Tabular generative modeling framework for multi-property data synthesis of pyrolyzed biochar

[Display omitted] •Generation framework for synthesizing biochar property data was established.•Missing records in reference dataset were imputed by MultipleMICE and MissForest.•Synthpop accurately captured multimodal, normal, and skewed distribution patterns.•Synthpop and TVAE preserved inter-featu...

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Bibliographic Details

Published in:	Bioresource technology Vol. 438; p. 133207
Main Authors:	Yang, Yang, Li, Weishuai, Huang, Jingang, Wang, Ruilin, Han, Wei, Zhou, Rongbing, Qiu, Shanshan, Xu, Xiaobin
Format:	Journal Article
Language:	English
Published:	England Elsevier Ltd 01.12.2025
Subjects:	Biochar Cellulose - chemistry Charcoal - chemistry Generative models Models, Theoretical Pyrolysis Synthetic data Synthpop Pyrolysis Synthpop Biochar Generative models Synthetic data
ISSN:	0960-8524, 1873-2976, 1873-2976
Online Access:	Get full text
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