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Building Robust Machine Learning Systems: Current Progress, Research Challenges, and Opportunities
(ACM, 2019)
Machine learning, in particular deep learning, is being used in almost all the aspects of life to facilitate humans, specifically in mobile and Internet of Things (IoT)-based applications. Due to its state-of-the-art ...
DNA-enabled rational design of fluorescence-Raman bimodal nanoprobes for cancer imaging and therapy
(2019)
Recently, surface-enhanced Raman scattering nanoprobes have shown tremendous potential in oncological imaging owing to the high sensitivity and specificity of their fingerprint-like spectra. As current Raman scanners rely ...
Non-invasive In Vivo Imaging of Cancer Using Surface-Enhanced Spatially Offset Raman Spectroscopy (SESORS)
(2019)
Rationale: The goal of imaging tumors at depth with high sensitivity and specificity represents a significant challenge in the field of biomedical optical imaging. 'Surface enhanced Raman scattering' (SERS) nanoparticles ...
Reliability-Aware Task Allocation Latency Optimization in Edge Computing
(2019)
Nowadays notable computing is shifted away from the cloud and performed onto the Internet of Things (IoT) devices. This necessity emerges due to the growing needs not only for real-time decision support but also for real-time ...
EdgeNet: Balancing Accuracy and Performance for Edge-based Convolutional Neural Network Object Detectors
(ACM, 2019)
Visual intelligence at the edge is becoming a growing necessity for low latency applications and situations where real-time decision is vital. Object detection, the first step in visual data analytics, has enjoyed significant ...
DroNet: Efficient convolutional neural network detector for real-time UAV applications
(2018)
Unmanned Aerial Vehicles (drones) are emerging as a promising technology for both environmental and infrastructure monitoring, with broad use in a plethora of applications. Many such applications require the use of computer ...
An overview of next-generation architectures for machine learning: Roadmap, opportunities and challenges in the IoT era
(2018)
The number of connected Internet of Things (IoT) devices are expected to reach over 20 billion by 2020. These range from basic sensor nodes that log and report the data to the ones that are capable of processing the incoming ...
Distorted Phthalocyanines by Click Chemistry: Photoacoustic, Photothermal, and Surface-Enhanced Resonance Raman Studies
(2019)
Abstract Distortion of nominally planar phthalocyanine macrocycles affects the excited state dynamics in that most of the excited-state energy decays through internal conversion. A click-type annulation reaction on a ...
Energy scheduling in non-residential buildings integrating battery storage and renewable solutions
(2018)
This paper presents an optimal scheduling for the utilization of the battery energy in order to minimize the cost of the electricity bill in a non-residential building equipped with a photovoltaic-storage system. The battery ...
Denoising of PMU Measurements for Accurate Calculation of Transmission Line Parameters
(2018)
Power system transmission line parameters are essential in monitoring and control applications. More specifically, the values of the transmission line parameters are used in state estimation, contingency analysis, and as ...