CBN cutting tool’s surface roughness and tool wear prediction using JOA-optimized CNN-LSTM
Abstract Nickel-based superalloys like Inconel 718 exhibit large machining challenges attributable to their poor thermal conductivity and pronounced work hardening behaviors. They normally contribute to quick tool wearing away and poor surface quality. In order to get around this problem, a hybrid d...
| Published in: | Scientific Reports |
|---|---|
| Main Authors: | Subash Khetre, Arunkumar Bongale, Satish Kumar |
| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-11-01
|
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-025-29658-z |
Similar Items
Evaluation of tool wear, energy consumption, and surface roughness during turning of inconel 718 using sustainable machining technique
by: Navneet Khanna, et al.
Published: (2020-05-01)
by: Navneet Khanna, et al.
Published: (2020-05-01)
Influence of tool nose angle on cutting performance in hot machining of Inconel 718
by: Xin Liu, et al.
Published: (2024-04-01)
by: Xin Liu, et al.
Published: (2024-04-01)
The correlation of surface roughness and tool edge condition under sustainable cryogenic machining
by: N.H.A. Halim, et al.
Published: (2023-03-01)
by: N.H.A. Halim, et al.
Published: (2023-03-01)
Effect of externally applied magnetic field on the tool wear and surface morphology of Inconel 718 in turning operation
by: Sukhdev B. Waghmode, et al.
Published: (2024-01-01)
by: Sukhdev B. Waghmode, et al.
Published: (2024-01-01)
Effect of Tool Coating and Cutting Parameters on Surface Roughness and Burr Formation during Micromilling of Inconel 718
by: Atif Muhammad, et al.
Published: (2021-01-01)
by: Atif Muhammad, et al.
Published: (2021-01-01)
Optimization of the tool wear and surface roughness in the high-speed dry turning of Inconel 800
by: Ganesha Prasad, et al.
Published: (2024-12-01)
by: Ganesha Prasad, et al.
Published: (2024-12-01)
Flank wear and I-kaz 3D correlation in ball end milling process of Inconel 718
by: M.A.S.M. Tahir, et al.
Published: (2015-12-01)
by: M.A.S.M. Tahir, et al.
Published: (2015-12-01)
An interview with Hans Joas
by: Carl-Göran Heidegran
Published: (2017-09-01)
by: Carl-Göran Heidegran
Published: (2017-09-01)
A machine learning model for predicting progressive crack extension based on experimental data obtained using DCPD measurement technique
by: Ansan Pokharel, et al.
Published: (2023-05-01)
by: Ansan Pokharel, et al.
Published: (2023-05-01)
Tool wear evaluation of self-propelled rotary tool and conventional round tool during turning Inconel 718
by: Nitin Motgi, et al.
Published: (2024-10-01)
by: Nitin Motgi, et al.
Published: (2024-10-01)
Prediction of Tool Wear Rate and Tool Wear during Dry Orthogonal Cutting of Inconel 718
by: Ziqi Zhang, et al.
Published: (2023-07-01)
by: Ziqi Zhang, et al.
Published: (2023-07-01)
Optimization of cutting forces and surface roughness via ANOVA and grey relational analysis in machining of In718
by: Basmacı Gültekin, et al.
Published: (2023-02-01)
by: Basmacı Gültekin, et al.
Published: (2023-02-01)
Hindi translation and modification of modified JOA score for cervical myelopathy and its validation for the Indian population
by: Nishant Nishant, et al.
Published: (2024-01-01)
by: Nishant Nishant, et al.
Published: (2024-01-01)
Wear-dependent specific coefficients in a mechanistic model for turning of nickel-based superalloy with ceramic tools
by: López de Lacalle Luis Norberto, et al.
Published: (2017-09-01)
by: López de Lacalle Luis Norberto, et al.
Published: (2017-09-01)
Boriding of Laser-Clad Inconel 718 Coatings for Enhanced Wear Resistance
by: Thomas Lindner, et al.
Published: (2021-12-01)
by: Thomas Lindner, et al.
Published: (2021-12-01)
Characterizing mJOA-defined post-surgical recovery patterns in patients with degenerative cervical myelopathy
by: Alexander C. Friesen, et al.
Published: (2024-01-01)
by: Alexander C. Friesen, et al.
Published: (2024-01-01)
Além do Joá: infraestruturas e expansão urbana em direção à Barra da Tijuca
by: Rodrigo Agueda
Published: (2022-12-01)
by: Rodrigo Agueda
Published: (2022-12-01)
Effects of TiAlN Coating Thickness on Machined Surface Roughness, Surface Residual Stresses, and Fatigue Life in Turning Inconel 718
by: Aisheng Jiang, et al.
Published: (2024-08-01)
by: Aisheng Jiang, et al.
Published: (2024-08-01)
High Speed Finish Turning of Inconel 718 Using PCBN Tools under Dry Conditions
by: José Luis Cantero, et al.
Published: (2018-03-01)
by: José Luis Cantero, et al.
Published: (2018-03-01)
On selective laser melting of Inconel 718: Densification, surface roughness, and residual stresses
by: Mohamed Balbaa, et al.
Published: (2020-08-01)
by: Mohamed Balbaa, et al.
Published: (2020-08-01)
Effect of Cutting Parameters on Tool Chipping Mechanism and Tool Wear Multi-Patterns in Face Milling Inconel 718
by: Delin Liu, et al.
Published: (2022-09-01)
by: Delin Liu, et al.
Published: (2022-09-01)
Implementation of Vision Transformer Model for Robust Tool Wear Monitoring in Milling of Inconel 718
by: Garvit Singh, et al.
Published: (2026-05-01)
by: Garvit Singh, et al.
