Recent Progress in Smart Electronic Nose Technologies Enabled with Machine Learning Methods

Identification of the Olfactory Profile of Rapeseed Oil as a Function of Heating Time and Ratio of Volume and Surface Area of Contact with Oxygen Using an Electronic Nose

(2021) Robert Rusinek et al.   SENSORS

A Transfer Learning Method for the Protection of Geographical Indication in China Using an Electronic Nose for the Identification of Xihu Longjing Tea

(2021) Xiaoran Wang et al.   IEEE SENSORS JOURNAL

Improving performance: A collaborative strategy for the multi-data fusion of electronic nose and hyperspectral to track the quality difference of rice

(2021) Yan Shi et al.   SENSORS AND ACTUATORS B-CHEMICAL

A Machine Learning Method for the Fine-Grained Classification of Green Tea with Geographical Indication Using a MOS-Based Electronic Nose

(2021) Dongbing Yu et al.   Foods

Channel Attention Convolutional Neural Network for Chinese Baijiu Detection With E-Nose

(2021) Shanshan Zhang et al.   IEEE SENSORS JOURNAL

A Machine Learning Method for Classification and Identification of Potato Cultivars Based on the Reaction of MOS Type Sensor-Array

(2021) Ali Khorramifar et al.   SENSORS

Classification and Identification of Essential Oils from Herbs and Fruits Based on a MOS Electronic-Nose Technology

(2021) Mansour Rasekh et al.   Chemosensors

Performance Analysis of MAU-9 Electronic-Nose MOS Sensor Array Components and ANN Classification Methods for Discrimination of Herb and Fruit Essential Oils

(2021) Mansour Rasekh et al.   Chemosensors

A Fast Pearson Graph Convolutional Network Combined With Electronic Nose to Identify the Origin of Rice

(2021) Yan Shi et al.   IEEE SENSORS JOURNAL

Target discrimination, concentration prediction, and status judgment of electronic nose system based on large-scale measurement and multi-task deep learning

(2021) Tao Wang et al.   SENSORS AND ACTUATORS B-CHEMICAL

t-SNE and variational auto-encoder with a bi-LSTM neural network-based model for prediction of gas concentration in a sealed-off area of underground coal mines

(2021) Prasanjit Dey et al.   SOFT COMPUTING

Evaluation of trunk borer infestation duration using MOS E-nose combined with different feature extraction methods and GS-SVM

(2020) Zhenhe Wang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A multi-task learning framework for gas detection and concentration estimation

(2020) Huixiang Liu et al.   NEUROCOMPUTING

Development of a Compact, IoT-Enabled Electronic Nose for Breath Analysis

(2020) Tiele et al.   Electronics

Development of a low-cost e-nose to assess aroma profiles: An artificial intelligence application to assess beer quality

(2020) Claudia Gonzalez Viejo et al.   SENSORS AND ACTUATORS B-CHEMICAL

Online Drift Compensation by Adaptive Active Learning on Mixed Kernel for Electronic Noses

(2020) Tao Liu et al.   SENSORS AND ACTUATORS B-CHEMICAL

Origin traceability of rice based on an electronic nose coupled with a feature reduction strategy

(2020) Yan Shi et al.   MEASUREMENT SCIENCE and TECHNOLOGY

Volatile organic compounds gas sensor based on quartz crystal microbalance for fruit freshness detection: A review

(2020) Kewei Liu et al.   FOOD CHEMISTRY

Improving the Detection of Explosives in a MOX Chemical Sensors Array With LSTM Networks

(2020) Julio Torres-Tello et al.   IEEE SENSORS JOURNAL

Validation of the rapid detection approach for enhancing the electronic nose systems performance, using different deep learning models and support vector machines

