Surface roughness prediction through GAN-synthesized power signal as a process signature
Predicting machined surface roughness is critical for estimating a part's performance
characteristics such as susceptibility to fatigue and corrosion. Prior studies have indicated …
characteristics such as susceptibility to fatigue and corrosion. Prior studies have indicated …
Process signatures-the missing link to predict surface integrity in machining
Abstract The concept of Process Signatures is based on the correlation between the internal
material loads in manufacturing processes and the resulting material modifications, thus …
material loads in manufacturing processes and the resulting material modifications, thus …
A new characterisation method for stress, hardness, microstructure, and slip lines using the stored energy field in the cutting deformation zones of workpiece
Z Tang, C Huang, Z Shi, B Li, H Liu, J Niu… - International Journal of …, 2022 - Elsevier
This study attempts to comprehensively characterise the cutting process behaviour based on
the stored energy field in the cutting deformation zones. Studying the cutting mechanism is …
the stored energy field in the cutting deformation zones. Studying the cutting mechanism is …
An improved cutting power-based model for evaluating total energy consumption in general end milling process
Modern manufacturing enterprises are consuming a considerable amount of energy every
year. Improving energy efficiency will not only benefit the enterprises economically, but also …
year. Improving energy efficiency will not only benefit the enterprises economically, but also …
[HTML][HTML] Recent progress in surface integrity research and development
Surface integrity has great significance for the quality and performance of machined
components, and has therefore been increasingly recognized by industry. In particular …
components, and has therefore been increasingly recognized by industry. In particular …
A hybrid approach to integrate machine learning and process mechanics for the prediction of specific cutting energy
Specific cutting energy is an important concept because it affects not only surface integrity
but also process sustainability. However, the predictive power of traditional analytical …
but also process sustainability. However, the predictive power of traditional analytical …
Surface integrity optimization of high speed dry milling UD-CF/PEEK based on specific cutting energy distribution mechanisms effected by impact and size effect
Y Song, H Cao, D Qu, H Yi, X Kang, X Huang… - Journal of Manufacturing …, 2022 - Elsevier
Carbon fiber-reinforced polymer (CFRP) composites have been widely used in the
aerospace industry due to their excellent mechanical properties. Cutting mechanisms of …
aerospace industry due to their excellent mechanical properties. Cutting mechanisms of …
Energy consumption characteristics in finish hard milling
Energy consumption becomes a serious concern for manufacturing industry because it
produces a huge amount of greenhouse gas emissions. Previous research has focused on …
produces a huge amount of greenhouse gas emissions. Previous research has focused on …
Coping with complexity when predicting surface roughness in milling processes: hybrid incremental model with optimal parametrization
The complexity of machining processes relies on the inherent physical mechanisms
governing these processes including nonlinear, emergent, and time‐variant behavior. The …
governing these processes including nonlinear, emergent, and time‐variant behavior. The …