A survey of CPU-GPU heterogeneous computing techniques

Mittal, Sparsh; Vetter, Jeffrey S.

doi:10.1145/2788396

Title: A survey of CPU-GPU heterogeneous computing techniques

Journal Article · Sat Jul 04 00:00:00 EDT 2015 · ACM Computing Surveys

DOI:https://doi.org/10.1145/2788396· OSTI ID:1265534

Mittal, Sparsh ^[1]; Vetter, Jeffrey S. ^[2]

Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States); Georgia Inst. of Technology, Atlanta, GA (United States)

As both CPU and GPU become employed in a wide range of applications, it has been acknowledged that both of these processing units (PUs) have their unique features and strengths and hence, CPU-GPU collaboration is inevitable to achieve high-performance computing. This has motivated significant amount of research on heterogeneous computing techniques, along with the design of CPU-GPU fused chips and petascale heterogeneous supercomputers. In this paper, we survey heterogeneous computing techniques (HCTs) such as workload-partitioning which enable utilizing both CPU and GPU to improve performance and/or energy efficiency. We review heterogeneous computing approaches at runtime, algorithm, programming, compiler and application level. Further, we review both discrete and fused CPU-GPU systems; and discuss benchmark suites designed for evaluating heterogeneous computing systems (HCSs). Furthermore, we believe that this paper will provide insights into working and scope of applications of HCTs to researchers and motivate them to further harness the computational powers of CPUs and GPUs to achieve the goal of exascale performance.

View Accepted Manuscript (DOE)

Cite

Export

Save

Research Organization:: Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization:: USDOE Office of Science (SC)

Grant/Contract Number:: AC05-00OR22725

OSTI ID:: 1265534

Journal Information:: ACM Computing Surveys, Vol. 47, Issue 4; ISSN 0360-0300

Publisher:: Association for Computing Machinery (ACM)Copyright Statement

Country of Publication:: United States

Language:: English

Citation Metrics:

Cited by: 221 works

Citation information provided by
Web of Science

References (178)

