Sensors and tribological systems: applications for industry 4.0

S Rouf, A Raina, MI Ul Haq, N Naveed - Industrial Robot: the …, 2022 - emerald.com
Purpose The involvement of wear, friction and lubrication in engineering systems and
industrial applications makes it imperative to study the various aspects of tribology in relation …

A multitask SHM algorithm to identify damage with random severity and location in IPE beams using EMI technique

M Zamanian, N Sepehry, SM Zahrai - Structures, 2024 - Elsevier
Existing electromechanical impedance (EMI) damage identification algorithms often face
challenges in terms of generalizability. This paper presents a robust algorithm that can …

Roller bearing failure analysis using gaussian mixture models and convolutional neural networks

MS Rathore, SP Harsha - Journal of Failure Analysis and Prevention, 2022 - Springer
Rotating machinery failure analysis requires signal preprocessing to extract fault-related
information. However, to promote accurate condition monitoring of bearing following two …

Surface roughness classification of electro discharge machined surfaces with deep ensemble learning

Y Anagün, Ş Işik, FH Çakir - Measurement, 2023 - Elsevier
In this study, a CNN-based image processing technique was utilized for an EDM-machined
tactile plate (VDI 3400) with 16 distinct surface roughness features. The images (1600× …

Monitoring the wear of turning tools with the electromechanical impedance technique

FH Çakir, Ü Er, M Tekkalmaz - Journal of Intelligent Material …, 2023 - journals.sagepub.com
In this study, Inconel 718 and Ti6Al4V alloys were machined using ceramic (WG 300), and
carbide (G20M Grade) inserts, respectively. The focused application was grooving. The tool …

Investigations of fatigue crack detection using local vibration techniques: Numerical and experimental studies

A Migot, HNH Naser, AA Ugla, V Giurgiutiu - Journal of Nondestructive …, 2023 - Springer
The Fatigue crack represents one of the most likely reasons for metal structural failures. It is
crucial to detect it effectively to avoid a disastrous tragedy. This paper presented a …

Evaluation of ground conductor corrosion based on EMI technique with asymmetric sensor layout

Y Huang, Y Chen, Z Fang - Nondestructive Testing and Evaluation, 2023 - Taylor & Francis
The ground conductor is prone to corrosion, which affects its ability to diverge current and
the normal operation of the power system. The traditional detection method can't detect its …

[PDF][PDF] Surface Roughness Classificiation of Electro Discharge Machined Surfaces with Image Processing and Deep Ensemble Learning

Y ANAGÜN, Ş IŞIK, FH ÇAKIR - Available at SSRN 4341198, 2023 - papers.ssrn.com
In this study, an EDM machined tactile plate (VDI 3400) with 16 different surface roughness
were used to test image processing of surfaces. The images (1600× 1200 px) were taken …

A new approach to monitoring the operational success of shot peening with electromechanical impedance technique

M Tekkalmaz, Ü Er, FH Çakir, F Bozkurt - The International Journal of …, 2021 - Springer
Shot peening is generally an application that generates compressive residual stress on the
surface of the materials and increases the fatigue life of the parts. Traditionally, control of …