14,791 research outputs found
Use of Machine Learning for Partial Discharge Discrimination
No full textPartial discharge (PD) measurements are an important tool for assessing the condition of power equipment. Different sources of PD have different effects on the insulation performance of power apparatus. Therefore, discrimination between PD sources is of great interest to both system utilities and equipment manufacturers. This paper investigates the use of a wide bandwidth PD on-line measurement system to facilitate automatic PD source identification. Three artificial PD models were used to simulate typical PD sources which may exist within power systems. Wavelet analysis was applied to pre-process the obtained measurement data. This data was then processed using correlation analysis to cluster the discharges into different groups. A machine learning technique, namely the support vector machine (SVM) was then used to identify between the different PD sources. The SVM is trained to differentiate between the inherent features of each discharge source signal. Laboratory experiments indicate that this approach is applicable for use with field measurement data
Obtenção, caracterização e avaliação da atividade de um nanocatalisador de Pd(0) sintetizado in situ sob a superfície de Fe3O4@dextrana para redução do 4-nitrofenol
No full textTese (doutorado) - Universidade Federal de Santa Catarina, Centro de Ciências Físicas e Matemáticas, Programa de Pós-Graduação em Química, Florianópolis, 2015.O objetivo principal deste trabalho é a preparação, caracterização e avaliação da atividade catalítica das nanopartículas (NPs) de Pd impregnadas no suporte magnético magnetita e estabilizada por dextrana. As NPs-Pd foram preparadas por crescimento in situ sob a superfície de nanopartículas superparamagnéticas (NPSMs) (Fe3O4@dextrana/Pd(0)). O controle do crescimento das NPs-Pd foi feito com o auxílio de NaBH4, como agente redutor. O catalisador de Fe3O4@dextrana/Pd foi totalmente caracterizado por diversas técnicas tais como espectroscopia de infravermelho, espalhamento de luz dinâmico, espalhamento de raios-X a baixos ângulos, microscopia eletrônica de transmissão e varredura, e difração de raios-X de pó. A caracterização mostrou que o catalisador é constituído de um suporte feito de Fe3O4@dextrana composto por unidades de nanocristais com tamanho de 9,7 nm, formando nanoclusters de 105,6 nm, contendo as NPs-Pd de 7,8 nm impregnadas em sua superfície. Os estudos cinéticos foram realizados por UV-vis, sendo que a atividade catalítica foi avaliada pela reação modelo de redução do p-nitrofenol (Nip), utilizando NaBH4. Aplicando um modelo de reação de superfície pseudo-molecular, a reação foi investigada pelo modelo teórico de isoterma de adsorção, revelando ser uma reação bimolecular que segue o mecanismo de Langmuir-Hinshelwood. A atividade catalítica do nanocatalisador Fe3O4@ dextrana/Pd com área superficial de 3,33 m2L-1x10-3 (0, 0053 mg L-1 de Pd) pode ser efetivamente analisada, e foi possível obter os parâmetros cinéticos kL, KBH4- e KNip. Os resultados mostraram que as moléculas de Nip possuem afinidade de adsorção muito maior do que BH4- pela superfície das NPs-Pd, resultado da influência do caráter hidrofóbico do Nip sob a constante de adsorção do substrato. Um novo parâmetro de atividade catalítica ??? foi proposto e utilizado com sucesso na comparação com outros catalisadores reportados na literatura. As NPSMs de Fe3O4@dextrana/Pd apresentaram um valor de ? = 3,65 L mg-1 s-1, superior ao citado na literatura. O estudo do reuso de Fe3O4@dextrana/Pd demonstrou que é possível reutilizar as mesmas por até 5 vezes com cerca de 99% de conversão do Nip e valor alto de TOF, 692 h-1.Abstract : The aim of this work was the preparation, characterization and evaluation of catalytic activity of Pd nanoparticles (NPs) impregnated in magnetite and stabilized by dextran. The Pd NPs were prepared by the in situ growth under the surface of superparamagnetic nanoparticles. The growth control of Pd NPs was made with the aid of NaBH4, as reducing agent. The catalyst Fe3O4@dextran/Pd was fully characterized by several techniques such as: infrared spectroscopy, dynamic light scattering, X-ray scattering at small angle, transmission and scanning electron microscopy , and diffraction X-ray powder. The characterization revealed that the catalyst consisted of a support made of Fe3O4@dextran nanocrystals composed of units with 9.7 nm in size, forming nanoclusters of 105.6 nm containing NPs of Pd with 7.8 nm diameter, impregnated in the surface. The kinetic studies were performed by UV-vis spectrocopy, and the catalytic activity was evaluated by the model reaction of the p-nitrophenol (Nip) reduction, using NaBH4 as a reducing agent. Applying a pseudo-molecular surface reaction approach, the reduction reaction could be investigated by means of a theoretical adsorption model, revealing that the reaction is bimolecular and followed the Langmuir-Hinshelwood mechanism.The catalytic activity of nano-catalyst of Fe3O4@dextran/Pd, with a surface area of 3.33m2L-1x103 (0.0053 mg L-1Pd), could be effectively determined, obtaining the kinetic parameters kL, KBH4- and KNip. These kinetics results showed that the Nip molecules have higheraffinity for the catalyst surface than the molecules of BH4-, as a result of the influence of the Nip hydrophobic character. A new catalytic activity parameter "?" was proposed and effectively used for comparison with other recent reported catalysts. The reuse studies showed that could be reused up to 5 times with about 99% conversion of Nip and a high TOF value, 692 h-1
Implications of the Improvement of Teaching Quality for Professional Development (PD) of Academics at the Colleges of Applied Sciences (CASs) in the Sultanate of Oman
No full textThe Oman Accreditation Council (OAC), which is called later the Oman Academic Accreditation Authority (OAAA), designed a higher education institution (HEI) Quality Assurance (QA) framework for Omani public and private Higher Education Institutions (HEIs), starting with a quality audit process in 2008. The Colleges of Applied Sciences (CASs), as a public HEI, are required to ensure the quality of all services and activities to meet particular national standards (specified in the framework) in order to gain a HEI and programme certificate. In line with a quality audit scope, the quality of the fields of PD and related teaching quality should be ensured and enhanced by the promotion and contribution of the former field to the maintenance and improvement of the latter one.
