Frictional Characteristics of Deep-Drawing Quality Steel Sheets in the Flat Die Strip Drawing Test. [PDF]
Szewczyk M, Szwajka K, Trzepieciński T.
europepmc +1 more source
An Essay on Optimization Mystery of Deep Learning [PDF]
Despite the huge empirical success of deep learning, theoretical understanding of neural networks learning process is still lacking. This is the reason, why some of its features seem "mysterious". We emphasize two mysteries of deep learning: generalization mystery, and optimization mystery.
arxiv
Effect of Tool Geometry Parameters on the Formability of a Camera Cover in the Deep Drawing Process. [PDF]
Do TT, Minh PS, Le N.
europepmc +1 more source
Learning to Sketch with Deep Q Networks and Demonstrated Strokes [PDF]
Doodling is a useful and common intelligent skill that people can learn and master. In this work, we propose a two-stage learning framework to teach a machine to doodle in a simulated painting environment via Stroke Demonstration and deep Q-learning (SDQ).
arxiv
Neural Network-Based Multi-Objective Optimization of Adjustable Drawbead Movement for Deep Drawing of Tailor-Welded Blanks. [PDF]
Kahhal P+4 more
europepmc +1 more source
In directional forming processes, such as rolling and extrusion, the grains can develop preferred crystal orientations. These preferred orientations—the texture—are the main cause for material anisotropy. This anisotropy leads to phenomena such as earing,
Johannes Kronsteiner+4 more
doaj +1 more source
Polynomial Multiple Regression Analysis of the Lubrication Effectiveness of Deep Drawing Quality Steel Sheets by Eco-Friendly Vegetable Oils. [PDF]
Trzepieciński T.
europepmc +1 more source
The evaluation of wrinkles in deep-drawn fiber-based materials is crucial for the assessment of product quality and the optimization of manufacturing processes.
Yuchen Leng+5 more
doaj +1 more source
The Effect of Sandblasting on Properties and Structures of the DC03/1.0347, DC04/1.0338, DC05/1.0312, and DD14/1.0389 Steels for Deep Drawing. [PDF]
Krawczyk J+4 more
europepmc +1 more source
The temperature of the tools and the moisture content of the material play a significant role in the 3D forming of paperboard in terms of the degree of forming and the quality of the formed part.
Leonard Vogt, Marek Hauptmann
doaj +1 more source