Robotic grinding of complex components: a step towards efficient and intelligent machining–challenges, solutions, and applications
Robotic grinding is considered as an alternative towards the efficient and intelligent
machining of complex components by virtue of its flexibility, intelligence and cost efficiency …
machining of complex components by virtue of its flexibility, intelligence and cost efficiency …
The role of machine learning in tribology: A systematic review
The machine learning (ML) approach, motivated by artificial intelligence (AI), is an inspiring
mathematical algorithm that accurately simulates many engineering processes. Machine …
mathematical algorithm that accurately simulates many engineering processes. Machine …
A review of surface quality control technology for robotic abrasive belt grinding of aero-engine blades
B Zhang, S Wu, D Wang, S Yang, F Jiang, C Li - Measurement, 2023 - Elsevier
Higher requirements are being imposed on blade surface quality due to the continuous
improvement of thrust-to-weight ratio and endurance in advanced aero-engines. Robot …
improvement of thrust-to-weight ratio and endurance in advanced aero-engines. Robot …
Modelling and monitoring of abrasive finishing processes using artificial intelligence techniques: A review
V Pandiyan, S Shevchik, K Wasmer, S Castagne… - Journal of Manufacturing …, 2020 - Elsevier
Abrasive finishing processes such as grinding, lapping or disc polishing are one of the most
practical means for processing materials to manufacture products with fine surface finish …
practical means for processing materials to manufacture products with fine surface finish …
Sound singularity analysis for milling tool condition monitoring towards sustainable manufacturing
K Guo, J Sun - Mechanical Systems and Signal Processing, 2021 - Elsevier
Manufacturing plays an important role since they are among the largest energy consumers
in modern societies. With the enhancement of environmental protection and a severe …
in modern societies. With the enhancement of environmental protection and a severe …
Material removal mechanism and corresponding models in the grinding process: A critical review
Grinding is a key technology for difficult-to-machine materials, eg, super alloys, ceramics,
and composites. The material removal behavior is dependent on almost all grinding …
and composites. The material removal behavior is dependent on almost all grinding …
Efficiency of vibration signal feature extraction for surface finish monitoring in CNC machining
EG Plaza, PJN López, EMB González - Journal of Manufacturing Processes, 2019 - Elsevier
On-line monitoring technologies in CNC machining operations eliminate post-process
quality control, and are crucial for improving productivity and reliability, reducing production …
quality control, and are crucial for improving productivity and reliability, reducing production …
A novel material removal prediction method based on acoustic sensing and ensemble XGBoost learning algorithm for robotic belt grinding of Inconel 718
K Gao, H Chen, X Zhang, XK Ren, J Chen… - The International Journal …, 2019 - Springer
High-performance component manufacturing has increasing needs of robotic grinding
process that can achieve accurate material removal. This article proposes a novel material …
process that can achieve accurate material removal. This article proposes a novel material …
Deep convolutional neural network-based in-process tool condition monitoring in abrasive belt grinding
C Cheng, J Li, Y Liu, M Nie, W Wang - Computers in Industry, 2019 - Elsevier
Abrasive belt grinding has attracted attention in recent years in both industry and academia
due to the rapid development of abrasive belts. In-process tool condition monitoring in …
due to the rapid development of abrasive belts. In-process tool condition monitoring in …
Vision and sound fusion-based material removal rate monitoring for abrasive belt grinding using improved LightGBM algorithm
N Wang, G Zhang, L Ren, W Pang, Y Wang - Journal of Manufacturing …, 2021 - Elsevier
Accurate material removal modeling is the basis for optimizing the surface quality and
improving the performance of equipment components. In this study, a multi-sensor fusion …
improving the performance of equipment components. In this study, a multi-sensor fusion …