The chief purpose of this study was to identify the uptake and implications of the growing requirement to improve teaching quality and the PD of academics at the CASs in the Sultanate of Oman especially in the context of the application of the QA framework. The study focused on examining the academics’ participation in professional development programmes (PDPs) and current perceptions of PD with respect to the improvement of teaching quality improvement at these colleges. The current study also dealt with a reorganization and prioritization of academics’ PD needs, barriers to effective PD, and factors to enhance PD of academics regarding teaching quality improvement in the colleges.
Based on the purpose and research objectives, the current study adopted both positivist (quantitative) and interpretive (qualitative) research paradigms. Because the study perused quantitative and qualitative data regarding certain variables, it chose a mixed-research design. The researcher designed survey questionnaire to collect quantitative data and a semi-structured interview and a focus group discussion to probe and interpret quantitative findings. After fulfillment of the validity and reliability measurements, a self-completion questionnaire was distributed to a stratified random sample of academics (170) over the six CASs. A total of 150 questionnaires (out of 170) were completed and returned and the response-rate reached 88.2%. The quantitative data was analyzed by appropriate analysis using the Statistical Package for Social sciences (SPSS), while the qualitative data was analyzed by appropriate qualitative analysis.
The findings of the study showed that the level of academics’ participation in PDPs to improve teaching quality in the last two years in the CASs seems to be unsatisfactorily low. The current perceptions of the PD situations in the colleges, relating to teaching quality improvement, signified a shortage in the number of available PDPs and/or a discouragement of academics’ participation in these programmes in the last two years. The study also revealed all the 22 PD needs of academics regarding the improvement of teaching quality are significantly demanded by participants; the higher rated needs focused on a development of ‘student centred’ skills, such as critical thinking and problem-solving skills.
Furthermore, the study illustrated that the highest significant perceived barriers to effective PD in the CASs, as related to teaching quality improvement, focus on a lack of a clear institutional PD policy and a lack of appropriately systematic PD plans. The study also revealed all 10 perceived factors to enhance PD regarding teaching quality improvement are very important. The most significant factors represented and stressed particular problematic issues (the high rated barriers) and a reduction of a heavy workload to enhance academics’ participation in PD regarding the improvement of teaching quality.
Conclusions drawn from the discussion of the findings of study include a lack of a clear PD policy at national and institutional levels and absence of a particular authority/unit concerning PD issues in Omani HEIs. The two problematic issues resulted in a lack of systematic and realistic PD plans in the CASs, involving a lack of academics’ involvement in PD plans, a misconnection of academics’ PD needs to PD, inappropriate facilities and resources allocation, and inappropriate evaluation processes of PD. In addition, the conclusions also include that PD of academics regarding the improvement of teaching quality in the colleges requires more attention and focus to manage particular significant issues perceived by participants as both barriers and potential facilitators relating to PD of academics.
