DOAJ Open Access 2022

Artificial Neural Networks for Producing a Low-Cost Austempered Ductile Iron

Diogo Hofmam Fabiano Dornelles Ramos Guilherme Vieira Braga Lemos Cleber Rodrigo de Lima Lessa

Lihat Sumber DOI

Abstrak

Two artificial neural networks (ANNs) were developed for producing an austempered ductile iron (ADI) with low-cost chemical composition and mechanical properties as per ASTMA897/897M-16-grade-1050/750/07 standard. Thus, the first ANN predicted the chemical composition range within the lowest cost and required mechanical properties. Next, in the second ANN, the resulting values from the first ANN were refined considering the target chemical composition suggested in the standard. Moreover, mechanical properties and microstructural analyses were undertaken in the ADI produced to support the ANNs’ findings. Hence, ANNs can be used to make a standard-compliant ADI and achieve cost savings.

Topik & Kata Kunci

Materials of engineering and construction. Mechanics of materials

Penulis (4)

Diogo Hofmam

Fabiano Dornelles Ramos

Guilherme Vieira Braga Lemos

Cleber Rodrigo de Lima Lessa

Format Sitasi

APA MLA BibTeX

Hofmam, D., Ramos, F.D., Lemos, G.V.B., Lessa, C.R.d.L. (2022). Artificial Neural Networks for Producing a Low-Cost Austempered Ductile Iron. https://doi.org/10.1590/1980-5373-mr-2022-0336

Akses Cepat

Lihat di Sumber doi.org/10.1590/1980-5373-mr-2022-0336

Informasi Jurnal

Tahun Terbit: 2022
Sumber Database: DOAJ
DOI: 10.1590/1980-5373-mr-2022-0336
Akses: Open Access ✓