Hybrid-parallel Algorithms for 2D Green's Functions Álvarez-Melcón, Alejandro; Giménez, Domingo; Quesada, Fernando D. Procedia Computer Science, Vol. 18 https://doi.org/10.1016/j.procs.2013.05.218	journal	January 2013
Programming model for a heterogeneous x86 platform Saha, Bratin; Mendelson, Avi; Zhou, Xiaocheng Proceedings of the 2009 ACM SIGPLAN conference on Programming language design and implementation - PLDI '09 https://doi.org/10.1145/1542476.1542525	conference	January 2009
Twin Peaks Defever, Fabrice; Riano, Alejandro SSRN Electronic Journal https://doi.org/10.2139/ssrn.3099336	journal	January 2017
Porting irregular reductions on heterogeneous CPU-GPU configurations Huo, Xin; Ravi, Vignesh T.; Agrawal, Gagan 2011 18th International Conference on High Performance Computing (HiPC) https://doi.org/10.1109/HiPC.2011.6152715	conference	December 2011
Hybrid implementation of error diffusion dithering Deshpande, Aditya; Misra, Ishan; Narayanan, P. J. 2011 18th International Conference on High Performance Computing (HiPC) https://doi.org/10.1109/HiPC.2011.6152714	conference	December 2011
Programming model for a heterogeneous x86 platform Saha, Bratin; Mendelson, Avi; Zhou, Xiaocheng ACM SIGPLAN Notices, Vol. 44, Issue 6 https://doi.org/10.1145/1543135.1542525	journal	May 2009
Cooperative heterogeneous computing for parallel processing on CPU/GPU hybrids Lee, Changmin; Ro, Won W.; Gaudiot, Jean-Luc 2012 16th Workshop on Interaction between Compilers and Computer Architectures (INTERACT) https://doi.org/10.1109/INTERACT.2012.6339624	conference	February 2012
Discrete particle simulation of gas–solid two-phase flows with multi-scale CPU–GPU hybrid computation Xu, Ming; Chen, Feiguo; Liu, Xinhua Chemical Engineering Journal, Vol. 207-208 https://doi.org/10.1016/j.cej.2012.07.049	journal	October 2012
A new era in scientific computing: Domain decomposition methods in hybrid CPU–GPU architectures Papadrakakis, M.; Stavroulakis, G.; Karatarakis, A. Computer Methods in Applied Mechanics and Engineering, Vol. 200, Issue 13-16 https://doi.org/10.1016/j.cma.2011.01.013	journal	March 2011
Processing data streams with hard real-time constraints on heterogeneous systems Verner, Uri; Schuster, Assaf; Silberstein, Mark Proceedings of the international conference on Supercomputing - ICS '11 https://doi.org/10.1145/1995896.1995915	conference	January 2011
Axel: a heterogeneous cluster with FPGAs and GPUs Tsoi, Kuen Hung; Luk, Wayne Proceedings of the 18th annual ACM/SIGDA international symposium on Field programmable gate arrays - FPGA '10 https://doi.org/10.1145/1723112.1723134	conference	January 2010
Experience of parallelizing cryo-EM 3D reconstruction on a CPU-GPU heterogeneous system Li, Linchuan; Li, Xingjian; Tan, Guangming Proceedings of the 20th international symposium on High performance distributed computing - HPDC '11 https://doi.org/10.1145/1996130.1996157	conference	January 2011
GreenGPU: A Holistic Approach to Energy Efficiency in GPU-CPU Heterogeneous Architectures Ma, Kai; Li, Xue; Chen, Wei 2012 41st International Conference on Parallel Processing (ICPP) https://doi.org/10.1109/ICPP.2012.31	conference	September 2012
Tuned and wildly asynchronous stencil kernels for hybrid CPU/GPU systems Venkatasubramanian, Sundaresan; Vuduc, Richard W.; none, none Proceedings of the 23rd international conference on Conference on Supercomputing - ICS '09 https://doi.org/10.1145/1542275.1542312	conference	January 2009
MapCG: writing parallel program portable between CPU and GPU Hong, Chuntao; Chen, Dehao; Chen, Wenguang Proceedings of the 19th international conference on Parallel architectures and compilation techniques - PACT '10 https://doi.org/10.1145/1854273.1854303	conference	January 2010
Twin peaks: a software platform for heterogeneous computing on general-purpose and graphics processors Gummaraju, Jayanth; Morichetti, Laurent; Houston, Michael Proceedings of the 19th international conference on Parallel architectures and compilation techniques - PACT '10 https://doi.org/10.1145/1854273.1854302	conference	January 2010
Efficient co-processor utilization in database query processing Breß, Sebastian; Beier, Felix; Rauhe, Hannes Information Systems, Vol. 38, Issue 8 https://doi.org/10.1016/j.is.2013.05.004	journal	November 2013
A yoke of oxen and a thousand chickens for heavy lifting graph processing Gharaibeh, Abdullah; Beltrão Costa, Lauro; Santos-Neto, Elizeu Proceedings of the 21st international conference on Parallel architectures and compilation techniques - PACT '12 https://doi.org/10.1145/2370816.2370866	conference	January 2012
