A survey of CPU-GPU heterogeneous computing techniques

S Mittal, JS Vetter - ACM Computing Surveys (CSUR), 2015 - dl.acm.org
As both CPUs and GPUs become employed in a wide range of applications, it has been
acknowledged that both of these Processing Units (PUs) have their unique features and …

Query processing on heterogeneous CPU/GPU systems

V Rosenfeld, S Breß, V Markl - ACM Computing Surveys (CSUR), 2022 - dl.acm.org
Due to their high computational power and internal memory bandwidth, graphic processing
units (GPUs) have been extensively studied by the database systems research community …

A speculative approach to spatial‐temporal efficiency with multi‐objective optimization in a heterogeneous cloud environment

Q Liu, W Cai, J Shen, Z Fu, X Liu… - Security and …, 2016 - Wiley Online Library
A heterogeneous cloud system, for example, a Hadoop 2.6. 0 platform, provides distributed
but cohesive services with rich features on large‐scale management, reliability, and error …

GPU-accelerated database systems: Survey and open challenges

S Breß, M Heimel, N Siegmund, L Bellatreche… - Transactions on Large …, 2014 - Springer
The vast amount of processing power and memory bandwidth provided by modern graphics
cards make them an interesting platform for data-intensive applications. Unsurprisingly, the …

Orchestrating data placement and query execution in heterogeneous CPU-GPU DBMS

BW Yogatama, W Gong, X Yu - Proceedings of the VLDB Endowment, 2022 - dl.acm.org
There has been a growing interest in using GPU to accelerate data analytics due to its
massive parallelism and high memory bandwidth. The main constraint of using GPU for data …

Robust query processing in co-processor-accelerated databases

S Breß, H Funke, J Teubner - … of the 2016 International Conference on …, 2016 - dl.acm.org
Technology limitations are making the use of heterogeneous computing devices much more
than an academic curiosity. In fact, the use of such devices is widely acknowledged to be the …

The design and implementation of CoGaDB: A column-oriented GPU-accelerated DBMS

S Breß - Datenbank-Spektrum, 2014 - Springer
Nowadays, the performance of processors is primarily bound by a fixed energy budget, the
power wall. This forces hardware vendors to optimize processors for specific tasks, which …

Why it is time for a HyPE: A hybrid query processing engine for efficient GPU coprocessing in DBMS

S Breß, G Saake - Proceedings of the VLDB Endowment, 2013 - dl.acm.org
GPU acceleration is a promising approach to speed up query processing of database
systems by using low cost graphic processors as coprocessors. Two major trends have …

Efficient spatial co-location pattern mining on multiple GPUs

W Andrzejewski, P Boinski - Expert Systems with Applications, 2018 - Elsevier
In this paper, we investigate Co-location Pattern Mining (CPM) from big spatial datasets.
CPM consists in searching for types of objects that are frequently located together in a …

Integration of FPGAs in database management systems: challenges and opportunities

A Becher, L BG, D Broneske, T Drewes… - Datenbank …, 2018 - Springer
In the presence of exponential growth of the data produced every day in volume, velocity,
and variety, online analytical processing (OLAP) is becoming increasingly challenging …