ReviewSensors (Basel, Switzerland)2021
An Outlook of Recent Advances in Chemiresistive Sensor-Based Electronic Nose Systems for Food Quality and Environmental Monitoring.
Review in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
18 citing papers in PubMed.
- Importance of Advanced Detection Methodologies from Plant Cells to Human Microsystems Targeting Anticancer Applications.International journal of molecular sciences · 2025Review
- Metal Oxide-Metal Organic Framework Layers for Discrimination of Multiple Gases Employing Machine Learning Algorithms.ACS applied materials & interfaces · 2025Article
- Article
- Methods for Estimating the Detection and Quantification Limits of Key Substances in Beer Maturation with Electronic Noses.Sensors (Basel, Switzerland) · 2024Article
- Optimization of Temperature Modulation for Gas Classification Based on Bayesian Optimization.Sensors (Basel, Switzerland) · 2024Article
- Integrated Smart Gas Tracking Device with Artificially Tailored Selectivity for Real-Time Monitoring Food Freshness.Sensors (Basel, Switzerland) · 2023Article
- A Portable Device for I-V and Arrhenius Plots to Characterize Chemoresistive Gas Sensors: Test on SnONanomaterials (Basel, Switzerland) · 2023Article
- Rapid analysis of meat floss origin using a supervised machine learning-based electronic nose towards food authentication.NPJ science of food · 2023Article
- Chemiresistors with InGels (Basel, Switzerland) · 2023Article
- Review on Sensor Array-Based Analytical Technologies for Quality Control of Food and Beverages.Sensors (Basel, Switzerland) · 2023Review
- Multivariate Regression in Conjunction with GA-BP for Optimization of Data Processing of Trace NO Gas Flow in Active Pumping Electronic Nose.Sensors (Basel, Switzerland) · 2023Article
- Application of Two-Dimensional Materials towards CMOS-Integrated Gas Sensors.Nanomaterials (Basel, Switzerland) · 2022Review
- Preliminary Studies on Detection of Fusarium Basal Rot Infection in Onions and Shallots Using Electronic Nose.Sensors (Basel, Switzerland) · 2022Article
- Reduction of the Measurement Time of a Chemiresistive Gas Sensor Using Transient Analysis and the Cantor Pairing Function.ACS measurement science au · 2022Article
- Electronic Noses and Their Applications for Sensory and Analytical Measurements in the Waste Management Plants-A Review.Sensors (Basel, Switzerland) · 2022Review
- Assessment of Volatile Aromatic Compounds in Smoke Tainted Cabernet Sauvignon Wines Using a Low-Cost E-Nose and Machine Learning Modelling.Molecules (Basel, Switzerland) · 2021Article
- Ionogels Based on a Single Ionic Liquid for Electronic Nose Application.Chemosensors (Basel, Switzerland) · 2021Article
- An Overview of Artificial Olfaction Systems with a Focus on Surface Plasmon Resonance for the Analysis of Volatile Organic Compounds.Biosensors · 2021Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
An electronic nose (Enose) relies on the use of an array of partially selective chemical gas sensors for identification of various chemical compounds, including volatile organic compounds in gas mixtures. They have been proposed as a portable low-cost technology to analyse complex odours in the food industry and for environmental monitoring. Recent advances in nanofabrication, sensor and microcircuitry design, neural networks, and system integration have considerably improved the efficacy of Enose devices. Here, we highlight different types of semiconducting metal oxides as well as their sensing mechanism and integration into Enose systems, including different pattern recognition techniques employed for data analysis. We offer a critical perspective of state-of-the-art commercial and custom-made Enoses, identifying current challenges for the broader uptake and use of Enose systems in a variety of applications.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.