Heterogeneous Computational Model for Landform Attributes Representation on Multicore and Multi-GPU Systems Boratto, Murilo; Alonso, Pedro; Ramiro, Carla Procedia Computer Science, Vol. 9 https://doi.org/10.1016/j.procs.2012.04.006	journal	January 2012
A Static Task Partitioning Approach for Heterogeneous Systems Using OpenCL Grewe, Dominik; O’Boyle, Michael F. P. Compiler Construction. Lecture Notes in Computer Science https://doi.org/10.1007/978-3-642-19861-8_16	book	January 2011
Harmony: an execution model and runtime for heterogeneous many core systems Diamos, Gregory F.; Yalamanchili, Sudhakar Proceedings of the 17th international symposium on High performance distributed computing - HPDC '08 https://doi.org/10.1145/1383422.1383447	conference	January 2008
Adaptive Optimization for Petascale Heterogeneous CPU/GPU Computing Yang, Canqun; Wang, Feng; Du, Yunfei 2010 IEEE International Conference on Cluster Computing (CLUSTER) https://doi.org/10.1109/CLUSTER.2010.12	conference	September 2010
A mixed-precision algorithm for the solution of Lyapunov equations on hybrid CPU–GPU platforms Benner, Peter; Ezzatti, Pablo; Kressner, Daniel Parallel Computing, Vol. 37, Issue 8 https://doi.org/10.1016/j.parco.2010.12.002	journal	August 2011
Automatic compilation of MATLAB programs for synergistic execution on heterogeneous processors Prasad, Ashwin; Anantpur, Jayvant; Govindarajan, R. ACM SIGPLAN Notices, Vol. 47, Issue 6 https://doi.org/10.1145/2345156.1993517	journal	August 2012
5.1 POWER8^TM: A 12-core server-class processor in 22nm SOI with 7.6Tb/s off-chip bandwidth Fluhr, Eric J.; Friedrich, Joshua; Dreps, Daniel 2014 IEEE International Solid- State Circuits Conference (ISSCC), 2014 IEEE International Solid-State Circuits Conference Digest of Technical Papers (ISSCC) https://doi.org/10.1109/ISSCC.2014.6757353	conference	February 2014
Accelerating Protein Sequence Search in a Heterogeneous Computing System Xiao, Shucai; Lin, Heshan; Feng, Wu-chun Distributed Processing Symposium (IPDPS), 2011 IEEE International Parallel & Distributed Processing Symposium https://doi.org/10.1109/IPDPS.2011.115	conference	May 2011
Dynamically tuned push-relabel algorithm for the maximum flow problem on CPU-GPU-Hybrid platforms He, Zhengyu; Hong, Bo 2010 IEEE International Symposium on Parallel & Distributed Processing (IPDPS) https://doi.org/10.1109/IPDPS.2010.5470401	conference	April 2010
An efficient, model-based CPU-GPU heterogeneous FFT library Ogata, Yasuhito; Endo, Toshio; Maruyama, Naoya 2008 IEEE International Symposium on Parallel and Distributed Processing https://doi.org/10.1109/IPDPS.2008.4536163	conference	April 2008
Debunking the 100X GPU vs. CPU myth: an evaluation of throughput computing on CPU and GPU Lee, Victor W.; Hammarlund, Per; Singhal, Ronak Proceedings of the 37th annual international symposium on Computer architecture - ISCA '10 https://doi.org/10.1145/1815961.1816021	conference	January 2010
Parallel Processing of Matrix Multiplication in a CPU and GPU Heterogeneous Environment Ohshima, Satoshi; Kise, Kenji; Katagiri, Takahiro High Performance Computing for Computational Science - VECPAR 2006. Lecture Notes in Computer Science https://doi.org/10.1007/978-3-540-71351-7_24	book	January 2007
Scalable fast multipole methods on distributed heterogeneous architectures Hu, Qi; Gumerov, Nail A.; Duraiswami, Ramani Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis on - SC '11 https://doi.org/10.1145/2063384.2063432	conference	January 2011
MDR: performance model driven runtime for heterogeneous parallel platforms Pienaar, Jacques A.; Raghunathan, Anand; Chakradhar, Srimat Proceedings of the international conference on Supercomputing - ICS '11 https://doi.org/10.1145/1995896.1995933	conference	January 2011
Performance evaluation of hybrid programming patterns for large CPU/GPU heterogeneous clusters Lu, Fengshun; Song, Junqiang; Yin, Fukang Computer Physics Communications, Vol. 183, Issue 6 https://doi.org/10.1016/j.cpc.2012.01.019	journal	June 2012
Debunking the 100X GPU vs. CPU myth: an evaluation of throughput computing on CPU and GPU Lee, Victor W.; Hammarlund, Per; Singhal, Ronak ACM SIGARCH Computer Architecture News, Vol. 38, Issue 3 https://doi.org/10.1145/1816038.1816021	journal	June 2010
Optimal Utilization of Heterogeneous Resources for Biomolecular Simulations Hampton, Scott S.; Alam, Sadaf R.; Crozier, Paul S. 2010 SC - International Conference for High Performance Computing, Networking, Storage and Analysis, 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis https://doi.org/10.1109/SC.2010.37	conference	November 2010
A dynamic scheduling framework for emerging heterogeneous systems Ravi, Vignesh T.; Agrawal, Gagan 2011 18th International Conference on High Performance Computing (HiPC) https://doi.org/10.1109/HiPC.2011.6152724	conference	December 2011
