Deep residual neural network for EMI event classification using bispectrum representation

This paper presents a novel method for condition monitoring of High Voltage (HV) power plant equipment through analysis of discharge signals. These discharge signals are measured using the Electromagnetic Interference (EMI) method and processed using third order Higher-Order Statistics (HOS) to obtain a Bispectrum representation. By mapping the time-domain signal to a Bispectrum image representations the problem can be approached as an image classification task. This allows for the novel application of a Deep Residual Neural Network (ResNet) to the classification of HV discharge signals. The network is trained on signals into 9 classes and achieves high classification accuracy in each category, improving upon our previous work on this task

Lifting of Ir{100} reconstruction by CO adsorption: An ab initio study

The adsorption of CO on unreconstructed and reconstructed Ir{100} has been studied, using a combination of density functional theory and thermodynamics, to determine the relative stability of the two phases as a function of CO coverage, temperature and pressure. We obtain good agreement with experimentaldata. At zero temperature, the (1X5) reconstruction becomes less stable than the unreconstructed (1X1) surface when the CO coverage exceeds a critical value of 0.09 ML. The interaction between CO molecules is found to be repulsive on the reconstructed surface, but attractive on the unreconstructed, explaining the experimental observation of high CO coverage on growing (1X1) islands. At all temperatures and pressures, we find only two possible stable states: 0.05 ML CO c(2X2) overlayer on the (1X1) substrate, and the clean (1$\times$5) reconstructed surface.Comment: 31 page

Trends in antibacterial resistance among Streptococcus pneumoniae isolated in the USA: update from PROTEKT US Years 1–4

© 2008 Jenkins et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution Licens

In search of quorum effects in metacommunity structure: Species co-occurrence analyses

Alternative models of community assembly emphasize regional, stochastic, dispersal-based processes or local, deterministic, niche-based processes. Community ecology\u27s historical focus on local processes implicitly assumes that local processes surpass regional processes over time or across space to derive nonrandom metacommunity structure ( i.e., a quorum effect). Quorum effects are expected late in succession among nearby sites, whereas quorum effects are not expected early in succession among distant sites. I conducted a meta-analysis of zooplankton data sets encompassing time scales of one to thousands of years and spatial scales of \u3c 1 m to thousands of kilometers. Species co-occurrence analyses statistically evaluated presence/absence patterns relative to random patterns obtained with Monte Carlo null models. A series of weighted analyses was conducted and alternative randomization algorithms and null models were evaluated. Most zooplankton metacommunities were randomly structured in unweighted analyses, and the distribution of significant structure did not follow quorum effect predictions. Weighted analyses ( e. g., by habitat area) revealed significant, nonrandom structure in most zooplankton metacommunities, but the distribution of significant structure still did not adhere well to quorum effect predictions. Finally, additional weighting for study scale (number of sites) nullified most significant area-weighted structure, and again, the distribution of significant structure did not follow quorum effect predictions. Overall, a quorum effect was not supported, perhaps related to zooplankton life histories and energetics and/ or the quorum effect itself. Results at the presence/absence level of resolution indicated that local processes did not generally override regional processes over time or across space to drive community structure. A full integration of dispersal- and niche-based concepts in metacommunity dynamics will be most fruitful for unraveling community assembly. Species co-occurrence analyses were scale dependent ( habitat area and study size). Future analyses should use weights for important factors ( e. g., habitat area), and meta-analyses should include study scale as an additional factor contributing to apparent patterns

Microinvertebrates in CELSS Hydroponic Rhizosphere: Experimental Invasion as a Test of Community Stability and a Test of a Method to Measure Bacterivory

This report consists of two separate draft manuscripts, each prepared for submittal to a peer-reviewed journal after Kennedy Space Center (KSC) colleague editorial review and final revision. References for the two papers have been combined in this report. The two manuscripts are: (1) Experimental invasion of aquatic rhizosphere habitat and invertebrate communities, and (2) Lysozyme analysis is neither protistan- or bacteriore-specific

Characterizing porosity for 3d printed hydroxyapatite scaffolds of varying density and composition

