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Monitoring of surface roughness evolution during abrasive flow machining by acoustic emission
Abrasive flow machining (AFM) is very effective and widely adopted superfinishing process of internal channel surfaces in industry. There have been...
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Deep-learning-assisted online surface roughness monitoring in ultraprecision fly cutting
Surface roughness is one of the most critical attributes of machined components, especially those used in high-performance systems. Online surface...
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Hypersonic boundary-layer instability characterization and transition downstream of distributed roughness
The ablation of thermal protection systems in hypersonic vehicles would generate randomly distributed surface roughness, which prominently influences...
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Determination of surface roughness of micro rods fabricated by reverse µEDM using dimensional analysis
Reverse micro-electrical discharge machining (reverse µEDM) is becoming more popular as a novel method for creating array microelectrodes with a high...
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Surface Roughness Analysis of Five-Axis Flank Milling Strategies for Slanted Thin-Walled Pocketing: Aerospace Part
This research was initiated to investigate the effect of surface roughness when machining slanted thin-walled pocketing profiles with various flank...
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Additive Manufacturing Bulk Parameter’s Influence on Surface Roughness, Microstructure, and Fatigue
Additive manufacturing (AM) provides the ability to fabricate complex geometries where the material is created at the same time as the component....
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Online monitoring and prediction for surface roughness in rotational electro-magnetic finishing using acoustic emission and vision-based neural network
The importance of surface finishing processes and accurate surface quality prediction models has increased in response to the growing demand for...
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Determination of surface roughness of rocks based on 2D profiles using machine learning methods
In this study, surface roughness is analyzed within a supervised pattern recognition framework using machine learning methods to present a robust...
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A physics-informed machine learning model for surface roughness prediction in milling operations
Surface roughness has played a crucial role in determining the quality and performance in service of the machined workpiece. To enhance the...
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Modelling of cutting force and surface roughness of ultrasonic-assisted drilling using artificial neural network
This paper presents artificial neural network modelling for the thrust force in terms of maximum and mean values and the surface roughness for...
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CAD and FEM Modelling of Theoretical Roughness in Diamond Burnishing
Diamond burnishing is a widely used finishing machining that can have a positive effect on both the roughness of cut surfaces and its stress state....
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An Analysis on the Machinability Aspects of the Turning Process Using WEDM for Profile Generation
Wire electrical discharge turning (WEDT) is a unique adaption of the wire electrical discharge machining (WEDM) process and enables one to generate...
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Predicting the Cavitational Wear Resistance of Metals from the Roughness of the Worn Surface
AbstractA method is proposed for predicting the relative cavitational wear resistance of metals on the basis of the ratio of their incubation periods...
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Deep learning–based inline monitoring approach of mold coating thickness for Al-Si alloy permanent mold casting
In the permanent mold casting process, the distribution of mold coating thickness is a significant variable with respect to the coating’s thermal...
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Statistical Approach for Predictions of Motorcycle Engine Block Surface Roughness Property After CNC Machining
The engine block is one of the important components in a motorcycle. It plays an important role in ensuring that the motorcycle works properly. The...
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Experimental investigation into the effect of surface roughness and mechanical properties of 3D-printed titanium Ti-64 ELI after heat treatment
The initial stability after implantology is paramount to the survival of the dental implant, and the surface roughness of the implant plays a vital...
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Prediction of a chatter stability of thin-walled parts during high-speed milling considering a variation of dynamic characteristics based on surface roughness measurement
In high-speed milling, the machining system is affected by a chatter resulting from the dynamic interaction between the tool and the part, which can...
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Investigation of Machined Surface Roughness and Cutting Tool Wear from Prepared Tool Geometry
The article deals with cutting edge preparation and its influence on the tool wear of cemented carbide cutting inserts and surface roughness of the...
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Experimental and statistical study for measurements of surface roughness and hole geometry of ultrasonic-assisted drilling of soda glass
Surface smoothness and accurate geometrical tolerances are crucial requirements for soda glass applications regardless their size....
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Effect of printing parameters and post-process on surface roughness and dimensional deviation of PLA parts fabricated by extrusion-based 3D printing
One of the commonly used additive manufacturing methods is extrusion-based 3D printing (e.g., fused filament fabrication or FFF) that is generally...