Implementation of Fdtd-Compatible Green'S Function on Heterogeneous Cpu-Gpu Parallel Processing System Stefanski, Tomasz P. Progress In Electromagnetics Research, Vol. 135 https://doi.org/10.2528/PIER12111702	journal	January 2013
An asymmetric distributed shared memory model for heterogeneous parallel systems Gelado, Isaac; Stone, John E.; Cabezas, Javier ACM SIGPLAN Notices, Vol. 45, Issue 3 https://doi.org/10.1145/1735971.1736059	journal	March 2010
A New Parallel Method of Smith-Waterman Algorithm on a Heterogeneous Platform Chen, Bo; Xu, Yun; Yang, Jiaoyun Algorithms and Architectures for Parallel Processing https://doi.org/10.1007/978-3-642-13119-6_7	book	January 2010
Hybrid Map Task Scheduling for GPU-Based Heterogeneous Clusters Shirahata, Koichi; Sato, Hitoshi; Matsuoka, Satoshi 2010 IEEE 2nd International Conference on Cloud Computing Technology and Science (CloudCom), 2010 IEEE Second International Conference on Cloud Computing Technology and Science https://doi.org/10.1109/CloudCom.2010.55	conference	November 2010
An efficient scheduling scheme using estimated execution time for heterogeneous computing systems Choi, Hong Jun; Son, Dong Oh; Kang, Seung Gu The Journal of Supercomputing, Vol. 65, Issue 2 https://doi.org/10.1007/s11227-013-0870-6	journal	January 2013
Performance Implications of Nonuniform Device Topologies in Scalable Heterogeneous Architectures Meredith, Jeremy; Roth, Philip; Spafford, Kyle IEEE Micro, Vol. 31, Issue 5 https://doi.org/10.1109/MM.2011.79	journal	September 2011
An exact algorithm for energy-efficient acceleration of task trees on CPU/GPU architectures Silberstein, Mark; Maruyama, Naoya Proceedings of the 4th Annual International Conference on Systems and Storage - SYSTOR '11 https://doi.org/10.1145/1987816.1987826	conference	January 2011
Petascale Direct Numerical Simulation of Blood Flow on 200K Cores and Heterogeneous Architectures Rahimian, Abtin; Lashuk, Ilya; Veerapaneni, Shravan 2010 SC - International Conference for High Performance Computing, Networking, Storage and Analysis, 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis https://doi.org/10.1109/SC.2010.42	conference	November 2010
An Effective Dynamic Scheduling Runtime and Tuning System for Heterogeneous Multi and Many-Core Desktop Platforms Binotto, Alecio P. D.; Pereira, Carlos E.; Kuijper, Arjan Communication (HPCC), 2011 IEEE International Conference on High Performance Computing and Communications https://doi.org/10.1109/HPCC.2011.20	conference	September 2011
A compound OpenMP/MPI program development toolkit for hybrid CPU/GPU clusters Li, Hung-Fu; Liang, Tyng-Yeu; Chiu, Jun-Yao The Journal of Supercomputing, Vol. 66, Issue 1 https://doi.org/10.1007/s11227-013-0912-0	journal	March 2013
An Efficient Stream Buffer Mechanism for Dataflow Execution on Heterogeneous Platforms with GPUs Balevic, Ana; Kienhuis, Bart 2011 First Workshop on Data-Flow Execution Models for Extreme Scale Computing (DFM) https://doi.org/10.1109/DFM.2011.10	conference	October 2011
Heterogeneous Systems for Energy Efficient Scientific Computing Liu, Qiang; Luk, Wayne Reconfigurable Computing: Architectures, Tools and Applications. Lecture Notes in Computer Science https://doi.org/10.1007/978-3-642-28365-9_6	book	January 2012
Fluid Simulation with Two-Way Interaction Rigid Body Using a Heterogeneous GPU and CPU Environment Junior, José Ricardo da S.; Clua, Esteban W.; Montenegro, Anselmo 2010 Brazilian Symposium on Games and Digital Entertainment (SBGAMES) https://doi.org/10.1109/SBGAMES.2010.25	conference	November 2010
Task-based parallel breadth-first search in heterogeneous environments Munguia, Lluis-Miquel; Bader, David A.; Ayguade, Eduard 2012 19th International Conference on High Performance Computing (HiPC) https://doi.org/10.1109/HiPC.2012.6507474	conference	December 2012
Power-aware dynamic task scheduling for heterogeneous accelerated clusters Hamano, Tomoaki; Endo, Toshio; Matsuoka, Satoshi 2009 IEEE International Symposium on Parallel & Distributed Processing https://doi.org/10.1109/IPDPS.2009.5160977	conference	May 2009
Analysis and optimization of power consumption in the iterative solution of sparse linear systems on multi-core and many-core platforms Anzt, Hartwig; Heuveline, Vincent; Aliaga, Jose I. 2011 International Green Computing Conference (IGCC), 2011 International Green Computing Conference and Workshops https://doi.org/10.1109/IGCC.2011.6008594	conference	July 2011
