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 …

Artificial intelligence: Implications for the agri-food sector

A Taneja, G Nair, M Joshi, S Sharma, S Sharma… - Agronomy, 2023 - mdpi.com
Artificial intelligence (AI) involves the development of algorithms and computational models
that enable machines to process and analyze large amounts of data, identify patterns and …

A TastePeptides-Meta system including an umami/bitter classification model Umami_YYDS, a TastePeptidesDB database and an open-source package …

Z Cui, Z Zhang, T Zhou, X Zhou, Y Zhang, H Meng… - Food Chemistry, 2023 - Elsevier
Taste peptides with umami/bitterness play a role in food attributes. However, the taste
mechanisms of peptides are not fully understood, and the identification of these peptides is …

Recent advances and applications of deep learning, electroencephalography, and modern analysis techniques in screening, evaluation, and mechanistic analysis of …

L Su, H Ji, J Kong, W Yan, Q Zhang, J Li… - Trends in Food Science & …, 2024 - Elsevier
Background Taste peptides are oligopeptides that improve the flavor and palatability of food.
Due to their unique taste characteristics and nutritional values, the development of taste …

Conserved sites and recognition mechanisms of T1R1 and T2R14 receptors revealed by ensemble docking and molecular descriptors and fingerprints combined with …

Z Cui, N Zhang, T Zhou, X Zhou, H Meng… - Journal of Agricultural …, 2023 - ACS Publications
Taste peptides, as an important component of protein-rich foodstuffs, potentiate the nutrition
and taste of food. Thereinto, umami-and bitter-taste peptides have been ex tensively …

Exploring bitter and sweet: the application of large language models in molecular taste prediction

R Song, K Liu, Q He, F He, W Han - Journal of Chemical …, 2024 - ACS Publications
The perception of bitter and sweet tastes is a crucial aspect of human sensory experience.
Concerns over the long-term use of aspartame, a widely used sweetener suspected of …

Machine learning and flavoromics-based research strategies for determining the characteristic flavor of food: A review

D Cai, X Li, H Liu, L Wen, D Qu - Trends in Food Science & Technology, 2024 - Elsevier
Background Flavor is an important indicator of food quality. In recent years, machine
learning (ML) has been widely used in food feature flavor mining and analysis. However …

Sugar reduction in beverages: Current trends and new perspectives from sensory and health viewpoints

L Chen, W Wu, N Zhang, KH Bak, Y Zhang… - Food Research …, 2022 - Elsevier
Sugar, as an essential component of beverages, not only provides sweetness in beverages
but also plays a significant role in their flavor, texture, and preservation. In recent years …

Classification-based machine learning approaches to predict the taste of molecules: A review

C Rojas, D Ballabio, V Consonni… - Food Research …, 2023 - Elsevier
The capacity to discriminate safe from dangerous compounds has played an important role
in the evolution of species, including human beings. Highly evolved senses such as taste …

A mechanistic investigation on kokumi-active γ-Glutamyl tripeptides–A computational study to understand molecular basis of their activity and to identify novel potential …

L Dellafiora, F Magnaghi, G Galaverna… - Food Research …, 2022 - Elsevier
Kokumi is an important taste perception whose chemical basis still needs clarifications and
for which the development of high-throughput tools of analysis is desirable. The activation of …