Browsing by Author "Yuksel, Ismail Emir"
An experimental study of reduced-voltage operation in modern FPGAs for neural network acceleration Salami, Behzad; Onural, Erhan Baturay; Yuksel, Ismail Emir; Koc, Fahrettin; Ergin, Oguz; Cristal Kestelman, Adrián; Unsal, Osman Sabri; Sarbazi-Azad, Hamid; Mutlu, Onur (Institute of Electrical and Electronics Engineers (IEEE), 2020)
Open AccessWe empirically evaluate an undervolting technique, i.e., underscaling the circuit supply voltage below the nominal level, to improve the power-efficiency of Convolutional Neural Network (CNN) accelerators mapped to Field ...
Onural, Erhan Baturay; Yuksel, Ismail Emir; Salami, Behzad (Institute of Electrical and Electronics Engineers (IEEE), 2020)
Open AccessThis demo aims to demonstrate undervolting below the nominal level set by the vendor for off-the-shelf FPGAs running Deep Neural Networks (DNNs), to achieve power-efficiency. FPGAs are becoming popular [1-4], thanks to ...
Yuksel, Ismail Emir; Salami, Behzad; Ergin, Oguz; Unsal, Osman Sabri; Cristal Kestelman, Adrián (2022-06)
Open AccessOn-chip memory (usually based on Static RAMs-SRAMs) are crucial components for various computing devices including heterogeneous devices, e.g, GPUs, FPGAs, ASICs to achieve high performance. Modern workloads such as Deep ...