Practical aspects of the design and use of the artificial neural networks in materials engineering

W Sitek, J Trzaska - Metals, 2021 - mdpi.com
Artificial neural networks are an effective and frequently used modelling method in
regression and classification tasks in the area of steels and metal alloys. New publications …

Conserving functionality of relatively rare metals associated with steel life cycles: a review

L Reijnders - Journal of cleaner production, 2016 - Elsevier
Steel often contains relatively rare metals. These metals are geochemically relatively scarce
(having an upper crustal abundance<∼ 0.025 (mass)%) or subject to national stockpiling to …

A Hybrid Method for Calculating the Chemical Composition of Steel with the Required Hardness after Cooling from the Austenitizing Temperature

J Trzaska, W Sitek - Materials, 2023 - mdpi.com
The article presents a hybrid method for calculating the chemical composition of steel with
the required hardness after cooling from the austenitizing temperature. Artificial neural …

[PDF][PDF] Dilatometric examination of continuously heated austenite formation in hypoeutectoid steels

B Pawłowski - Journal of achievements in materials and …, 2012 - jamme.acmsse.h2.pl
Purpose: of this work is to present possibility of proper determination of pearlite dissolution
finish temperature Ac1f during heating of hypoeutoctoid steels. Design/methodology …

Empirical formulae for the calculation of austenite supercooled transformation temperatures

J Trzaska - Archives of Metallurgy and Materials, 2015 - yadda.icm.edu.pl
The paper presents empirical formulae for the calculation of austenite supercooled
transformation temperatures, basing on the chemical composition, austenitising temperature …

[PDF][PDF] Optimization of the deposition parameters of DLC coatings with the MCVA method

M Pancielejko, A Czyżniewski… - Archives of Materials …, 2012 - researchgate.net
Purpose: The purpose of the present study was to determine the optimal values of selected
deposition parameters of diamond-like-carbon coatings (DLC) with the modified cathodic …

[PDF][PDF] Calculation of the steel hardness after continuous cooling

J Trzaska - Archives of Materials science and Engineering, 2013 - amse.acmsse.h2.pl
Purpose: The paper presents method in predicting hardness of steel cooled continuously
from the austenitizing temperature, basing on the chemical composition, austenitizing …

Investigation of V-rich MC (M= V, Mo) carbide behavior related to thermal fatigue property in commercial hot work tool steel processing

CW Hong, KT Youn, SH Kim, RG Lee, JU Kim… - Materials …, 2024 - Elsevier
Thermal fatigue behavior of two commercial Hot Work Tool Steels (PHTS-1, 2)(PHTS:
Premium grade Hot Work Tool Steel) under cyclic heating (25° C∼ 700° C, 3000 cycles) …

Glancing angle intermediate layer deposition approach for CVD diamond coating of high-speed steel substrates

A Gaydaychuk, S Linnik, A Mitulinsky, V Bulakh… - Surfaces and …, 2024 - Elsevier
This work demonstrates a new approach to the synthesis of highly adhesive diamond
coatings on high-speed steel (HSS) substrates using a glancing angle deposition (GLAD) …

[HTML][HTML] Designing the Chemical Composition of Steel with Required Hardenability Using Computational Methods

N Tomašić, W Sitek, D Iljkić, WF Gemechu - Metals, 2024 - mdpi.com
This paper introduces an innovative approach that enables the automated and precise
prediction of steel's chemical composition based on the desired Jominy curve. The …