Recent advances and application of machine learning in food flavor prediction and regulation

H Ji, D Pu, W Yan, Q Zhang, M Zuo, Y Zhang - Trends in Food Science & …, 2023 - Elsevier
Background Food flavor is a key factor affecting sensory quality. Predicting and regulating
flavor can result in exceptional flavor characteristics and improve consumer preferences and …

A novel hybrid binary whale optimization algorithm with chameleon hunting mechanism for wrapper feature selection in QSAR classification model: A drug-induced …

R Zhou, Y Zhang, K He - Expert Systems with Applications, 2023 - Elsevier
High dimensionality is one of the main challenges in Quantitative Structure-Activity
Relationship (QSAR) classification modeling, and feature selection as an effective …

POI-3DGCN: Predicting odor intensity of monomer flavors based on three-dimensionally embedded graph convolutional network

Q Liu, D Luo, T Wen, H GholamHosseini, X Qiu… - Expert Systems with …, 2022 - Elsevier
The relationship between spatial information of molecular topology and odor characteristics
has received increasing attention from the academic community. Odor intensity (OI) …

Computational Methods as Part of Scientific Research in Cosmetic Sciences—Are We Using the Opportunity?

L Krumpholz, S Polak, B Wiśniowska - Cosmetics, 2024 - mdpi.com
In the field of the cosmetic industry, significant efforts are made to develop methods that are
not only cost effective and time effective but are also environmentally friendly and cruelty …

[HTML][HTML] Intelligent Consensus Predictions of the Retention Index of Flavor and Fragrance Compounds Using 2D Descriptors

D Bera, A Kumar, J Roy, K Roy - Chromatographia, 2024 - Springer
The demand for novel flavors and fragrance (F&F) compounds has increased, highlighting
the need for a systematic design approach. Currently, the F&F industry relies heavily on …

机器学习算法在食品气味表征中的应用.

李帅, 柴春祥, 刘建福 - Journal of Chinese Institute of Food …, 2024 - search.ebscohost.com
摘要食品气味的客观表征对于食品生产工艺优化及品质评价具有重要意义, 然而,
食品气味形成机理复杂, 成分繁杂, 加之气味的评价过程易受环境, b 理及感知方式等多种因素的 …

MDs-NP: a property prediction model construction procedure for naphtha based on molecular dynamics simulation

Y Wei, T Qiu - Journal of Physics: Condensed Matter, 2024 - iopscience.iop.org
In the context of carbon neutrality and carbon peaking, molecular management has become
a focus of the petrochemical industry. The key to achieving molecular management is …

Intelligent Perception of Multiaroma Types Based on Machine Olfaction

Q Li, J He, T Wen, J Li, Q Liu, D Luo - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Machine olfactory perception (MOP) is a new type of intelligent perception technology that
senses and describes odors. The difference between MOP and machine olfaction is that …

Odor-GCN: Graph Convolutional Network for Predicting Odor Impressions Based on Molecular Structures

X Qiu, Y Cheng, D Luo, C He, KY Angus, Q Liu - 2022 - researchsquare.com
Predicting odor impression from molecular structure can help develop olfactory product such
as perfumes, cosmetics and fragrances. At present, the methods of odor impression …