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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Vydané v:	Bioresource technology Ročník 438; s. 133207
Hlavní autori:	Yang, Yang, Li, Weishuai, Huang, Jingang, Wang, Ruilin, Han, Wei, Zhou, Rongbing, Qiu, Shanshan, Xu, Xiaobin
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	England Elsevier Ltd 01.12.2025
Predmet:	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
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