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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 …
flavor can result in exceptional flavor characteristics and improve consumer preferences and …
Data-driven elucidation of flavor chemistry
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 …
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 …
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
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 …
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 …
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
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 …
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 …
application in health foods and drugs. It is time-consuming and consumable to identify the …
A survey on computational taste predictors
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 …
between healthy foods and toxic substances thanks to five tastes, ie, sweet, bitter, umami …
Predicting multiple taste sensations with a multiobjective machine learning method
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 …
potentially harmful substances through five basic tastes-sweet, bitter, umami, salty, and sour …
[HTML][HTML] Artificial intelligence and machine learning applications for cultured meat
Cultured meat has the potential to provide a complementary meat industry with reduced
environmental, ethical, and health impacts. However, major technological challenges …
environmental, ethical, and health impacts. However, major technological challenges …