Predictive maintenance aims to minimize the downtime due to maintenance, while simultaneously minimizing the risk of unforeseen failures. Efforts in predictive maintenance have been focused on predicting the remaining useful life of a machine. There is need for a more comprehens…
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Support Vector Machines are a machine learning approach that is well studied, thoroughly vetted and effective in a large number of applications. The objective of this thesis is to accelerate an implementation of Support Vector Machines (SVM) using a heterogeneous computing syste…
Automated analysis of facial expressions has remained an interesting and challenging research topic in the field of computer vision and pattern recognition due to vast applications such as human-machine interface design, social robotics, and developmental psychology. This disser…
The objective of this project was to apply machine learning methods to determine protein secondary structure content and protein fold class from ROA and Raman vibrational spectral data. Raman and ROA are sensitive to biomolecular structure with the bands of each spectra correspo…
Mammography is used to aid early detection and diagnosis systems. It takes an x-ray image of the breast and can provide a second opinion for radiologists. The earlier detection is made, the better treatment works. Digital mammograms are dealt with by Computer Aided Diagnosis (CA…
The rapid advancement in the capacity and reliability of data storage technology has allowed for the retention of virtually limitless quantity and detail of digital information. Massive information databases are becoming more and more widespread among governmental, educational, …
Gelişen araç teknolojileri ile birlikte sürücüye yardımcı olacak sistemler ön plana çıkmaktadır. Bu sistemler sürüş emniyetini ve konforunu artırmak için gün geçtikçe daha fazla araca entegre edilmektedir. Sürücüye yardımcı olan bu sistemler bir yandan da otonom araçlar için öne…
The electricity supply system includes a large-scale power generation installation and a convoluted network of electrical circuits that work together to efficiently and reliably supply electricity to consumers. Faults in the electricity distribution network have a direct effect …
Although desktops and laptops have historically composed the bulk of botnet nodes, Internet of Things (IoT) devices have become more recent targets. Lightbulbs, outdoor cameras, watches, and many other small items are connected to WiFi and each other; and few have well-developed…