Die filling mechanism in flow forming of thin-walled tubular parts with cross inner ribs

X Zeng, XG Fan, HW Li, M Zhan, HR Zhang… - Journal of Manufacturing …, 2020 - Elsevier
Flow forming is a promising technique to manufacture thin-walled tubular parts with cross
inner ribs (longitudinal and transverse inner ribs, LTIRs) which are highly demanded in …

A study on the performance of various predictive models based on artificial neural network for backward metal flow forming process

P Banerjee, R Laha, MK Dikshit, NB Hui… - International Journal on …, 2024 - Springer
Backward metal flow forming is an incremental forming process that is used to manufacture
near shape products with precise dimensions. Among the most important application fields …

Monitoring Flow-Forming Processes Using Design of Experiments and a Machine Learning Approach Based on Randomized-Supervised Time Series Forest and …

L Anozie, B Fink, CM Friedrich, C Engels - Sensors, 2024 - mdpi.com
The machines of WF Maschinenbau process metal blanks into various workpieces using so-
called flow-forming processes. The quality of these workpieces depends largely on the …

Investigation of hardness, microstructure, and process temperature in the internal gear flow-forming process

M Khodadadi, K Khalili, A Ashrafi, F Kolahan - Experimental Techniques, 2023 - Springer
The advantages of the flow-forming process, such as excellent mechanical properties,
simple tools, and the need for low forming force, have led to the increasing use of this …

Springback optimization for CNC tube bending machine base on an Artificial Neural Network (ANN)

S Kongnoo, K Sonthipermpoon - 2023 - nuir.lib.nu.ac.th
An NC Mandrel-Less Rotary Draw Bending (MLRDB) machine is used to bend metal tubes.
When the clamp die takes are unloaded, the shape of the tube will be restored and …

Modelling and optimization of mean thickness of backward flow formed tubes using regression analysis, particle swarm optimization and neural network

P Banerjee, NB Hui, MK Dikshit, R Laha, S Das - SN Applied Sciences, 2020 - Springer
In this study, the relationship between the input process parameters and the output
parameters of the backward metal flow forming process is established using a full factorial …

Analysis of Factors Affecting Springback Angle in Bending of ASTM A-210 Gr. A1 Seamless Carbon Steel Tube

S Kongnoo, K Sonthipermpoon… - Naresuan University …, 2023 - ph01.tci-thaijo.org
Abstract Rotary Draw Bending (RDB) is a common process in the tube bending industry but
the problem of springback often occurs. When the clamp die part is released after the …

Single-and multi-objective optimization of internal gear flowforming process based on increasing tooth height and reducing force and built-up edge

M Khodadadi, K Khalili, A Ashrafi - Transactions of the …, 2022 - cdnsciencepub.com
Flowforming is an incremental metal forming process in which deformation occurs gradually
between the roller and mandrel. This process has been widely used for manufacturing of …

Data-Driven Evaluation of Predictive Models for Estimation of Springback in Backward Metal Flow Forming Process

D Kachroo, P Banerjee, A Bera, NB Hui - International Conference on …, 2024 - Springer
Springback is common defect when soft materials are formed during backward metal flow
forming process. Springback is a combinational effect of roller geometry, process …

Models for Estimation of Springback in Backward Metal Flow Forming

D Kachroo, P Banerjee, A Bera… - … : Select Proceedings of …, 2024 - books.google.com
The backward metal flow forming process finds extensive application in the auto-motive,
defence, and aerospace industries [1, 2]. Flow forming is a near-net-shape advanced …