Michael Chen, MD Thanh Nguyen, MD In 1998, the World Federation of Interventional and Therapeutic Neuroradiology published fellowship guidelines for interventional neuroradiology (INR), specifying requirements for trainees with backgrounds in either neuroradiology or neurosurgery.1 In 2006, the Accreditation Council for Graduate Medical Education (ACGME) announced the revised program requiremen...

Abstract We investigate the ability of an ensemble reservoir computing approach to predict long-term behaviour phase-space region in which motion charged particles hadron storage rings is bounded, so-called dynamic aperture. Currently, calculation stability performed through direct computer simulations, are resource- and time-intensive processes. Echo State Networks (ESN) a class recurrent neur...

There have been concerns raised on load non-linearity as more and types are being introduced into the radar power supply system. The non-linear produces harmonic current while it seriously threatens normal safe operation environment of other system equipment. It can be difficult to design shunt active filter (APF) eliminate effect achieving stability reliability. This paper designs a hybrid opt...

A nitrogen (N) source comparison study was conducted to further evaluate the effects of inorganic N source and placement on growing-season and non-crop period soil nitrous oxide (NO). Commercially available controlled-release N fertilizers were evaluated for their potential to reduce NO emissions from a clay loam soil compared with conventionally used granular urea and urea-ammonium nitrate (UA...

Human ERAP1 and ERAP2 encode two endoplasmic reticulum aminopeptidases. These enzymes trim peptides to optimal size for loading onto major histocompatibility complex class I molecules and shape the antigenic repertoire presented to CD8(+) T cells. Therefore, ERAP1 and ERAP2 may be considered potential selection targets and modulators of infection susceptibility. We resequenced two genic regions...

Objective: The Unified Medical Language System’s (UMLS’s) Semantic Network’s (SN’s) two-tree structure is restrictive because it does not allow a semantic type to be a specialization of several other semantic types. In this paper, the SN is expanded into a multiple subsumption structure with a directed acyclic graph (DAG) IS-A hierarchy, allowing a semantic type to have multiple parents. New vi...

Underwater acoustic (UWA) communications have been widely used but greatly impaired due to the complicated nature of underwater environment. In order improve UWA communications, modeling and understanding channel is indispensable. However, there exist many challenges high uncertainties environment lack real-world measurement data. this work, capability reservoir computing deep learning has expl...

In real-world applications such as emotion recognition from recorded brain activity, data are captured electrodes over time. These signals constitute a multidimensional time series. this article, Echo State Network (ESN), recurrent neural network with great success in series prediction and classification, is optimized different plasticity rules for classification of emotions based on electroenc...