Product quality prediction for wire electrical discharge machining with Markov transition fields and convolutional long short-term memory neural networks
JR Jiang, CT Yen - Applied Sciences, 2021 - mdpi.com
This paper proposes a wire electrical discharge machining (WEDM) product quality
prediction method, called MTF-CLSTM, to integrate the Markov transition field (MTF) and the …
prediction method, called MTF-CLSTM, to integrate the Markov transition field (MTF) and the …
A study of machining characteristics of AISI 4340 alloy steel by wire electrical discharge machining process
PS Gowthaman, J Gowthaman… - Materials Today …, 2020 - Elsevier
However, over the past fifty years the rapid growth in the development of harder, tougher
and stronger work piece materials. The 4340 steel is a medium carbon, low alloy steel (Heat …
and stronger work piece materials. The 4340 steel is a medium carbon, low alloy steel (Heat …
Development of statistical and soft computing regression models for WEDM machining of aluminum composites
NK Kulandaiyappan, B Stanislaus Arputharaj… - International Journal on …, 2024 - Springer
Producing low-cost, high-quality products are the primary aim of machining. To accomplish
this appropriate choice of machining parameters is a challenging issue. This paper …
this appropriate choice of machining parameters is a challenging issue. This paper …
Performance evaluation of cryogenically treated wires during wire electric discharge machining of AISI D3 die tool steel under different cutting environments
Purpose Tool steel (AISI D3) is a preferred material for industrial usage. Some of the typical
applications of D3 tool steel are blanking and forming dies, forming rolls, press tools and …
applications of D3 tool steel are blanking and forming dies, forming rolls, press tools and …
Experimental investigation of MRR, RA of 304 stainless steel using WEDM
S Kalyanakumar, L Prabhu… - IOP Conference …, 2020 - iopscience.iop.org
The conventional EDM cannot always produce tight corners or very intricate patterns, wire
EDM's increased precision allows for intricate patterns and cuts. Additionally, wire EDM is …
EDM's increased precision allows for intricate patterns and cuts. Additionally, wire EDM is …