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3D reconstruction and etching profile simulation for wiggling active area effect in dynamic random access memory manufacturing
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  • Published: 28 February 2026

3D reconstruction and etching profile simulation for wiggling active area effect in dynamic random access memory manufacturing

  • Ziyi Hu  ORCID: orcid.org/0009-0004-8657-42471,2,
  • Jing Wen  ORCID: orcid.org/0009-0006-0856-817X1,
  • Chaoran Yang1,2,3,
  • Hua Shao1,
  • Yuxuan Zhai  ORCID: orcid.org/0009-0009-9482-93811,2,
  • Rui Ge1,
  • Xiaobin He1,
  • Zongzheng Men3,
  • Yi Yang3,
  • Dianming Sun3,
  • Zhongming Liu3,
  • Dashan Shang  ORCID: orcid.org/0000-0003-3573-83901,2,
  • Zhiqiang Li1,
  • Junjie Li  ORCID: orcid.org/0000-0001-5191-79921,
  • Lado Filipovic  ORCID: orcid.org/0000-0003-1687-50584,
  • Rui Chen  ORCID: orcid.org/0000-0002-9475-14831 &
  • …
  • Ling Li1,2 

Communications Engineering , Article number:  (2026) Cite this article

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We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Electronic devices
  • Surface patterning

Abstract

Dynamic Random Access Memory (DRAM), a critical component in modern computing systems, relies heavily on the structural integrity of its active area (AA) - a fin-shaped transistor region responsible for charge transfer in memory cells. During advanced DRAM fabrication, the plasma etching process often induces shape distortions in the AA region (termed “wiggling AA”), which degrade capacitive charging/discharging efficiency and device reliability. While this phenomenon is widely observed in industry, its mechanistic origins remain poorly understood, necessitating systematic investigation to enable precision etching control. In this paper, we fabricated active area transistors of DRAM structures and characterized the etching results using three-dimensional (3D) reconstruction based on focused ion beam-scanning electron microscopy (FIB-SEM) data. In parallel, we developed a 3D etching feature profile model that correlates process parameters with structural deformation and simulated the etching process under three oxygen flow rates. By integrating experimental data and simulation results, we systematically analyzed the mechanistic origins of the wiggling AA effect and demonstrated improvement by modulating the oxygen flow rate. This study bridges the gap between empirical observations and fundamental etching mechanisms, offering actionable strategies for optimizing high-density DRAM manufacturing processes.

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Data availability

All data needed to evaluate the conclusions are present in the paper. Additional data and raw data are available upon request from the corresponding author.

Code availability

All relevant code used to generate the results presented in this study is available from the corresponding author upon reasonable request.

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Acknowledgements

Supported by the National Key R&D Program of China (No. 2023YFB4402600), the National Natural Science Foundation of China (No. 62474194), the International Partnership Program of the Chinese Academy of Sciences (No.102GJHZ2024059GC and 102GJHZ2024029FN). Supported by the Austrian Federal Ministry of Labour and Economy, the National Foundation for Research, Technology and Development, and the Christian Doppler Research Association, Austria.

Author information

Authors and Affiliations

  1. State Key Laboratory of Fabrication Technologies for Integrated Circuits, Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China

    Ziyi Hu, Jing Wen, Chaoran Yang, Hua Shao, Yuxuan Zhai, Rui Ge, Xiaobin He, Dashan Shang, Zhiqiang Li, Junjie Li, Rui Chen & Ling Li

  2. School of Integrated Circuits, University of Chinese Academy of Sciences, Beijing, China

    Ziyi Hu, Chaoran Yang, Yuxuan Zhai, Dashan Shang & Ling Li

  3. Changxin Memory Technologies Inc, Hefei, Anhui, China

    Chaoran Yang, Zongzheng Men, Yi Yang, Dianming Sun & Zhongming Liu

  4. CDL for Multi-Scale Process Modeling of Semiconductor Devices and Sensors, Institute for Microelectronics, TU Wien, Viena, Austria

    Lado Filipovic

Authors
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Contributions

Ziyi Hu: Conceptualization; Formal analysis; Investigation; Methodology; Project administration; Software; Validation; Visualization; Writing—original draft; Writing—review and editing. Jing Wen: Investigation; Methodology; Writing—original draft. Chaoran Yang: Investigation; Methodology. Hua Shao: Investigation; Validation. Yuxuan Zhai: Investigation; Validation. Rui Ge: Investigation; Validation. Xiaobin He: Investigation. Zongzheng Men: Investigation; Methodology. Yi Yang: Investigation; Methodology. Dianming Sun: Investigation; Methodology. Zhongming Liu: Investigation; Methodology. Dashan Shang: Writing—original draft; Writing—review and editing. Zhiqiang Li: Validation. Junjie Li: Conceptualization; Validation; Writing—original draft. Lado Filipovic: Funding acquisition; Validation; Writing—review and editing. Rui Chen: Funding acquisition; Investigation; Project administration; Resources; Supervision; Writing—original draft; Writing—review and editing. Ling Li: Funding acquisition; Project administration.

Corresponding authors

Correspondence to Junjie Li, Lado Filipovic or Rui Chen.

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Competing interests

The authors declare no competing interests.

Peer review

Peer review information

Communications Engineering thanks Du Zhang and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. Primary Handling Editors: [Philip Coatsworth]. A peer review file is available.

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Supplementary information

Transparent Peer Review file (download PDF )

Supplementary Information (download PDF )

Description of Additional Supplementary Files (download PDF )

Supplementary Video 1 | Dynamic display of the three-dimensional reconstruction result. (download MP4 )

Supplementary Video 2 | Dynamic display of the three-dimensional etching profile simulation result. (download MP4 )

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Cite this article

Hu, Z., Wen, J., Yang, C. et al. 3D reconstruction and etching profile simulation for wiggling active area effect in dynamic random access memory manufacturing. Commun Eng (2026). https://doi.org/10.1038/s44172-026-00626-3

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  • Received: 12 September 2025

  • Accepted: 17 February 2026

  • Published: 28 February 2026

  • DOI: https://doi.org/10.1038/s44172-026-00626-3

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