(2020) Juan C. Rodriguez Gamboa et al.   SENSORS AND ACTUATORS B-CHEMICAL

DWTLSTM for electronic nose signal processing in beef quality monitoring

(2020) Dedy Rahman Wijaya et al.   SENSORS AND ACTUATORS B-CHEMICAL

Using a Hybrid Deep Neural Network for Gas Classification

(2020) Syuan-He Wang et al.   IEEE SENSORS JOURNAL

Local Discriminant Subspace Learning for Gas Sensor Drift Problem

(2020) Zhengkun Yi et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Development of a LeNet-5 Gas Identification CNN Structure for Electronic Noses

(2019) Guangfen Wei et al.   SENSORS

Ripeness Prediction of Postharvest Kiwifruit Using a MOS E-Nose Combined with Chemometrics

(2019) Dongdong Du et al.   SENSORS

Electronic Nose-Based Technique for Rapid Detection and Recognition of Moldy Apples

(2019) Wenshen Jia et al.   SENSORS

Real-Time Thermal Modulation of High Bandwidth MOX Gas Sensors for Mobile Robot Applications

(2019) Yuxin Xing et al.   SENSORS

Machine Learning Methods Applied to Predict Ventilator-Associated Pneumonia with Pseudomonas aeruginosa Infection via Sensor Array of Electronic Nose in Intensive Care Unit

(2019) Liao et al.   SENSORS

A Gas Leakage Localization Method Based on a Virtual Ultrasonic Sensor Array

(2019) Lei Li et al.   SENSORS

The qualitative and quantitative assessment of tea quality based on E-nose, E-tongue and E-eye combined with chemometrics

(2019) Min Xu et al.   FOOD CHEMISTRY

Wasserstein Distance Learns Domain Invariant Feature Representations for Drift Compensation of E-Nose

(2019) Yang Tao et al.   SENSORS

Sensor Drift Compensation Based on the Improved LSTM and SVM Multi-Class Ensemble Learning Models

(2019) Zhao et al.   SENSORS

A Noise Spectroscopy-Based Features Extraction Method to Detect Two Gases Using One Single MOX Sensor

(2019) Sami Gomri et al.   IEEE SENSORS JOURNAL

A Novel Feature Extraction Method an Electronic Nose for Aroma Classification

(2019) Gwo-Jia Jong et al.   IEEE SENSORS JOURNAL

A novel multi-odour identification by electronic nose using non-parametric modelling-based feature extraction and time-series classification

(2019) Taoping Liu et al.   SENSORS AND ACTUATORS B-CHEMICAL

New Alternating Current Noise Analytics Enables High Discrimination in Gas Sensing

(2019) Huixian Ye et al.   ANALYTICAL CHEMISTRY

A deep feature mining method of electronic nose sensor data for identifying beer olfactory information

(2019) Yan Shi et al.   JOURNAL OF FOOD ENGINEERING

A Novel Framework with High Diagnostic Sensitivity for Lung Cancer Detection by Electronic Nose

(2019) Binchun Lu et al.   SENSORS

Electronic nose sensors data feature mining: a synergetic strategy for the classification of beer

(2018) Hong Men et al.   Analytical Methods

Rapid Quality Discrimination and Amino Nitrogen Quantitative Evaluation of Soy Sauces by Tri-Step IR and E-nose

(2018) Li Zhu et al.   Food Analytical Methods

Drift Insensitive Features for Learning Artificial Olfaction in E-Nose System

(2018) Atiq ur Rehman et al.   IEEE SENSORS JOURNAL

Target Detection, Positioning and Tracking Using New UAV Gas Sensor Systems: Simulation and Analysis

(2018) Haiwen Yuan et al.   JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS

Highly Sensitive, Printable Nanostructured Conductive Polymer Wireless Sensor for Food Spoilage Detection

(2018) Zhong Ma et al.   NANO LETTERS

Gas Classification Using Deep Convolutional Neural Networks

(2018) Pai Peng et al.   SENSORS

Online Sensor Drift Compensation for E-Nose Systems Using Domain Adaptation and Extreme Learning Machine

(2018) Zhiyuan Ma et al.   SENSORS

Exhaled breath analysis using electronic nose and gas chromatography–mass spectrometry for non-invasive diagnosis of chronic kidney disease, diabetes mellitus and healthy subjects

