Adaptive neuro-fuzzy prediction of operation of the bucket wheel drive based on wear of cutting elements

Објеката

Тип

Рад у часопису

Верзија рада

објављена верзија

Језик

енглески

Креатор

Filip Miletić, Predrag D. Jovančić, Milos Milovančević, Dragan Ignjatović

Извор

Advances in Engineering Software

Издавач

Elsevier BV

Датум издавања

2020

Сажетак

The capacity of the rotor excavator depends largely on the operation of the subsystem for digging. There is a great contribution to the correct and sharp teeth when the capacity is the highest. In the function of time, the teeth become clogged due to abrasive wear, or changes in their geometric shape. To analyze the bucket wheel drive in depend on wear of the cutting elements in this study adaptive neuro fuzzy inference system (ANFIS) approach was implemented. ANFIS is a type of artificial neural network combined with fuzzy logic inference which is suitable for nonlinear data samples. The main goal of the study was to establish dependence on how the wear of cutting elements affects the operation of the bucket wheel drive. According to the results prediction of the horizontal frequency has the highest accuracy (R2= 0.7612, r = 0.8724, RMSE = 91.4881). Combining specific energy consumption and vibration on the input pair of the shaft would make a major step forward from existing scientific knowledge.

том

146

Број

-

doi

10.1016/j.advengsoft.2020.102824

issn

0965-9978

Subject

Pogon rotornog točka, habanje, rezni elementi, ANFIS

Bucket wheel drive, Wear, Cutting element, ANFIS

uri

https://api.elsevier.com/content/article/PII:S0965997820304592?httpAccept=text/xml

Шира категорија рада

M20

Ужа категорија рада

М21а

Права

Затворени приступ

Лиценца

Creative Commons – Attribution-NonComercial 4.0 International

Формат

.pdf

ORCID

https://orcid.org/0000-0002-8941-4108

https://orcid.org/0000-0002-2245-4172

https://orcid.org/0000-0001-5402-5818

Скупови објеката

Драган Игњатовић

Предраг Јованчић

Филип Милетић

Radovi istraživača

Filip Miletić, Predrag D. Jovančić, Milos Milovančević, Dragan Ignjatović. "Adaptive neuro-fuzzy prediction of operation of the bucket wheel drive based on wear of cutting elements" in Advances in Engineering Software, Elsevier BV (2020). https://doi.org/10.1016/j.advengsoft.2020.102824

This item was submitted on 7. децембар 2021. by [anonymous user] using the form “Рад у часопису” on the site “Радови”: http://dr.rgf.bg.ac.rs/s/repo