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 …

Data-driven elucidation of flavor chemistry

X Kou, P Shi, C Gao, P Ma, H **ng, Q Ke… - Journal of Agricultural …, 2023 - ACS Publications
Flavor molecules are commonly used in the food industry to enhance product quality and
consumer experiences but are associated with potential human health risks, highlighting the …

Predicting and improving complex beer flavor through machine learning

M Schreurs, S Piampongsant, M Roncoroni… - Nature …, 2024 - nature.com
The perception and appreciation of food flavor depends on many interacting chemical
compounds and external factors, and therefore proves challenging to understand and …

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 …

Bitter flavors and bitter compounds in foods: identification, perception, and reduction techniques

X Chu, W Zhu, X Li, E Su, J Wang - Food Research International, 2024 - Elsevier
Bitterness is one of the five basic tastes generally considered undesirable. The widespread
presence of bitter compounds can negatively affect the palatability of foods. The …

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 …

Prediction of bitterant and sweetener using structure-taste relationship models based on an artificial neural network

W Bo, D Qin, X Zheng, Y Wang, B Ding, Y Li… - Food Research …, 2022 - Elsevier
Identifying the taste characteristics of molecules is essential for the expansion of their
application in health foods and drugs. It is time-consuming and consumable to identify the …

A survey on computational taste predictors

M Malavolta, L Pallante, B Mavkov, F Stojceski… - … Food Research and …, 2022 - Springer
Taste is a sensory modality crucial for nutrition and survival, since it allows the discrimination
between healthy foods and toxic substances thanks to five tastes, ie, sweet, bitter, umami …

Predicting multiple taste sensations with a multiobjective machine learning method

L Androutsos, L Pallante, A Bompotas, F Stojceski… - npj Science of …, 2024 - nature.com
Taste perception plays a pivotal role in guiding nutrient intake and aiding in the avoidance of
potentially harmful substances through five basic tastes-sweet, bitter, umami, salty, and sour …

[HTML][HTML] Artificial intelligence and machine learning applications for cultured meat

ME Todhunter, S Jubair, R Verma, R Saqe… - Frontiers in Artificial …, 2024 - frontiersin.org
Cultured meat has the potential to provide a complementary meat industry with reduced
environmental, ethical, and health impacts. However, major technological challenges …