ReviewBiomaterials research2022
Artificial olfactory sensor technology that mimics the olfactory mechanism: a comprehensive review.
Review in Biomaterials research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 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
32 citing papers in PubMed.
- Intelligent artificial olfactory nervous system with sensory adaptation capabilities.Nature communications · 2026Article
- The Formation Mechanism and Regulation of Fermented Bean Paste Flavor: Microbial Community Succession, Flavor Compound Synthesis, and Applications of Intelligent Biomanufacturing Technology.Comprehensive reviews in food science and food safety · 2026Review
- Operational mechanisms and application advances in artificial olfactory systems.Biomedical engineering online · 2026Review
- High-Accuracy Detection of Odor Presence from Olfactory Bulb Local Field Potentials via Deep Neural Networks.Sensors (Basel, Switzerland) · 2026Article
- Nanobiosensors: A Potential Tool to Decipher the Nexus Between SARS-CoV-2 Infection and Gut Dysbiosis.Sensors (Basel, Switzerland) · 2026Review
- Recent Advances and Unaddressed Challenges in Biomimetic Olfactory- and Taste-Based Biosensors: Moving Towards Integrated, AI-Powered, and Market-Ready Sensing Systems.Sensors (Basel, Switzerland) · 2025Review
- Adaptive Machine Learning for Electronic Nose-Based Forensic VOC Classification.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Advances in Food Quality Management Driven by Industry 4.0: A Systematic Review-Based Framework.Foods (Basel, Switzerland) · 2025Review
- A comprehensive review of post-harvest agricultural product deterioration signature volatile organic compounds.Food chemistry: X · 2025Review
- Cutting-Edge Vibration Sensor Morphologically Configured by Mimicking a Tactile Cutaneous Receptor Using Magnetic-Responsive Hybrid Fluid (HF).Sensors (Basel, Switzerland) · 2025Article
- Intelligent Olfactory System UtilizingACS nano · 2025Article
- Volatile Organic Compounds in Biological Matrices as a Sensitive Weapon in Cancer Diagnosis.Pharmaceuticals (Basel, Switzerland) · 2025Review
- Heterogeneous quantization regularizes spiking neural network activity.Scientific reports · 2025Article
- Advances in MEMS, Optical MEMS, and Nanophotonics Technologies for Volatile Organic Compound Detection and Applications.Small science · 2025Review
- Integrating Humidity-Resistant and Colorimetric COF-on-MOF Sensors with Artificial Intelligence Assisted Data Analysis for Visualization of Volatile Organic Compounds Sensing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Article
- Optofluidic paper-based analytical device for discriminative detection of organic substances via digital color coding.Microsystems & nanoengineering · 2025Article
- Advancements in nanobiosensor technologies for in-vitro diagnostics to point of care testing.Heliyon · 2024Review
- Artificial olfactory memory system based on conductive metal-organic frameworks.Nature communications · 2024Article
- Identification of Beef Odors under Different Storage Day and Processing Temperature Conditions Using an Odor Sensing System.Sensors (Basel, Switzerland) · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
Artificial olfactory sensors that recognize patterns transmitted by olfactory receptors are emerging as a technology for monitoring volatile organic compounds. Advances in statistical processing methods and data processing technology have made it possible to classify patterns in sensor arrays. Moreover, biomimetic olfactory recognition sensors in the form of pattern recognition have been developed. Deep learning and artificial intelligence technologies have enabled the classification of pattern data from more sensor arrays, and improved artificial olfactory sensor technology is being developed with the introduction of artificial neural networks. An example of an artificial olfactory sensor is the electronic nose. It is an array of various types of sensors, such as metal oxides, electrochemical sensors, surface acoustic waves, quartz crystal microbalances, organic dyes, colorimetric sensors, conductive polymers, and mass spectrometers. It can be tailored depending on the operating environment and the performance requirements of the artificial olfactory sensor. This review compiles artificial olfactory sensor technology based on olfactory mechanisms. We introduce the mechanisms of artificial olfactory sensors and examples used in food quality and stability assessment, environmental monitoring, and diagnostics. Although current artificial olfactory sensor technology has several limitations and there is limited commercialization owing to reliability and standardization issues, there is considerable potential for developing this technology. Artificial olfactory sensors are expected to be widely used in advanced pattern recognition and learning technologies, along with advanced sensor technology in the future.
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.