Application of Shallow Neural Networks in Electric Arc Furnace Modeling

Klimas, Maciej; Grabowski, Dariusz

doi:10.1109/tia.2022.3180004

Cited by 9 publications

(2 citation statements)

References 28 publications

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“…So, the Varc alters polarity so rapidly, one such configuration ignores the increasing voltage time, resulting in a huge change in the Varc so when the Iarc has been at nil. Thus, the ideal cycle of the VIC has been demonstrated as (8):…”

Section: Configurationmentioning

confidence: 99%

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The novel strategy of electrical arc furnace design and control approach for voltage flicker investigation

Thakre,

C. Tapre,

P. Kadam

et al. 2023

Bulletin EEI

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Voltage flickers and harmonics are power quality (PQ) problems in the electric system during a variation and arc furnace (AF) adaptability. AF creations must determine a harmonic and flicker. This article evaluates complex AF systems. This article presents a newly established time domain (TD) static become to on an AF's V-I attributes (VIA). Static arc configurations are useful for harmonic analyses, but dynamic methods are needed for PQ studies, especially voltage flicker analysis. The MATLAB-based dynamic AF configuration is simulated for four different configurations. A response with configurations 1 and 4 varies from the real AF outcomes. The simulation results and numerical finding shows that configurations 2 and 3 are much more appropriate and produce better results for minimum 3rd harmonics for arc current, arc voltage, and point of common coupling (PCC) voltage. The novelty of this configuration is that the energy transferred to the load by the AF during the cycle of operation has been identified, making the developed scheme more reliable and dependent on the load's operational conditions. After that, effective applications of these configurations and other configurations' accuracy should be clarified.

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Section: Configurationmentioning

confidence: 99%

“…A power system circuit model is established between each input frequency, and an AF has been designed as a voltage source at the same frequency [8], [9]. The overall system action is noted by superimposing a control performance at each frequency [10], [11].…”

Section: Introductionmentioning

confidence: 99%