Dataset Information

Development of a Mobile Device for Odor Identification and Optimization of Its Measurement Protocol Based on the Free-Hand Measurement.

ABSTRACT: Practical applications of machine olfaction have been eagerly awaited. A free-hand measurement, in which a measurement device is manually exposed to sample odors, is expected to be a key technology to realize practical machine olfaction. To implement odor identification systems based on the free-hand measurement, the comprehensive development of a measurement system including hardware, measurement protocols, and data analysis is necessary. In this study, we developed palm-size wireless odor measurement devices equipped with Membrane-type Surface stress Sensors (MSS) and investigated the effect of measurement protocols and feature selection on odor identification. By using the device, we measured vapors of liquids as odor samples through the free-hand measurement in different protocols. From the measurement data obtained with these protocols, datasets of transfer function ratios (TFRs) were created and analyzed by clustering and machine learning classification. It has been revealed that TFRs in the low-frequency range below 1 Hz notably contributed to vapor identification because the frequency components in that range reflect the dynamics of the detection mechanism of MSS. We also showed the optimal measurement protocol for accurate classification. This study has shown a guideline of the free-hand measurement and will contribute to the practical implementation of machine olfaction in society.

SUBMITTER: Imamura G

PROVIDER: S-EPMC7663627 | biostudies-literature | 2020 Oct

REPOSITORIES: biostudies-literature

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Development of a Mobile Device for Odor Identification and Optimization of Its Measurement Protocol Based on the Free-Hand Measurement.

Imamura Gaku G Yoshikawa Genki G

Sensors (Basel, Switzerland) 20201030 21

Practical applications of machine olfaction have been eagerly awaited. A free-hand measurement, in which a measurement device is manually exposed to sample odors, is expected to be a key technology to realize practical machine olfaction. To implement odor identification systems based on the free-hand measurement, the comprehensive development of a measurement system including hardware, measurement protocols, and data analysis is necessary. In this study, we developed palm-size wireless odor meas ...[more]

PMID: 33143265

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Project description:Colorectal cancer is the second-leading cause of cancer death in the United States. Colorectal cancer screening is recommended to begin at age 50 years for most men and women at average risk for this disease. Colonoscopy is a gold standard method of screening for colorectal cancer, allowing for the detection and removal of colorectal polyps, some of which can progress into malignancy. The literature has shown that the removal of polyps during a colonoscopy results in decreased incidence and mortality related to colorectal cancer. Indeed, the last decade has shown a decline in colorectal cancer incidence and mortality in adults over age 50, largely due to increased colonoscopy screening. Currently, the risk of a patient developing colorectal cancer and thus time intervals for colonoscopy surveillance post-polypectomy is determined by the number, pathology, and size of the polyps that are observed and removed during the colonoscopy procedure. Current surveillance guidelines indicate the need for a shorter interval before the next colonoscopy for patients who have one or more polyps that are 10mm or larger. In addition, different polypectomy techniques are indicated for the treatment of polyps less than 20mm in size. For example, cold forceps may be appropriate for removal of 1mm to 2mm polyps, cold snare for polyps less than 10mm, and hot-snare resection for polyps 10mm to 19mm. Yet, while the number and pathology of polyps are easily obtained and verified, it is standard practice for the size of a polyp to be assessed through endoscopist optical visualization alone, without use of an objective device or standard by which to measure it. Often, the endoscopist will compare the size of the polyp to the size of the snare loop to estimate and document the size of the polyp(s). However, with the size of a polyp being a major indicator of malignant potential as well as an indicator of appropriate polypectomy technique and surveillance intervals, a device with which to take and document accurate and objective measurements of polyps during colonoscopy holds the potential for health benefits. In addition to having a potential clinical benefit for each patient in terms of polypectomy and surveillance intervals, as an objective indicator of polyp size, this technique also holds promise for use in future studies that evaluate polyp size as an indicator of potential malignancy (or future malignancy) and for use by national clinical guidelines committees who may utilize these objective data to update future screening and surveillance recommendations.

Dataset Information

Development of a Mobile Device for Odor Identification and Optimization of Its Measurement Protocol Based on the Free-Hand Measurement.

Publications

Development of a Mobile Device for Odor Identification and Optimization of Its Measurement Protocol Based on the Free-Hand Measurement.

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