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Odor sensory evaluation has a broad application in food, clothing, cosmetics, and other fields. Traditional artificial sensory evaluation has poor repeatability, and the machine olfaction represented by the electronic nose (E-nose) is…

Artificial Intelligence · Computer Science 2023-11-27 Xiuxin Xia , Yuchen Guo , Yanwei Wang , Yuchao Yang , Yan Shi , Hong Men

On the basis of the evident ability of neuronal olfactory systems to evaluate the intensity of an odorous stimulus and at the same time also recognise the identity of the odorant over a large range of concentrations, a few…

Neurons and Cognition · Quantitative Biology 2020-06-29 Carlo Fulvi Mari

Here we introduce the Olfactory Perception (OP) benchmark, designed to assess the capability of large language models (LLMs) to reason about smell. The benchmark contains 1,010 questions across eight task categories spanning odor…

Computation and Language · Computer Science 2026-04-02 Eftychia Makri , Nikolaos Nakis , Laura Sisson , Gigi Minsky , Leandros Tassiulas , Vahid Satarifard , Nicholas A. Christakis

We examine the olfactory discrimination of left- and right-handed enantiomers of chiral odorants based on the odorant-mediated electron transport from a donor to an acceptor of the olfactory receptors embodied in a biological environment.…

Chemical Physics · Physics 2017-04-27 Arash Tirandaz , Farhad Taher Ghahramani , Afshin Shafiee

Hair cells, the sensory receptors of the internal ear, subserve different functions in various receptor organs: they detect oscillatory stimuli in the auditory system, but transduce constant and step stimuli in the vestibular and…

Neurons and Cognition · Quantitative Biology 2017-03-29 Joshua D. Salvi , Daibhid O Maoileidigh , Brian A. Fabella , Melanie Tobin , A. J. Hudspeth

In this study, we explore how the combination of synthetic biology, neuroscience modeling, and neuromorphic electronic systems offers a new approach to creating an artificial system that mimics the natural sense of smell. We argue that a…

Neural and Evolutionary Computing · Computer Science 2025-08-04 Kevin Max , Larissa Sames , Shimeng Ye , Jan Steinkühler , Federico Corradi

Reaction-times in perceptual tasks are the subject of many experimental and theoretical studies. With the neural decision making process as main focus, most of these works concern discrete (typically binary) choice tasks, implying the…

Neurons and Cognition · Quantitative Biology 2012-03-01 Laurent Bonnasse-Gahot , Jean-Pierre Nadal

Learning to automatically perceive smell is becoming increasingly important with applications in monitoring the quality of food and drinks for healthy living. In todays age of proliferation of internet of things devices, the deployment of…

Machine Learning · Computer Science 2019-12-03 Kehinde Owoeye

Some female moths attract male moths by emitting series of pulses of pheromone filaments propagating downwind. The turbulent nature of the wind creates a complex flow environment, and causes the filaments to propagate in the form of patches…

Fluid Dynamics · Physics 2018-06-19 Alex Liberzon , Kyra Harrington , Nimrod Daniel , Roi Gurka , Ally Harari , Gregory Zilman

Environmental factors determine the smells we perceive, but societal factors factors shape the importance, sentiment and biases we give to them. Descriptions of smells in text, or as we call them `smell experiences', offer a window into…

Computation and Language · Computer Science 2020-12-08 Ryan Brate , Paul Groth , Marieke van Erp

Embeddings from contemporary natural language processing (NLP) models are commonly used as numerical representations for words or sentences. However, odor descriptor words, like "leather" or "fruity", vary significantly between their…

Machine Learning · Computer Science 2022-05-10 Laura Sisson

Molecular odor prediction is the process of using a molecule's structure to predict its smell. While accurate prediction remains challenging, AI models can suggest potential odors. Existing methods, however, often rely on basic descriptors…

Machine Learning · Computer Science 2025-05-02 Hong Xin Xie , Jian De Sun , Fan Fu Xue , Zi Fei Han , Shan Shan Feng , Qi Chen

Biologically relevant exposure to environmental pollutants often shows a non-linear relationship. For their assessment, as a rule short term concentrations have to be determined instead of long term mean values. This is also the case for…

In this paper we construct a learning architecture for high dimensional time series sampled by sensor arrangements. Using a redundant wavelet decomposition on a graph constructed over the sensor locations, our algorithm is able to construct…

Artificial Intelligence · Computer Science 2016-02-16 Leonid Gugel , Yoel Shkolnisky , Shai Dekel

Much of the information the brain processes and stores is temporal in nature - a spoken word or a handwritten signature, for example, is defined by how it unfolds in time. However, it remains unclear how neural circuits encode complex…

Neurons and Cognition · Quantitative Biology 2017-08-15 Vishwa Goudar , Dean Buonomano

Olfaction, often overlooked in cultural heritage studies, holds profound significance in shaping human experiences and identities. Examining historical depictions of olfactory scenes can offer valuable insights into the role of smells in…

Computer Vision and Pattern Recognition · Computer Science 2024-07-17 Shumei Liu , Haiting Huang , Mathias Zinnen , Andreas Maier , Vincent Christlein

Predicting the perceived intensity of odorants remains a fundamental challenge in sensory science due to the complex, non-linear behavior of their response, as well as the difficulty in correlating molecular structure with human perception.…

The animals, in particular insects (Drosophila melanogaster), response towards odor stimuli in nature can be established by measuring the dynamic of the odor response. Such an approach is innovative since responses to odors were tested only…

Quantitative Methods · Quantitative Biology 2009-07-20 Agnieszka Ruebenbauer

The origins of herbal medicines are important for their treatment effect, which could be potentially distinguished by electronic nose system. As the odor fingerprint of herbal medicines from different origins can be tiny, the discrimination…

Quantitative Methods · Quantitative Biology 2021-07-29 Li Liu , Xianghao Zhan , Ziheng Duan , Yi Wu , Rumeng Wu , Xiaoqing Guan , Zhan Wang , You Wang , Guang Li

Rapid detection of gas concentration is important in different domains like gas leakage monitoring, pollution control, and so on, for the prevention of health hazards. Out of different types of gas sensors, Metal oxide (MOx) sensors are…

Neural and Evolutionary Computing · Computer Science 2025-06-03 Shavika Rastogi , Nik Dennler , Michael Schmuker , André van Schaik
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