Using Neural Networks to Predict the Hardness of Aluminum Alloys
Journal Title: Engineering, Technology & Applied Science Research - Year 2015, Vol 5, Issue 1
Abstract
Aluminum alloys have gained significant industrial importance being involved in many of the light and heavy industries and especially in aerospace engineering. The mechanical properties of aluminum alloys are defined by a number of principal microstructural features. Conventional mathematical models of these properties are sometimes very complex to be analytically calculated. In this paper, a neural network model is used to predict the correlations between the hardness of aluminum alloys in relation to certain alloying elements. A backpropagation neural network is trained using a thorough dataset. The impact of certain elements is documented and an optimum structure is proposed
Authors and Affiliations
B. Zahran
Keywords
Related Articles
- EP ID EP91066
- DOI -
- Views 280
- Downloads 0
Effect of Pre-gelatinized Wheat Starch on Physical and Rheological Properties of Shortened Cake Batter and Cake Texture
The focus of this study was the effect of 1.5%, 3% and 4.5% pre-gelatinized wheat starch (based on the total weight of cake batter) on improving the qualitative properties of shortened cake batter. Specific volume and vi...
Prograph Based Analysis of Single Source Shortest Path Problem with Few Distinct Positive Lengths
In this paper we propose an experimental study model S3P2 of a fast fully dynamic programming algorithm design technique in finite directed graphs with few distinct nonnegative real edge weights. The Bellman-Ford’s appro...
Improving Power System Stability Using Transfer Function: A Comparative Analysis
In this paper, a small-signal dynamic model of a single-machine infinite-bus (SMIB) power system that includes IEEE type-ST1 excitation system and PSS based on transfer function structure is presented. The changes in the...
A Review on Self Compacting Concrete with Cementitious Materials and Fibers
Self-compacted concrete (SCC) is cast in the formwork without compaction and it fulfills the formwork due to its own weight. SCC is considered to have many advantages in comparison with conventional concrete like improve...
High-level Synthesis Integrated Verification
It is widely known in the engineering community that more than 60% of the IC design project time is spent on verification. For the very complex contemporary chips, this may prove prohibitive for the IC to arrive at the c...