high performance computing on graphics processing units: hgpu.org

Modern SoCs are getting increasingly heterogeneous with a combination of multi-core architectures and hardware accelerators to speed up the execution of compute-intensive tasks at considerably lower power consumption. Modern FPGAs, due to their reasonable execution speed and comparatively lower power consumption, are strong competitors to the traditional GPU based accelerators. High-level Synthesis (HLS) simplifies FPGA […]

Matrix factorization (MF) has been widely used in e.g., recommender systems, topic modeling and word embedding. Stochastic gradient descent (SGD) is popular in solving MF problems because it can deal with large data sets and is easy to do incremental learning. We observed that SGD for MF is memory bound. Meanwhile, single-node CPU systems with […]

We present new versions of the previously published C and CUDA programs for solving the dipolar Gross-Pitaevskii equation in one, two, and three spatial dimensions, which calculate stationary and non-stationary solutions by propagation in imaginary or real time. Presented programs are improved and parallelized versions of previous programs, divided into three packages according to the […]

Solving sparse linear systems is a problem that arises in many scientific applications, and sparse direct solvers are a time consuming and key kernel for those applications and for more advanced solvers such as hybrid direct-iterative solvers. For this reason, optimizing their performance on modern architectures is critical. The preprocessing steps of sparse direct solvers, […]

This project examines the feasibility of machine learning based fingerprinting of CAN transceivers for the purpose of uniquely identifying signal sources during intrusion detection. A working multi-node CAN bus development environment was constructed, and an OpenCL Deep Learning Python Wrapper was ported to the platform. Multiple Machine Learning Algorithms were compared Systematically, and two models […]

Graphics processing units have been extensively used to accelerate classical molecular dynamics simulations. However, there is much less progress on the acceleration of force evaluations for many-body potentials compared to pairwise ones. In the conventional force evaluation algorithm for many-body potentials, the force, virial stress, and heat current for a given atom are accumulated within […]

Dense, robust and real-time computation of depth information from stereo-camera systems is a computationally demanding requirement for robotics, advanced driver assistance systems (ADAS) and autonomous vehicles. Semi-Global Matching (SGM) is a widely used algorithm that propagates consistency constraints along several paths across the image. This work presents a real-time system producing reliable disparity estimation results […]

The Stixel World is a medium-level, compact representation of road scenes that abstracts millions of disparity pixels into hundreds or thousands of stixels. The goal of this work is to implement and evaluate a complete multi-stixel estimation pipeline on an embedded, energy-efficient, GPU-accelerated device. This work presents a full GPU-accelerated implementation of stixel estimation that […]

ICNCS 2017, International Conference on Network and Cyber Security, will take place in Lakeland,Florida, United States from May 19-23, 2017. ICNCS 2017 is a not-to-be-missed opportunity that distills the most current knowledge on a rapidly advancing discipline in one conference. Join key researchers and established professionals in the field of Network and Cyber Security as […]

2017 The 2nd International Conference on Electronics Engineering and Informatics (ICEEI 2017) will be held during June 25-27, in Beijing,China, as the workshop of WCSE 2017. ICEEI’s set is based on the success of WCSE conferences, the research papers published in WCSE proceedings had been indexed by EI, Scopus each year, as the workshop of […]

The unique idea behind 2017 The 5th International Conference on Information Technology and Science (ICITS) is to provide an opportunity for leading academicians, scientists, researchers and industry professionals from around the world to network and have scientific discussion on the latest advancements in the interlinked domains of science, business and engineering and it’s research benefits […]

Paper Publication The paper accepted by ICRAS 2017 will be published in conference proceedings by IEEE.The proceedings will be submitted and reviewed by the IEEE Xplore and indexed by *Ei Compendex* and *Scopus* after the conference. Submission Methods 1. Full Paper (Presentation and publication) 2. Abstract (Presentation only) Please submit paper in the Electronic Submission […]