Combining Real Time Classifiers for Fast and Reliable Electronic Nose Response Analysis for Aerospace NDTs

AbstractFast response and reliability are a prerogative in non- destructive tests s p e c i f i c a l l y in aerospace industry for safety and efficiency reasons. Currently, composite panels bonding, in green aircraft concept, is lacking a validated NDT technique for the bond quality. E-noses equipped with PARC algorithms appear a promising choice to acquire speedily a complete pattern response maximizing reliability. In this paper, combining real time classifiers, we show how to obtain a rapid first- hand response with the possibility of increasing accuracy awaiting for the end of the e-nose measurement cycle. A reject option is casted on the base of classifier self-perceived reliability to nullify false negatives while keeping the false positive rate at minimum

Potent In Vitro Activity of Citrus aurantium Essential Oil and Vitis vinifera Hydrolate Against Gut Yeast Isolates from Irritable Bowel Syndrome Patients\u2014The Right Mix for Potential Therapeutic Use

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Positive coronary artery remodelling detected by IVUS after stent implantation for ST elevation myocardial infarction

Positive coronary artery remodelling detected by IVUS after stent implantation for ST elevation myocardial infarction

Relationship Between Arterial Stiffness, Assessed Using Pulse Wave Velocity and Coronary Artery Calcification Score as Assessed by 64 Multislice Computed Tomography

Relationship Between Arterial Stiffness, Assessed Using Pulse Wave Velocity and Coronary Artery Calcification Score as Assessed by 64 Multislice Computed Tomograph

Stepwise ablation approach versus pulmonary vein isolation in patients with paroxysmal atrial fibrillation: Randomized controlled trial

Background Pulmonary vein isolation (PVI) is a central procedure for the treatment of paroxysmal atrial fibrillation (PAF). However, in patients with PAF and structural atrial disease, PVI may fail and cause progressive atrial remodeling, often leading to persistent/permanent atrial fibrillation. Objective We performed a prospective, single-blind, 2-center randomized controlled trial to compare the efficacy of PVI alone with that of PVI plus stepwise ablation in achieving sinus rhythm and nonatrial arrhythmia inducibility in patients with PAF refractory to antiarrhythmic therapy. Methods Patients were randomized to perform a first catheter ablation procedure either through PVI alone or through PVI plus substrate modification in stepwise ablation. Data were recorded at 3, 6, and 12 months after both ablation procedures. Patients who experienced atrial fibrillation/atrial tachycardia (AF/AT) recurrence were encouraged to undergo repeat ablation using the technique of the first ablation procedure. Results A total of 150 patients were enrolled (mean age 62.8 ± 8.7 years; 92 (61.3%) men; 104 (69.3%) hypertensive; AF mean duration 10.7 months), with 75 patients in each group. After 12 months of the first procedure, patients who were converted to sinus rhythm using stepwise ablation showed a significantly lower rate of AF/AT recurrence (26.7%) than did those who were treated using PVI alone (46.7%; P <.001). Similar results were observed in the 52 patients who underwent a second catheter ablation procedure. After adjusting for several potential confounders, the hazard ratio of 12-month AF/AT recurrence after the first ablation procedure was 0.53 (95% confidence interval 0.30-0.91) for those treated using stepwise ablation. Conclusion In addition to PVI, stepwise ablation achieving sinus rhythm and nonatrial arrhythmia inducibility has relevantly improved the clinical outcome of the PAF control strategy

Cooperative Air Quality Sensing with Crowdfunded Mobile Chemical Multisensor Devices

In this work, we describe a cooperative air quality sensor architecture based on crowdfunded, mobile, electrochemical sensor based, monitoring systems. The platform aims to produce enhanced information on personal pollutant exposure and enable cooperative reconstruction of high resolution pictures of air pollution in the urban landscape. The calibrated devices are connected to smartphones that provide georeferenced visualization of personal exposure and session based log capabilities. A cloud based interface provides a sensor fusion based mapping capability exploiting google maps APIs. An in-lab calibration by linear regression with temperature correction has been computed and preliminary results have been reported. A small set of calibrated devices will be shipped to crowdfunders for extended field tests in different italian cities

Electronic Noses for Composites Surface Contamination Detection in Aerospace Industry

The full exploitation of Composite Fiber Reinforced Polymers (CFRP) in so-called green aircrafts design is still limited by the lack of adequate quality assurance procedures for checking the adhesive bonding assembly, especially in load-critical primary structures. In this respect, contamination of the CFRP panel surface is of significant concern since it may severely affect the bonding and the mechanical properties of the joint. During the last years, the authors have developed and tested an electronic nose as a non-destructive tool for pre-bonding surface inspection for contaminants detection, identification and quantification. Several sensors and sampling architectures have been screened in view of the high Technology Readiness Level (TRL) scenarios requirements. Ad-hoc pattern recognition systems have also been devised to ensure a fast and reliable assessment of the contamination status, by combining real time classifiers and the implementation of a suitable rejection option. Results show that e-noses could be used as first line low cost Non Destructive Test (NDT) tool in aerospace CFRP assembly and maintenance scenarios