Similarity-based scaling networks for capacitive radio frequency discharge plasmas

We demonstrate similarity-based scaling networks for capacitive radio frequency (RF) plasmas, which extensively correlate discharge characteristics under varied conditions, incorporating the transition from original to similarity states. Based on fully kinetic particle-in-cell simulations, similar R...

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Main Authors: Huihui Wang, Dong Yang, Bocong Zheng, John P. Verboncoeur, Yangyang Fu
Format: Article
Language:English
Published: AIP Publishing LLC 2023-09-01
Series:AIP Advances
Online Access:http://dx.doi.org/10.1063/5.0162549
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author Huihui Wang
Dong Yang
Bocong Zheng
John P. Verboncoeur
Yangyang Fu
author_facet Huihui Wang
Dong Yang
Bocong Zheng
John P. Verboncoeur
Yangyang Fu
author_sort Huihui Wang
collection DOAJ
description We demonstrate similarity-based scaling networks for capacitive radio frequency (RF) plasmas, which extensively correlate discharge characteristics under varied conditions, incorporating the transition from original to similarity states. Based on fully kinetic particle-in-cell simulations, similar RF discharges in argon are demonstrated with three external control parameters (gas pressure, gap distance, and driving frequency) simultaneously tuned. A complete set of scaling pathways regarding fundamental discharge parameters is obtained, from which each plasma state finds its neighboring node with only one control parameter tuned. The results from this study provide a promising strategy for plasma multi-parameter mapping, enabling effective cross-comparisons, prediction, and manipulation of RF discharge plasmas.
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spelling doaj.art-ad9a29000dec47bb8599d729882cc0fc2023-10-09T20:09:21ZengAIP Publishing LLCAIP Advances2158-32262023-09-01139095001095001-810.1063/5.0162549Similarity-based scaling networks for capacitive radio frequency discharge plasmasHuihui Wang0Dong Yang1Bocong Zheng2John P. Verboncoeur3Yangyang Fu4Department of Chemical Engineering, Tsinghua University, Beijing 100084, ChinaDepartment of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaSchool of Physics, Beijing Institute of Technology, Beijing 100081, ChinaDepartment of Electrical and Computer Engineering, Michigan State University, East Lansing, Michigan 48824, USADepartment of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaWe demonstrate similarity-based scaling networks for capacitive radio frequency (RF) plasmas, which extensively correlate discharge characteristics under varied conditions, incorporating the transition from original to similarity states. Based on fully kinetic particle-in-cell simulations, similar RF discharges in argon are demonstrated with three external control parameters (gas pressure, gap distance, and driving frequency) simultaneously tuned. A complete set of scaling pathways regarding fundamental discharge parameters is obtained, from which each plasma state finds its neighboring node with only one control parameter tuned. The results from this study provide a promising strategy for plasma multi-parameter mapping, enabling effective cross-comparisons, prediction, and manipulation of RF discharge plasmas.http://dx.doi.org/10.1063/5.0162549
spellingShingle Huihui Wang
Dong Yang
Bocong Zheng
John P. Verboncoeur
Yangyang Fu
Similarity-based scaling networks for capacitive radio frequency discharge plasmas
AIP Advances
title Similarity-based scaling networks for capacitive radio frequency discharge plasmas
title_full Similarity-based scaling networks for capacitive radio frequency discharge plasmas
title_fullStr Similarity-based scaling networks for capacitive radio frequency discharge plasmas
title_full_unstemmed Similarity-based scaling networks for capacitive radio frequency discharge plasmas
title_short Similarity-based scaling networks for capacitive radio frequency discharge plasmas
title_sort similarity based scaling networks for capacitive radio frequency discharge plasmas
url http://dx.doi.org/10.1063/5.0162549
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