Neural network calculator of rubber characteristics with improved properties: see the Russian version at https://www.researchgate.net/publication/360275777_Nejrosetevoj_kalkulator_harakteristik_reziny_s_ulucsennymi_svojstvami_na_russkom_azyke
Abstract
A new technique for the use of artificial neural networks (ANN) for the generalization and visualization of the results of experimental studies is proposed. The possibility of using ANNs for cases for which their use was previously considered impossible is shown. ANN calculators have been created that summarize the results of experimental studies on the effect of trans-polynorbornene and basalt fiber on the characteristics of a rubber compound based on general-purpose rubbers (isoprene SKI-3, butadiene-methylstyrene SKMS-30ARK and butadiene SKD), which also contained vulcanizing agents (N ,N′-dithiodimorpholine, thiuram D), vulcanization accelerators (sulfenamide C, 2-mercapto-benzthiazole), vulcanization activators (zinc white, stearic acid), emollients (industrial oil I-12A, rosin) and antioxidants (acetonanil H, diaphene FP). The rubber mixture was prepared on laboratory rolls LB 320 160/160. Subsequently, the rubber mixture was vulcanized in a P-V-100-3RT-2-PCD press. For the resulting vulcanizates, the physical and mechanical properties and their changes were determined after a daily exposure to air and in a standard SZhR-1 hydrocarbon liquid at a temperature of 100 °C. We also studied the change in the mass of vulcanizates after exposure to industrial oil I-20A and water. The dynamic parameters (modulus of elasticity and mechanical loss tangent) of vulcanizates, which characterize their noise and vibration-absorbing properties, were studied on a Metravib VHF 104 dynamic mechanical analyzer. also solve inverse problems - to determine the required content of basalt fiber to create rubber with the required performance properties. Brief instructions for using the calculator (program) in pictures are attached in the archive. Just open the archive and go!
File (1)
Content uploaded by V. S. Abrukov
Author content
ResearchGate has not been able to resolve any citations for this publication.
ResearchGate has not been able to resolve any references for this publication.