(2018) Tarik Saidi et al.   SENSORS AND ACTUATORS B-CHEMICAL

Development of an electronic nose to characterize odours emitted from different stages in a wastewater treatment plant

(2018) Andy Blanco-Rodríguez et al.   WATER RESEARCH

Weighted Domain Transfer Extreme Learning Machine and Its Online Version for Gas Sensor Drift Compensation in E-Nose Systems

(2018) Zhiyuan Ma et al.   WIRELESS COMMUNICATIONS & MOBILE COMPUTING

Data Processing for Multiple Electronic Noses Using Sensor Response Visualization

(2018) Ying-Jie Liu et al.   IEEE SENSORS JOURNAL

Diaphragm-based optical fiber sensor array for multipoint acoustic detection

(2018) Jingyi Wang et al.   OPTICS EXPRESS

Domain Correction Based on Kernel Transformation for Drift Compensation in the E-Nose System

(2018) Yang Tao et al.   SENSORS

Enhance the Discrimination Precision of Graphene Gas Sensors with a Hidden Markov Model

(2018) Huixian Ye et al.   ANALYTICAL CHEMISTRY

Gas-Sensor Drift Counteraction with Adaptive Active Learning for an Electronic Nose

(2018) Tao Liu et al.   SENSORS

Bionic Electronic Nose Based on MOS Sensors Array and Machine Learning Algorithms Used for Wine Properties Detection

(2018) Huixiang Liu et al.   SENSORS

Electronic Noses: From Advanced Materials to Sensors Aided with Data Processing

(2018) Wenwen Hu et al.   Advanced Materials Technologies

A novel method for rapid quantitative evaluating formaldehyde in squid based on electronic nose

(2018) Dong-Chen Gu et al.   LWT-FOOD SCIENCE AND TECHNOLOGY

Detection Potential of Multi-Features Representation of E-Nose Data in Classification of Moldy Maize Samples

(2017) Yong Yin et al.   Food and Bioprocess Technology

Differentiation of Chinese robusta coffees according to species, using a combined electronic nose and tongue, with the aid of chemometrics

(2017) Wenjiang Dong et al.   FOOD CHEMISTRY

A Bio-Inspired Breathing Sampling Electronic Nose for Rapid Detection of Chinese Liquors

(2017) Pei-Feng Qi et al.   IEEE SENSORS JOURNAL

Optimization of the Transient Feature Analysis for Graphene Chemical Vapor Sensors: A Comprehensive Study

(2017) Huixian Ye et al.   IEEE SENSORS JOURNAL

An original approach for the quantitative characterization of saffron aroma strength using electronic nose

(2017) Sajad Kiani et al.   INTERNATIONAL JOURNAL OF FOOD PROPERTIES

Electronic Nose Technology in Respiratory Diseases

(2017) Silvano Dragonieri et al.   LUNG

Self-Taught Learning Based on Sparse Autoencoder for E-Nose in Wound Infection Detection

(2017) Peilin He et al.   SENSORS

Stacked Sparse Auto-Encoders (SSAE) Based Electronic Nose for Chinese Liquors Classification

(2017) Wei Zhao et al.   SENSORS

A Framework for the Multi-Level Fusion of Electronic Nose and Electronic Tongue for Tea Quality Assessment

(2017) Ruicong Zhi et al.   SENSORS

Anti-drift in E-nose: A subspace projection approach with drift reduction

(2017) Lei Zhang et al.   SENSORS AND ACTUATORS B-CHEMICAL

Quantitative detection of formaldehyde and ammonia gas via metal oxide-modified graphene-based sensor array combining with neural network model

(2017) Dongzhi Zhang et al.   SENSORS AND ACTUATORS B-CHEMICAL

Feature Extraction from Sensor Data for Detection of Wound Pathogen Based on Electronic Nose

(2017)   SENSORS AND MATERIALS

On-line classification of pollutants in water using wireless portable electronic noses

