures during their first hospital stay.Nonpharmacological interventions may provide valuable alternatives for pain relief in neonates during minor procedures.Objective To compare the analgesic effect of orally administered breast milk vs.non-nutritive sucking (NNS) in neonat