A hybrid science‐guided machine learning approach for modeling chemical processes: A review

N Sharma, YA Liu - AIChE Journal, 2022 - Wiley Online Library
This study presents a broad perspective of hybrid process modeling combining the scientific
knowledge and data analytics in bioprocessing and chemical engineering with a science …

Hybrid semi‐parametric modeling in separation processes: a review

K McBride, EI Sanchez Medina… - Chemie Ingenieur …, 2020 - Wiley Online Library
Separations of mixtures play a critical role in chemical industries. Over the last century, the
knowledge in the area of chemical thermodynamics and modeling of separation processes …

[HTML][HTML] A robust hybrid predictive model of mixed oil length with deep integration of mechanism and data

Z Yuan, L Chen, W Shao, Z Zuo, W Zhang… - Journal of Pipeline …, 2021 - Elsevier
Accurate estimation of mixed oil length is highly required in multi-product pipelines because
it can guide the operator to correctly handle the mixed oil segment and effectively reduce the …

[HTML][HTML] An Interpretable Light Attention–Convolution–Gate Recurrent Unit Architecture for the Highly Accurate Modeling of Actual Chemical Dynamic Processes

Y Li, N Li, J Ren, W Shen - Engineering, 2024 - Elsevier
To equip data-driven dynamic chemical process models with strong interpretability, we
develop a light attention–convolution–gate recurrent unit (LACG) architecture with three sub …

[图书][B] Engineering aspects of milk and dairy products

JS dos Reis Coimbra, JA Teixeira - 2016 - taylorfrancis.com
Expert Insight into the Engineering Aspects of Dairy Products ManufacturingConsumer
demand is constantly on the rise for better and more nutritious dairy products, from …

An improved model of the seeded batch crystallization of glucose monohydrate from aqueous solutions

AE Flood, S Srisanga - Journal of food engineering, 2012 - Elsevier
The current research has produced an accurate model of the non-nucleating seeded batch
crystallization of glucose monohydrate which includes complex phenomena including …

[PDF][PDF] Dekstrosa monohidrat kualitas farmasi dari pati manihot ecsulenta, metroxylon sagu, zea mays, oryza sativa, dan triticum

BM Kartika, L Khojayanti, S Listiana… - Jurnal Bioteknologi …, 2019 - researchgate.net
Dekstrosa monohidrat kualitas farmasi, salah satu bahan baku yang digunakan sebagai
active pharmaceutical ingredient (API) dan bahan tambahan, dapat dibuat dari bahan pati …

Validasi proses produksi dektrosa monohidrat (DMH) farmasi pada skala pilot

SM Suharno, D Sudarsono… - Media …, 2020 - repository.badankebijakan.kemkes …
Dekstrosa Monohidrat (DMH) farmasi merupakan bahan baku obat (BBO) yang banyak
digunakan pada pembuatan infus dan sediaan obat serta termasuk salah satu BBO yang …

[引用][C] 化工过程的智能混合建模方法及应用

张梦轩, 刘洪辰, 王敏, 蓝兴英, 石孝刚, 高金森 - 化工进展, 2021

A Hybrid Science-Guided Machine Learning Approach for Modeling Chemical and Polymer Processes

N Sharma, YA Liu - engrxiv.org
This chapter provides a comprehensive examination of hybrid modeling in chemical and
polymer processes, employing a science-guided machine learning (SGML) approach to fuse …