Published: (2026-05-01)
Experimental Investigations of Tool Wear in Vibration-Assisted Turning of Inconel 718
by: Srihari Dodla
Published: (2022-08-01)
by: Srihari Dodla
Published: (2022-08-01)
A Comprehensive Review on the Conventional and Non-Conventional Machining and Tool-Wear Mechanisms of INCONEL<sup>®</sup>
by: A. F. V. Pedroso, et al.
Published: (2023-03-01)
by: A. F. V. Pedroso, et al.
Published: (2023-03-01)
Optimization The High Speed Machining of Hardened AISI 4140 Steel Using Vapor Deposited Cutting Tools (Wear and Roughness)
by: Mehdi Jalali Azizpour, et al.
Published: (2018-06-01)
by: Mehdi Jalali Azizpour, et al.
Published: (2018-06-01)
Optimization of Dry Turning of Inconel 601 Alloy Based on Surface Roughness, Tool Wear, and Material Removal Rate
by: Goran Jovicic, et al.
Published: (2023-06-01)
by: Goran Jovicic, et al.
Published: (2023-06-01)
Comparative Assessment of Tool Wear and Surface Topography After Superfinish Turning of Inconel 718 with Carbide and Ceramic Inserts
by: Piotr Szablewski, et al.
Published: (2025-04-01)
by: Piotr Szablewski, et al.
Published: (2025-04-01)
Long Sump Life Effects of a Naturally Aged Bio-Ester Oil Emulsion on Tool Wear in Finish Turning a Ni-Based Superalloy
by: Paul Wood, et al.
Published: (2023-09-01)
by: Paul Wood, et al.
Published: (2023-09-01)
Tribological behaviors of LDED Inconel 718 samples polished with a hybrid laser polishing technique
by: Yufan Liu, et al.
Published: (2023-07-01)
by: Yufan Liu, et al.
Published: (2023-07-01)
A MODIFIED NON-DOMINATED SORTING GENETIC ALGORITHM FOR MULTI-OBJECTIVE OPTIMIZATION OF MACHINING PROCESS
by: FARSHID JAFARIAN
Published: (2018-12-01)
by: FARSHID JAFARIAN
Published: (2018-12-01)
Sustainability analysis of tool wear, energy efficiency, surface quality, and energy during dry, MQL, and wet turning of Inconel 718
by: Muhammad Adnan Khan, et al.
Published: (2025-12-01)
by: Muhammad Adnan Khan, et al.
Published: (2025-12-01)
The Influences of Wear Debris on the Fretting Wear Behavior of Inconel718 Laser Cladding Alloy Layer
by: XU Zhibiao, XIE Sen, WANG Xiaoyi, LI Dexiang, LYU Xiaowen
Published: (2024-10-01)
by: XU Zhibiao, XIE Sen, WANG Xiaoyi, LI Dexiang, LYU Xiaowen
Published: (2024-10-01)
Influence of Process Parameters on the Microstructural and Mechanical Characteristics of TLP Bonded IN718
by: U.K. Tarai, et al.
Published: (2025-06-01)
by: U.K. Tarai, et al.
Published: (2025-06-01)
Flank wear and surface roughness in end milling of hardened steel
by: S. Jozić, et al.
Published: (2015-04-01)
by: S. Jozić, et al.
Published: (2015-04-01)
Effect of tool wear on surface roughness in machining of AA7075/ 10 wt.% SiC composite
by: Rajesh Kumar Bhushan
Published: (2022-07-01)
by: Rajesh Kumar Bhushan
Published: (2022-07-01)
Parametric Analysis of Tool Wear, Surface Roughness and Energy Consumption during Turning of Inconel 718 under Dry, Wet and MQL Conditions
by: M. Zeeshan Siddique, et al.
Published: (2023-11-01)
by: M. Zeeshan Siddique, et al.
Published: (2023-11-01)
Alexandre Escudier, Pierre Gisel & Jean-Marc Tétaz (éds), Le sacré en questions. Lectures et mises en perspective de Hans Joas
by: Madeleine Wieger
Published: (2024-01-01)
by: Madeleine Wieger
Published: (2024-01-01)
Inconel 718 Süper Alaşımın Plazma Kaynak Yöntemi ile Birleştirilmesinde Akım Şiddetinin Etkisi
by: Sermin Ozan, et al.
Published: (2018-04-01)
by: Sermin Ozan, et al.
Published: (2018-04-01)
Studying Heat-Affected Zone, Surface Roughness and Material Removal Rate in NPMEDM Process for Inconel 718 Using Nano Silicon Carbide Powder
by: Dunia A. Ghulam, et al.
Published: (2025-03-01)
by: Dunia A. Ghulam, et al.
Published: (2025-03-01)
Comparing Bio-Ester and Mineral-Oil Emulsions on Tool Wear and Surface Integrity in Finish Turning a Ni-Based Superalloy
by: Paul Wood, et al.
Published: (2024-05-01)
by: Paul Wood, et al.
Published: (2024-05-01)
Similar Items
-
Evaluation of tool wear, energy consumption, and surface roughness during turning of inconel 718 using sustainable machining technique
by: Navneet Khanna, et al.
Published: (2020-05-01) -
Influence of tool nose angle on cutting performance in hot machining of Inconel 718
by: Xin Liu, et al.
Published: (2024-04-01) -
The correlation of surface roughness and tool edge condition under sustainable cryogenic machining
by: N.H.A. Halim, et al.
Published: (2023-03-01) -
Effect of externally applied magnetic field on the tool wear and surface morphology of Inconel 718 in turning operation
by: Sukhdev B. Waghmode, et al.
Published: (2024-01-01) -
Effect of Tool Coating and Cutting Parameters on Surface Roughness and Burr Formation during Micromilling of Inconel 718
by: Atif Muhammad, et al.
Published: (2021-01-01)