The tradeoffs of fused memory hierarchies in heterogeneous computing architectures Spafford, Kyle L.; Meredith, Jeremy S.; Lee, Seyong Proceedings of the 9th conference on Computing Frontiers - CF '12 https://doi.org/10.1145/2212908.2212924	conference	January 2012
A Waterfall Model to Achieve Energy Efficient Tasks Mapping for Large Scale GPU Clusters Liu, Wenjie; Du, Zhihui; Xiao, Yu Distributed Processing, Workshops and Phd Forum (IPDPSW), 2011 IEEE International Symposium on Parallel and Distributed Processing Workshops and Phd Forum https://doi.org/10.1109/IPDPS.2011.129	conference	May 2011
A Map-Reduce Based Framework for Heterogeneous Processing Element Cluster Environments Tan, Yu Shyang; Lee, Bu-Sung; He, Bingsheng 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid), 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012) https://doi.org/10.1109/CCGrid.2012.35	conference	May 2012
GPU/CPU Work Sharing with Parallel Language XcalableMP-dev for Parallelized Accelerated Computing Odajima, Tetsuya; Boku, Taisuke; Hanawa, Toshihiro 2012 41st International Conference on Parallel Processing Workshops (ICPPW) https://doi.org/10.1109/ICPPW.2012.16	conference	September 2012
Effective Kernel Mapping for OpenCL Applications in Heterogeneous Platforms Albayrak, Omer Erdil; Akturk, Ismail; Ozturk, Ozcan 2012 41st International Conference on Parallel Processing Workshops (ICPPW) https://doi.org/10.1109/ICPPW.2012.14	conference	September 2012
Iterative SLE Solvers over a CPU-GPU Platform Binotto, Alécio P. D.; Daniel, Christian; Weber, Daniel 2010 IEEE 12th International Conference on High Performance Computing and Communications (HPCC 2010), 2010 IEEE 12th International Conference on High Performance Computing and Communications (HPCC) https://doi.org/10.1109/HPCC.2010.40	conference	September 2010
Power-efficient time-sensitive mapping in heterogeneous systems Liu, Cong; Li, Jian; Huang, Wei Proceedings of the 21st international conference on Parallel architectures and compilation techniques - PACT '12 https://doi.org/10.1145/2370816.2370822	conference	January 2012
Predictive Runtime Code Scheduling for Heterogeneous Architectures Jiménez, Víctor J.; Vilanova, Lluís; Gelado, Isaac High Performance Embedded Architectures and Compilers https://doi.org/10.1007/978-3-540-92990-1_4	book	January 2009
Fast Snippet Generation Based on CPU-GPU Hybrid System Liu, Ding; Li, Ruixuan; Gu, Xiwu 2011 IEEE 17th International Conference on Parallel and Distributed Systems (ICPADS) https://doi.org/10.1109/ICPADS.2011.63	conference	December 2011
AMD Fusion APU: Llano Branover, Alexander; Foley, Denis; Steinman, Maurice IEEE Micro, Vol. 32, Issue 2 https://doi.org/10.1109/MM.2012.2	journal	March 2012
Enabling task-level scheduling on heterogeneous platforms Sun, Enqiang; Schaa, Dana; Bagley, Richard Proceedings of the 5th Annual Workshop on General Purpose Processing with Graphics Processing Units - GPGPU-5 https://doi.org/10.1145/2159430.2159440	conference	January 2012
Valar: a benchmark suite to study the dynamic behavior of heterogeneous systems Mistry, Perhaad; Ukidave, Yash; Schaa, Dana Proceedings of the 6th Workshop on General Purpose Processor Using Graphics Processing Units - GPGPU-6 https://doi.org/10.1145/2458523.2458529	conference	January 2013
Biomedical image analysis on a cooperative cluster of GPUs and multicores Hartley, Timothy D. R.; Catalyurek, Umit; Ruiz, Antonio Proceedings of the 22nd annual international conference on Supercomputing - ICS '08 https://doi.org/10.1145/1375527.1375533	conference	January 2008
Fluidic Kernels: Cooperative Execution of OpenCL Programs on Multiple Heterogeneous Devices Pandit, Prasanna; Govindarajan, R. Proceedings of Annual IEEE/ACM International Symposium on Code Generation and Optimization - CGO '14 https://doi.org/10.1145/2581122.2544163	conference	January 2014
Efficient Parallel Graph Exploration on Multi-Core CPU and GPU Hong, Sungpack; Oguntebi, Tayo; Olukotun, Kunle 2011 International Conference on Parallel Architectures and Compilation Techniques (PACT) https://doi.org/10.1109/PACT.2011.14	conference	October 2011
An automatic input-sensitive approach for heterogeneous task partitioning Kofler, Klaus; Grasso, Ivan; Cosenza, Biagio Proceedings of the 27th international ACM conference on International conference on supercomputing - ICS '13 https://doi.org/10.1145/2464996.2465007	conference	January 2013
Optimizing tensor contraction expressions for hybrid CPU-GPU execution Ma, Wenjing; Krishnamoorthy, Sriram; Villa, Oreste Cluster Computing, Vol. 16, Issue 1 https://doi.org/10.1007/s10586-011-0179-2	journal	November 2011
A fully integrated multi-CPU, GPU and memory controller 32nm processor Yuffe, Marcelo; Knoll, Ernest; Mehalel, Moty 2011 IEEE International Solid- State Circuits Conference - (ISSCC), 2011 IEEE International Solid-State Circuits Conference https://doi.org/10.1109/ISSCC.2011.5746311	conference	February 2011
