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Solid propellant grain reverse design via generative deep learning

delete2025-06-21
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PRE
AI
W
Wentao Li
Y
Yingdong He
G
Guozheng Liang
DOI:10.1016/j.ast.2025.110496delete
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Abstract

Abstract

En 中文
• Grain reverse design can identify optimal grain geometries that match the desired motor performance curves (e.g., pressure-time curves). • The deep neural field with a conditional auto-decoder successfully extracts features from grain shapes. • The latent denoising diffusion probabilistic model effectively generates 2D grain shapes in a high-dimensional design space.

Journal

Aerospace Science and Technology cover
Aerospace Science and Technology
IF:
5.8
Papers:
1.0W
Citations:
3.0W

Organization

No organization information available
Cited Papers

Cited Papers

Design of Solid Propellant Grain for Predefined Performance Criteria
err
IF0
err2019-01-06
err0
PREAI
errAnwer Hashish; Mahmoud Y. Ahmed; Hamed Abdallah; Moahmed Elsanabawy
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Fast Learning of Signed Distance Functions From Noisy Point Clouds via Noise to Noise Mapping
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IF0
err2024-12-01
err0
PREAI
errJunsheng Zhou; Baorui Ma; Yu-Shen Liu; Zhizhong Han
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New Design Method of Solid Propellant Grain Using Machine Learning
err
IF0
err2021-05-21
err0
PREAI
errSeok-Hwan Oh; Hyoung Jin Lee; Tae-Seong Roh
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Reverse design of solid propellant grain based on deep learning: Imaging internal ballistic data
err2025-04-29
err0
errOAAI
errLin Sun; Xiangyu Peng; Yang Liu; Shu Long; Weihua Hui; Ran Wei; Futing Bao
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Machine-Learning Methods on Noisy and Sparse Data
err2023-01-03
err0
errOAAI
errKonstantinos Poulinakis; Dimitris Drikakis; Ioannis W. Kokkinakis; Stephen Michael Spottswood
errShare
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Multi-Objective Reverse Design and Pattern Analysis of Solid Propellant Grains
err2024-10-01
err0
PREAI
errWentao Li; Wenbo Li; Yunqin He; Guozhu Liang
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errSave
Guided diffusion for inverse molecular design
err2023-10-05
err20
errOAAI
errWeiss, Tomer; Yanes, Eduardo Mayo; Chakraborty, Sabyasachi; Cosmo, Luca; Bronstein, Alex M.; Gershoni-Poranne, Renana
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SOME IMPROVEMENTS FOR THE FAST SWEEPING METHOD
err2010-01-01
err45
PREAI
errBak, Stanley; McLaughlin, Joyce; Renzi, Daniel
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