Ciprian Zavoianu, Martin Kitzberger, Gerd Bramerdorfer, Susanne Saminger-Platz,
"On Modeling the Dynamic Thermal Behavior of Electrical Machines using Genetic Programming and Arti?cial Neural Networks"
: 17th International Conference on Computer Aided Systems Theory, Las Palmas de Gran Canaria, Spain, Seite(n) 319-326, 2-2019
Original Titel:
On Modeling the Dynamic Thermal Behavior of Electrical Machines using Genetic Programming and Arti?cial Neural Networks
Sprache des Titels:
Englisch
Original Buchtitel:
17th International Conference on Computer Aided Systems Theory, Las Palmas de Gran Canaria, Spain
Original Kurzfassung:
We describe initial attempts to model the dynamic thermal behavior of electrical machines by evaluating the ability of linear and non-linear (regression) modeling techniques to replicate the performance of simulations carried out using a lumped parameter thermal network (LPTN) and two di?erent test scenarios. Our focus falls on creating highly accurate simple models that are well-suited for the real-time computational demands of an envisioned symbiotic interaction paradigm. Preliminary results are quite encouraging and highlight the very positive impact of integrating synthetic features based on exponential moving averages.
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