MATE-CG: A Map Reduce-Like Framework for Accelerating Data-Intensive Computations on Heterogeneous Clusters Jiang, Wei; Agrawal, Gagan 2012 IEEE International Symposium on Parallel & Distributed Processing (IPDPS), 2012 IEEE 26th International Parallel and Distributed Processing Symposium https://doi.org/10.1109/IPDPS.2012.65	conference	May 2012
QR Factorization on a Multicore Node Enhanced with Multiple GPU Accelerators Agullo, Emmanuel; Augonnet, Cedric; Dongarra, Jack Distributed Processing Symposium (IPDPS), 2011 IEEE International Parallel & Distributed Processing Symposium https://doi.org/10.1109/IPDPS.2011.90	conference	May 2011
Tuning a Hybrid GPU-CPU V-Cycle Multilevel Preconditioner for Solving Large Real and Complex Systems of FEM Equations Dziekonski, A.; Lamecki, A.; Mrozowski, M. IEEE Antennas and Wireless Propagation Letters, Vol. 10 https://doi.org/10.1109/LAWP.2011.2159769	journal	January 2011
On the Efficacy of a Fused CPU+GPU Processor (or APU) for Parallel Computing Daga, Mayank; Aji, Ashwin M.; Feng, Wu-chun 2011 Symposium on Application Accelerators in High-Performance Computing (SAAHPC) https://doi.org/10.1109/SAAHPC.2011.29	conference	July 2011
Transparent CPU-GPU collaboration for data-parallel kernels on heterogeneous systems Lee, Janghaeng; Samadi, Mehrzad; Park, Yongjun Proceedings of the 22nd International Conference on Parallel Architectures and Compilation Techniques https://doi.org/10.1109/PACT.2013.6618821	conference	September 2013
Mapping the sbr and Tw-Ildcs to Heterogeneous Cpu-Gpu Architecture for fast Computation of Electromagnetic Scattering Gao, Peng Cheng; Tao, Yu Bo; Bai, Zhi Hui Progress In Electromagnetics Research, Vol. 122 https://doi.org/10.2528/PIER11092303	journal	January 2012
CPU-GPU hybrid parallel strategy for cosmological simulations: CPU-GPU HBRID PARALLEL STRATEGY FOR COSMOLOGICAL SIMULATION Wang, Yueqing; Dou, Yong; Guo, Song Concurrency and Computation: Practice and Experience, Vol. 26, Issue 3 https://doi.org/10.1002/cpe.3046	journal	May 2013
An optimized large-scale hybrid DGEMM design for CPUs and ATI GPUs Li, Jiajia; Li, Xingjian; Tan, Guangming Proceedings of the 26th ACM international conference on Supercomputing - ICS '12 https://doi.org/10.1145/2304576.2304626	conference	January 2012
A peta-scalable CPU-GPU algorithm for global atmospheric simulations Yang, Chao; Zheng, Weimin; Xue, Wei ACM SIGPLAN Notices, Vol. 48, Issue 8 https://doi.org/10.1145/2517327.2442518	journal	August 2013
Communication-Aware Task Partition and Voltage Scaling for Energy Minimization on Heterogeneous Parallel Systems Wang, Guibin; Song, Wei 2011 12th International Conference on Parallel and Distributed Computing Applications and Technologies (PDCAT), 2011 12th International Conference on Parallel and Distributed Computing, Applications and Technologies https://doi.org/10.1109/PDCAT.2011.28	conference	October 2011
A Class of Hybrid LAPACK Algorithms for Multicore and GPU Architectures Horton, Mitch; Tomov, Stanimire; Dongarra, Jack 2011 Symposium on Application Accelerators in High-Performance Computing (SAAHPC) https://doi.org/10.1109/SAAHPC.2011.18	conference	July 2011
SnuCL: an OpenCL framework for heterogeneous CPU/GPU clusters Kim, Jungwon; Seo, Sangmin; Lee, Jun Proceedings of the 26th ACM international conference on Supercomputing - ICS '12 https://doi.org/10.1145/2304576.2304623	conference	January 2012
A survey of techniques for improving energy efficiency in embedded computing systems Mittal, Sparsh International Journal of Computer Aided Engineering and Technology, Vol. 6, Issue 4 https://doi.org/10.1504/IJCAET.2014.065419	journal	January 2014
A Proposal to Extend the OpenMP Tasking Model for Heterogeneous Architectures Ayguade, Eduard; Badia, Rosa M.; Cabrera, Daniel Evolving OpenMP in an Age of Extreme Parallelism https://doi.org/10.1007/978-3-642-02303-3_13	book	January 2009
Compiler and runtime support for enabling generalized reduction computations on heterogeneous parallel configurations Ravi, Vignesh T.; Ma, Wenjing; Chiu, David Proceedings of the 24th ACM International Conference on Supercomputing - ICS '10 https://doi.org/10.1145/1810085.1810106	conference	January 2010
Automatic compilation of MATLAB programs for synergistic execution on heterogeneous processors Prasad, Ashwin; Anantpur, Jayvant; Govindarajan, R. Proceedings of the 32nd ACM SIGPLAN conference on Programming language design and implementation - PLDI '11 https://doi.org/10.1145/1993498.1993517	conference	January 2011