Recent advances in materials science and tissue engineering give the ability to create three-dimensional biocompatible ceramic scaffolds for bone repair. Applications include a variety of bone defects such as non-unions, replacing bone loss from trauma or disease, and maxillofacial reconstruction. An important, yet understudied, aspect of creating artificial bone requires knowledge of porosity. In this study, hydroxyapatite (HA) synthetic bone scaffolds were fabricated through an extrusion-based 3D printing technique called robocasting to characterize three modes of porosity distinguished by a range of pore diameter size: (i) ceramic pores (100nm – 2µm), (ii) intermediate pores (2µm – 70 µm), and (iii) structural pores (>70µm). Highly porous scaffolds were designed with a CAD software and printed with an ‘ink’ composed of a stable suspension of colloidal HA and some contained a fugitive pore former of poly(methyl methacrylate) (PMMA) particles between 20 and 65 microns. Porosity was characterized in two ways: (i) pure HA scaffolds were printed and sintered at 1200°C (highest sintering temperature), 1175°C, and 1150°C and, (ii) composite scaffolds were printed in HA/PMMA volumetric ratios of 95/5, 85/15, 75/25, 60/40, and 50/50 and were each sintered at 1200°C. As intuition would assume, the HA scaffolds showed a decrease in porosity as sintering temperature was increased and the HA/PMMA scaffolds showed an increase in porosity as the fugitive pore former volume fraction was increased. From this work, a method is established for creating a range of ceramic porosities due to sintering temperature, a range of intermediate porosities due to the volume fraction of fugitive pore former, and the ability to control structural porosity through CAD (this was only shown through the two scaffold models used and was not the focus of this study)

Influence of playing standard and physical fitness on activity profiles and post-match fatigue during intensified junior rugby league competition

BACKGROUND: The aim of this study was to determine whether the fatigue responses to the same intensified rugby league competition differed depending on playing standard and physical fitness. METHODS: Players from a high-standard (n = 15) and a low-standard (n = 16) junior rugby league team had lower body neuromuscular fatigue, perceptual wellbeing, and blood creatine kinase (CK) assessed over an intensified competition. Global positioning system units measured match activity profiles and rating of perceived exertion-assessed internal loads. Players were divided into high- and low-fitness groups across the two standards based on Yo-Yo intermittent recovery test performance. RESULTS: Playing intensity increased with playing standard and fitness levels (high-standard = 92 +/- 6 m.min(-1) vs. 88 +/- 6 m.min(-1); low-standard = 88 +/- 2 m.min(-1) vs. 83 +/- 6 m.min(-1)). Despite greater internal and external loads, high-fitness players showed smaller reductions in lower body power (high-standard effect size [ES] = -0.74; low-standard ES = -0.41). High-standard players had smaller increases in blood CK (77% +/- 94% vs. 113% +/- 81%; ES = -0.41), primarily due to very small increases in the high-fitness group (50% +/- 45%). CONCLUSIONS: Increased fitness leads to greater internal and external workloads during intensified competition, smaller increases in blood CK, and less neuromuscular fatigue. Maximising player fitness should be a primary goal of coaches in order to increase match workloads and reduce post-match fatigue during intensified competition. KEY POINTS: Increased physical fitness results in greater relative and absolute match workloads.Increased physical fitness results in less fatigue and muscle damage during an intensified competition.Coaching staff should aim to maximise physical fitness in order to optimise match performance and reduce player fatigue

Seabed corrugations beneath an Antarctic ice shelf revealed by autonomous underwater vehicle survey: Origin and implications for the history of Pine Island Glacier

Ice shelves are critical features in the debate about West Antarctic ice sheet change and sea level rise, both because they limit ice discharge and because they are sensitive to change in the surrounding ocean. The Pine Island Glacier ice shelf has been thinning rapidly since at least the early 1990s, which has caused its trunk to accelerate and retreat. Although the ice shelf front has remained stable for the past six decades, past periods of ice shelf collapse have been inferred from relict seabed "corrugations" (corrugated ridges), preserved 340 km from the glacier in Pine Island Trough. Here we present high-resolution bathymetry gathered by an autonomous underwater vehicle operating beneath an Antarctic ice shelf, which provides evidence of long-term change in Pine Island Glacier. Corrugations and ploughmarks on a sub-ice shelf ridge that was a former grounding line closely resemble those observed offshore, interpreted previously as the result of iceberg grounding. The same interpretation here would indicate a significantly reduced ice shelf extent within the last 11 kyr, implying Holocene glacier retreat beyond present limits, or a past tidewater glacier regime different from today. The alternative, that corrugations were not formed in open water, would question ice shelf collapse events interpreted from the geological record, revealing detail of another bed-shaping process occurring at glacier margins. We assess hypotheses for corrugation formation and suggest periodic grounding of ice shelf keels during glacier unpinning as a viable origin. This interpretation requires neither loss of the ice shelf nor glacier retreat and is consistent with a "stable" grounding-line configuration throughout the Holocene