Artificial Intelligence Techniques and Biomimetic Methods Supporting Heat Treatment Processes

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Absztrakt
In the last decade several computational methods have been applied successfully
to optimize the heat treatment processes. Among others, Biomimetic methods have been
developed for solving complex and robust optimization problems on the field of casting,
metal forming and heat treatment operations. These numerical methods are based on the
emulation of the models, systems, and elements of nature for the purpose of solving
complex human problems. These models have been inspired by structures and behavior of
living creatures. The development of computer modeling and simulation tools have led to
great advances in understanding how materials behave during Heat Treatment operations.
Unfortunately, high-fidelity computational simulations can take significant time to run and
require large computational capacity. Process optimization requiring many simulations at
different conditions can be expensive. To mitigate these obstacles to widespread use of
sophisticated computer models, Artificial Intelligence methods based on neural networks
could be support the Heat Treatment processes.
- Cím és alcím
- Artificial Intelligence Techniques and Biomimetic Methods Supporting Heat Treatment Processes
- Szerző
- Felde, Imre
- Megjelenés ideje
- 2024
- Hozzáférés szintje
- Open access
- ISSN, e-ISSN
- 1785-8860
- Nyelv
- en
- Terjedelem
- 13 p.
- Tárgyszó
- keyword1, biomimetics, swarm intelligence, pso, fwa, ga, nsga, machine learning, artificial intelligence, heat treatemtn, additive, manufacturing
- Változat
- Kiadói változat
- Egyéb azonosítók
- DOI: 10.12700/APH.21.10.2024.10.20
- A cikket/könyvrészletet tartalmazó dokumentum címe
- Acta Polytechnica Hungarica
- A forrás folyóirat éve
- 2024
- A forrás folyóirat évfolyama
- 21. évf.
- A forrás folyóirat száma
- 10. sz.
- Műfaj
- Tudományos cikk
- Tudományterület
- Műszaki tudományok - multidiszciplináris műszaki tudományok
- Egyetem
- Óbudai Egyetem