Automatic Dynamic Task Distribution between CPU and GPU for Real-Time Systems Joselli, Mark; Zamith, Marcelo; Clua, Esteban 2008 IEEE 11th International Conference on Computational Science and Engineering (CSE), 2008 11th IEEE International Conference on Computational Science and Engineering https://doi.org/10.1109/CSE.2008.38	conference	July 2008
A Survey of Methods for Analyzing and Improving GPU Energy Efficiency Mittal, Sparsh; Vetter, Jeffrey S. ACM Computing Surveys, Vol. 47, Issue 2 https://doi.org/10.1145/2636342	journal	August 2014
Automatic compilation of MATLAB programs for synergistic execution on heterogeneous processors Prasad, Ashwin; Anantpur, Jayvant; Govindarajan, R. ACM SIGPLAN Notices, Vol. 46, Issue 6 https://doi.org/10.1145/1993316.1993517	journal	June 2011
Analysis and Optimization of Power Consumption in the Iterative Solution of Sparse Linear Systems on Multi-core and Many-core Platforms Anzt, Hartwig; Heuveline, Vincent; Aliaga, José I. Karlsruher Institut für Technologie (KIT) https://doi.org/10.5445/ir/1000023438	text	January 2011
Accelerating Smith-Waterman on Heterogeneous CPU-GPU Systems Singh, Jaideep; Aruni, Ipseeta 2011 5th International Conference on Bioinformatics and Biomedical Engineering (iCBBE) https://doi.org/10.1109/icbbe.2011.5780005	conference	May 2011
SPRAT: Runtime processor selection for energy-aware computing Takizawa, Hiroyuki; Sato, Katuto; Kobayashi, Hiroaki 2008 IEEE International Conference on Cluster Computing (CLUSTER) https://doi.org/10.1109/CLUSTR.2008.4663799	conference	September 2008
Data-aware scheduling of legacy kernels on heterogeneous platforms with distributed memory Becchi, Michela; Byna, Surendra; Cadambi, Srihari Proceedings of the 22nd ACM symposium on Parallelism in algorithms and architectures - SPAA '10 https://doi.org/10.1145/1810479.1810498	conference	January 2010
Efficient sparse matrix-matrix multiplication on heterogeneous high performance systems Siegel, Jakob; Villa, Oreste; Krishnamoorthy, Sriram 2010 IEEE International Conference On Cluster Computing Workshops and Posters (CLUSTER WORKSHOPS) https://doi.org/10.1109/CLUSTERWKSP.2010.5613109	conference	September 2010
Hybrid ray tracing and path tracing of Bezier surfaces using a mixed hierarchy Nigam, Rohit; Narayanan, P. J. Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing - ICVGIP '12 https://doi.org/10.1145/2425333.2425368	conference	January 2012
Linpack evaluation on a supercomputer with heterogeneous accelerators Endo, Toshio; Matsuoka, Satoshi; Nukada, Akira 2010 IEEE International Symposium on Parallel & Distributed Processing (IPDPS) https://doi.org/10.1109/IPDPS.2010.5470353	conference	April 2010
A Scalable High Performant Cholesky Factorization for Multicore with GPU Accelerators Ltaief, Hatem; Tomov, Stanimire; Nath, Rajib High Performance Computing for Computational Science – VECPAR 2010. Lecture Notes in Computer Science https://doi.org/10.1007/978-3-642-19328-6_11	book	January 2011
CoreTSAR: Adaptive Worksharing for Heterogeneous Systems Scogland, Thomas R. W.; Feng, Wu-chun; Rountree, Barry Supercomputing. Lecture Notes in Computer Science https://doi.org/10.1007/978-3-319-07518-1_11	book	January 2014
Using 1000+ GPUs and 10000+ CPUs for Sedimentary Basin Simulations Wen, Mei; Su, Huayou; Wei, Wenjie 2012 IEEE International Conference on Cluster Computing (CLUSTER) https://doi.org/10.1109/CLUSTER.2012.37	conference	September 2012
Shot boundary detection using Zernike moments in multi-GPU multi-CPU architectures Toharia, Pablo; Robles, Oscar D.; Suárez, Ricardo Journal of Parallel and Distributed Computing, Vol. 72, Issue 9 https://doi.org/10.1016/j.jpdc.2011.10.011	journal	September 2012
Accelerating the reduction to upper Hessenberg, tridiagonal, and bidiagonal forms through hybrid GPU-based computing Tomov, Stanimire; Nath, Rajib; Dongarra, Jack Parallel Computing, Vol. 36, Issue 12 https://doi.org/10.1016/j.parco.2010.06.001	journal	December 2010
Data Partitioning on Heterogeneous Multicore and Multi-GPU Systems Using Functional Performance Models of Data-Parallel Applications Zhong, Ziming; Rychkov, Vladimir; Lastovetsky, Alexey 2012 IEEE International Conference on Cluster Computing (CLUSTER) https://doi.org/10.1109/CLUSTER.2012.34	conference	September 2012
StarPU: a unified platform for task scheduling on heterogeneous multicore architectures Augonnet, Cédric; Thibault, Samuel; Namyst, Raymond Concurrency and Computation: Practice and Experience, Vol. 23, Issue 2 https://doi.org/10.1002/cpe.1631	journal	November 2010
An asymmetric distributed shared memory model for heterogeneous parallel systems Gelado, Isaac; Cabezas, Javier; Navarro, Nacho ACM SIGARCH Computer Architecture News, Vol. 38, Issue 1 https://doi.org/10.1145/1735970.1736059	journal	March 2010
