Published August 1, 2017
| Version v1
Journal article
Constitutive Modelling of INCONEL 718 using Artificial Neural Network
- 1. Institute of Intelligent Systems, University of Johannesburg, Auckland Park 2006 (South Africa)
Description
Artificial neural network is used to model INCONEL 718 in this paper. The model accounts for precipitate hardening in the alloy. The input variables for the neural network model are strain, strain rate, temperature and microstructure state. The output variable is the flow stress. The early stopping technique is combined with Bayesian regularization process in training the network. Sample and non-sample measurement data were taken from the literature. The model predictions of flow stress of the alloy are in good agreement with experimental measurements. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1757-899X/225/1/012054Additional details
Identifiers
Publishing Information
- Journal Title
- IOP Conference Series. Materials Science and Engineering (Online)
- Journal Volume
- 225
- Journal Issue
- 1
- Journal Page Range
- [6 p.]
- ISSN
- 1757-899X
Conference
- Title
- International conference on materials, alloys and experimental mechanics
- Acronym
- ICMAEM-2017
- Dates
- 3-4 Jul 2017
- Place
- Hyderabad (India)
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 49091037
- Subject category
- S75: CONDENSED MATTER PHYSICS, SUPERCONDUCTIVITY AND SUPERFLUIDITY;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- FLOW STRESS; FORECASTING; HARDENING; INCONEL 718; MICROSTRUCTURE; NEURAL NETWORKS; PRECIPITATION; SIMULATION; STRAIN RATE; STRAINS
- Descriptors DEC
- ALLOY-NI53CR19FE19NB5MO3; ALLOYS; ALUMINIUM ADDITIONS; ALUMINIUM ALLOYS; CHROMIUM ALLOYS; CORROSION RESISTANT ALLOYS; HEAT RESISTANT MATERIALS; HEAT RESISTING ALLOYS; INCONEL ALLOYS; IRON ALLOYS; MATERIALS; MOLYBDENUM ALLOYS; NICKEL ALLOYS; NICKEL BASE ALLOYS; NIOBIUM ALLOYS; SEPARATION PROCESSES; STRESSES; TITANIUM ADDITIONS; TITANIUM ALLOYS; TRANSITION ELEMENT ALLOYS