ARTÍCULO
TITULO

Design of automated solutions to detect flaws in plywood

Olha Baranova    
Mykola Vasylenko    
Konstantin Shevchenko    
Yuriy Tsapko    
Oliinyk Rostislav    
Andrii Yeroshenko    

Resumen

It has been determined that the most expedient and economically beneficial flaw detection method for plywood is the impact method. Samples of plywood with and without a defect were used for the research. Among the acoustic techniques, the most accurate is considered to be ultrasound; its implementation, however, requires that the surface of plywood should be treated with a special substance, which makes the method impractical for plywood raw materials. Nevertheless, given the accuracy of the method, we have performed a correlation analysis involving the impact method. The chosen initial parameters for the shock method were the number of pulsations, the oscillation frequency and the coefficient of harmonic distortions of a shock sensor's signal. The ultrasound study has been found to produce almost identical results with previous experiments, especially regarding a harmonic distortion coefficient (Kh=0.84). This allows us to argue that the selected parameters make it possible to reliably detect a defect in plywood. Solutions for automating the flaw detection process have been suggested. A device has been designed to control quality and to enable the automated selective sorting of plywood, as well as a multichannel automated quality control system for plywood to be installed at a production line. The proposed systems would make it possible to perform the automated flaw detection in plywood, both in the form of finished products and at the production stage. Information on the quality of plywood can be transferred both to workers at a warehouse and to a transportation robot, as well as to a production line in order to run an analysis and identify causes of defects and to correct the technological process parameters. Automating the flaw detection process would improve its speed and accuracy. We have proposed an easy-to-use relative criterion of plywood quality, which makes it possible to eliminate measurement errors caused by instability in the plywood oscillation amplitude at a sensor's impact. That makes it possible to significantly improve the accuracy of detecting internal defects in the non-destructive quality control

 Artículos similares

       
 
Kristina Mazur, Mischa Saleh and Mirko Hornung    
Early and rapid environmental assessment of newly developed aircraft concepts is eminent in today?s climate debate. This can shorten the decision-making process and thus accelerate the entry into service of climate-friendly technologies. A holistic appro... ver más
Revista: Aerospace

 
Fajia Zheng, Bin Zhang, Yuqiong Zhao, Jiakun Li, Fei Long and Qibo Feng    
Key errors of machine tools have a significant impact on their accuracy, however accurately and quickly measuring the geometric errors of machine tools is essential for key error identification. Fortunately, a quick and direct laser measurement method an... ver más
Revista: Applied Sciences

 
Sebastiano Gaiardelli, Damiano Carra, Stefano Spellini and Franco Fummi    
Efficiently managing resource utilization is critical in manufacturing systems to optimize production efficiency, especially in dynamic environments where jobs continually enter the system and machine breakdowns are potential occurrences. In fully automa... ver más
Revista: Applied Sciences

 
Gleice Kelly Barbosa Souza, Samara Oliveira Silva Santos, André Luiz Carvalho Ottoni, Marcos Santos Oliveira, Daniela Carine Ramires Oliveira and Erivelton Geraldo Nepomuceno    
Reinforcement learning is an important technique in various fields, particularly in automated machine learning for reinforcement learning (AutoRL). The integration of transfer learning (TL) with AutoRL in combinatorial optimization is an area that requir... ver más
Revista: Algorithms

 
Midya Alqaradaghi, Muhammad Zafar Iqbal Nazir and Tamás Kozsik    
Static analysis is a software testing technique that analyzes the code without executing it. It is widely used to detect vulnerabilities, errors, and other issues during software development. Many tools are available for static analysis of Java code, inc... ver más
Revista: Computers