Based on identified conclusions, particular implications for policy and practice to enhance PD to improve teaching quality were set at three levels: governmental, institutional, and individual. Moreover, achievements of the current study according to the research questions were identified and contributions of the study to the fields of PD, teaching quality, and the context of QA and quality audit in HE were addressed. Based on the findings and conclusions, particular directions and recommended issues were suggested to be studied by further research to benefit the enhancement of PD and related teaching quality improvement
TEM study of dislocations in ZnTe/GaAs heterostructure grown by hot-wall epitaxy
No full textA ZnTe layer grown on GaAs substrate by hot-wall epitaxy (HWE) was studied using transmission electron microscopy (TEM). For a (110) cross-sectional specimen, its (001) ZnTe/GaAs interface was analysed by large angle stereo-projection (LASP) and high resolution electron microscopy (HREM). In the LASP, a double diffraction occurred and moire fringes were formed, meanwhile misfit dislocations were revealled clearly by weak beam technique. In HREM, not only Lomer and 60 degrees types of misfit dislocations were observed, but also two types of stacking faults were analysed. The residual strain was estimated by both methods
Prediction of Responsiveness to PD-L1/PD-1 Inhibitors Using miRNA Profiles Associated With PD-L1 Expression in Lung Adenocarcinoma and Squamous Cell Carcinoma
No full textBackground/Aim: MicroRNAs (miRNAs) regulate programmed cell death ligand 1 (PD-L1) and play a crucial role in tumor immune response. However, the relationship between miRNA expression patterns and PD-L1 remains unclear in both lung adenocarcinoma (LUAD) and lung squamous cell carcinoma (LUSC). We investigated PD-L1-related miRNAs that can predict treatment response in patients treated with PD-L1/PD-1 inhibitors. Patients and Methods: We selected miRNAs that were correlated with PD-L1 expression within the LUAD and LUSC datasets obtained from The Cancer Genome Atlas (TCGA) and Clinical Proteomic Tumor Analysis Consortium (CPTAC). We validated whether the miRNA profile could be used to predict the prognosis of patients treated with PD-L1/PD-1 inhibitors. Results: Based on four public datasets, we selected 66 and 23 miRNAs associated with PD-L1 expression in LUAD and LUSC, respectively. From the above miRNAs, we identified 5 miRNAs in LUSC and 1 miRNA in LUAD that could predict the response to PD-L1/PD-1 inhibitors in a validation set of patients treated with PD-L1/PD-1 inhibitors. In LUSC, the miRNA profile exhibited a high predictive capability for the response to PD-L1/PD-1 treatment [area under the curve (AUC)=0.963] and accurately predicted prognosis (p=0.031). In LUAD, the miRNA profile was relatively less predictive than in LUSC (AUC=0.691 and p=0.213). Additionally, we observed variations in the PD-L1-associated miRNA profiles, as well as in the associated pathways, between LUAD and LUSC. Conclusion: The PD-L1-associated miRNA profile may predict treatment response in LUSC patients treated with PDL1/PD-1 inhibitors and help select the PD-L1/PD-1 inhibitor treatment group
Selective Hydrogenation of Cinnamaldehyde over Carbon Nanotube Supported Pd-Ru Catalyst.
No full textCarbon nanotube supported Pd, Ru and Pd-Ru catalysts have been prepared and tested with the hydrogenation of cinnamaldehyde as a probe reaction. It has been found that the cinnamaldehyde conversion and the selectivity towards the hydrogenation of C=O bond over Pd-Ru/PCNT catalyst could reach 56.6% and 79.1%, respectively, at 120 degrees C and 5.0 MPa, which is better than Pd/PCNT and Ru/PCNT catalysts under the same reaction conditions. It is assumed that the better performance of Pd-Ru/PCNT catalyst for cinnamaldehyde hydrogenation may be due to the synergic effect of Pd and Ru metals or the promoting effect of Ru metal
Demographic data on Han Chinese with Parkinson’s disease (PD) or schizophrenia (SCZ) and healthy controls.
No full text<p>Demographic data on Han Chinese with Parkinson’s disease (PD) or schizophrenia (SCZ) and healthy controls.</p
New method for designing narrow-band reflecting filters with application in optical integration
No full textDemographic characteristics of Han Chinese patients with Parkinson’s disease (PD) and age-matched, healthy Han Chinese controls.
No full text<p>Demographic characteristics of Han Chinese patients with Parkinson’s disease (PD) and age-matched, healthy Han Chinese controls.</p
One-Pot Synthesis and Electrocatalytic Properties of Pd@Pt Core-Shell Nanocrystals with Tailored Morphologies
No full textPd@Pt core-shell nanocrystals consisting of well-defined Pd nanocube cores and dendritic Pt shells were prepared by a new facile aqueous one-pot synthetic method. The prepared Pd@Pt nanocrystals exhibited efficient catalytic activity and stability toward methanol electrooxidation, and their catalytic function was highly dependent on their Pt shell thickness due to the different synergism between Pt and Pd. Go nano! Pd@Pt core-shell nanocrystals consisting of well-defined Pd nanocube cores and dendritic Pt shells were prepared by a new facile aqueous one-pot synthetic method. The Pd@Pt nanocrystals exhibited efficient catalytic activity and stability toward methanol electrooxidation, and their catalytic function was highly dependent on their Pt shell thickness due to the different synergism between Pt and Pd (see scheme). © 2014 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim.121221sciescopu
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