(2016) José Luis Herrero et al.   CHEMOSPHERE

A Regularized Ensemble of Classifiers for Sensor Drift Compensation

(2016) Mridula Verma et al.   IEEE SENSORS JOURNAL

Correcting Instrumental Variation and Time-Varying Drift: A Transfer Learning Approach With Autoencoders

(2016) Ke Yan et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Enhancing Electronic Nose Performance Based on a Novel QPSO-KELM Model

(2016) Chao Peng et al.   SENSORS

Short-Time Fourier Transform and Decision Tree-Based Pattern Recognition for Gas Identification Using Temperature Modulated Microhotplate Gas Sensors

(2016) Aixiang He et al.   Journal of Sensors

Discrimination Enhancement with Transient Feature Analysis of a Graphene Chemical Sensor

(2015) Eric C. Nallon et al.   ANALYTICAL CHEMISTRY

Longjing tea quality classification by fusion of features collected from E-nose

(2015) Yuewen Dai et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Electrospun SnO2/Polyaniline composite nanofibers based low temperature hydrogen gas sensor

(2015) Hemlata Jaypraksh Sharma et al.   FIBERS AND POLYMERS

Domain Adaptation Extreme Learning Machines for Drift Compensation in E-Nose Systems

(2015) Lei Zhang et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Qualitative and quantitative analysis on aroma characteristics of ginseng at different ages using E-nose and GC–MS combined with chemometrics

(2015) Shaoqing Cui et al.   JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS

Metal Oxide Gas Sensor Drift Compensation Using a Two-Dimensional Classifier Ensemble

(2015) Hang Liu et al.   SENSORS

A Novel Feature Extraction Approach Using Window Function Capturing and QPSO-SVM for Enhancing Electronic Nose Performance

(2015) Xiuzhen Guo et al.   SENSORS

A Customized Metal Oxide Semiconductor-Based Gas Sensor Array for Onion Quality Evaluation: System Development and Characterization

(2015) Tharun Konduru et al.   SENSORS

Electronic Nose Feature Extraction Methods: A Review

(2015) Jia Yan et al.   SENSORS

Chemical Discrimination with an Unmodified Graphene Chemical Sensor

(2015) Eric C. Nallon et al.   ACS Sensors

Selective Detection of Acetone and Hydrogen Sulfide for the Diagnosis of Diabetes and Halitosis Using SnO2 Nanofibers Functionalized with Reduced Graphene Oxide Nanosheets

(2014) Seon-Jin Choi et al.   ACS Applied Materials & Interfaces

Performance Study of Multilayer Perceptrons in a Low-Cost Electronic Nose

(2014) Lei Zhang et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

A review of unsupervised feature learning and deep learning for time-series modeling

(2014) Martin Längkvist et al.   PATTERN RECOGNITION LETTERS

Graphene-based gas sensor: metal decoration effect and application to a flexible device

(2014) Byungjin Cho et al.   Journal of Materials Chemistry C

Nondestructive detection of fish freshness during its preservation by combining electronic nose and electronic tongue techniques in conjunction with chemometric analysis

(2013) Fangkai Han et al.   Analytical Methods

Fast Classification of Meat Spoilage Markers Using Nanostructured ZnO Thin Films and Unsupervised Feature Learning

(2013) Martin Längkvist et al.   SENSORS

Fabrication of a room-temperature H2S gas sensor based on PPy/WO3 nanocomposite films by in-situ photopolymerization

(2013) Pi-Guey Su et al.   SENSORS AND ACTUATORS B-CHEMICAL

Chemical gas sensor drift compensation using classifier ensembles

(2012) Alexander Vergara et al.   SENSORS AND ACTUATORS B-CHEMICAL

Comparison of growth models between artificial neural networks and nonlinear regression analysis in Cherry Valley ducks

(2011) C. Kaewtapee et al.   JOURNAL OF APPLIED POULTRY RESEARCH

Wireless electronic nose system for real-time quantitative analysis of gas mixtures using micro-gas sensor array and neuro-fuzzy network

(2008) J CHO et al.   SENSORS AND ACTUATORS B-CHEMICAL