Coordinating the use of GPU and CPU for improving performance of compute intensive applications Teodoro, George; Sachetto, Rafael; Sertel, Olcay 2009 IEEE International Conference on Cluster Computing and Workshops https://doi.org/10.1109/CLUSTR.2009.5289193	conference	August 2009
An On-Demand Fast Parallel Pseudo Random Number Generator with Applications Banerjee, Dip Sankar; Bahl, Aman Kumar; Kothapalli, Kishore 2012 26th IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), 2012 IEEE 26th International Parallel and Distributed Processing Symposium Workshops & PhD Forum https://doi.org/10.1109/IPDPSW.2012.212	conference	May 2012
Opportunities for Nonvolatile Memory Systems in Extreme-Scale High-Performance Computing Vetter, Jeffrey S.; Mittal, Sparsh Computing in Science & Engineering, Vol. 17, Issue 2 https://doi.org/10.1109/MCSE.2015.4	journal	March 2015
Multilevel summation of electrostatic potentials using graphics processing units Hardy, David J.; Stone, John E.; Schulten, Klaus Parallel Computing, Vol. 35, Issue 3 https://doi.org/10.1016/j.parco.2008.12.005	journal	March 2009
A dynamic self-scheduling scheme for heterogeneous multiprocessor architectures Belviranli, Mehmet E.; Bhuyan, Laxmi N.; Gupta, Rajiv ACM Transactions on Architecture and Code Optimization, Vol. 9, Issue 4 https://doi.org/10.1145/2400682.2400716	journal	January 2013
Resource-efficient utilization of CPU/GPU-based heterogeneous supercomputers for Bayesian phylogenetic inference Chai, Jun; Su, Huayou; Wen, Mei The Journal of Supercomputing, Vol. 66, Issue 1 https://doi.org/10.1007/s11227-013-0911-1	journal	March 2013
Heterogeneous Task Scheduling for Accelerated OpenMP Scogland, Thomas R. W.; Rountree, Barry; Feng, Wu-chun 2012 IEEE International Symposium on Parallel & Distributed Processing (IPDPS), 2012 IEEE 26th International Parallel and Distributed Processing Symposium https://doi.org/10.1109/IPDPS.2012.23	conference	May 2012
Evaluating application performance and energy consumption on hybrid CPU+GPU architecture Padoin, Edson Luiz; Pilla, Laércio Lima; Boito, Francieli Zanon Cluster Computing, Vol. 16, Issue 3 https://doi.org/10.1007/s10586-012-0219-6	journal	June 2012
GPU and APU computations of Finite Time Lyapunov Exponent fields Conti, Christian; Rossinelli, Diego; Koumoutsakos, Petros Journal of Computational Physics, Vol. 231, Issue 5 https://doi.org/10.1016/j.jcp.2011.10.032	journal	March 2012
Portable performance on heterogeneous architectures Phothilimthana, Phitchaya Mangpo; Ansel, Jason; Ragan-Kelley, Jonathan ACM SIGPLAN Notices, Vol. 48, Issue 4 https://doi.org/10.1145/2499368.2451162	journal	April 2013
Heterogeneous Computing for Vertebra Detection and Segmentation in X-Ray Images Lecron, Fabian; Mahmoudi, Sidi Ahmed; Benjelloun, Mohammed International Journal of Biomedical Imaging, Vol. 2011 https://doi.org/10.1155/2011/640208	journal	January 2011
IBM POWER7+ design for higher frequency at fixed power Zyuban, V.; Taylor, S. A.; Christensen, B. IBM Journal of Research and Development, Vol. 57, Issue 6 https://doi.org/10.1147/JRD.2013.2279597	journal	November 2013
Peta-scale phase-field simulation for dendritic solidification on the TSUBAME 2.0 supercomputer Shimokawabe, Takashi; Aoki, Takayuki; Takaki, Tomohiro Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis on - SC '11 https://doi.org/10.1145/2063384.2063388	conference	January 2011
Dynamic load balancing on heterogeneous multicore/multiGPU systems Acosta, Alejandro; Corujo, Robert; Blanco, Vicente Simulation (HPCS), 2010 International Conference on High Performance Computing & Simulation https://doi.org/10.1109/HPCS.2010.5547097	conference	June 2010
A Technique for Collision Detection and 3D Interaction Based on Parallel GPU and CPU Processing Tsuda, Fernando; Nakamura, Ricardo 2011 Brazilian Symposium on Games and Digital Entertainment (SBGAMES) https://doi.org/10.1109/SBGAMES.2011.20	conference	November 2011
GPU-enabled efficient executions of radiation calculations in climate modeling Korwar, Sai Kiran; Vadhiyar, Sathish; Nanjundiah, Ravi S. 2013 20th International Conference on High Performance Computing (HiPC), 20th Annual International Conference on High Performance Computing https://doi.org/10.1109/HiPC.2013.6799141	conference	December 2013
Dynamic Distribution of Workload between CPU and GPU for a Parallel Conjugate Gradient Method in an Adaptive FEM Lang, Jens; Rünger, Gudula Procedia Computer Science, Vol. 18 https://doi.org/10.1016/j.procs.2013.05.193	journal	January 2013
Combinatorial Bidirectional Path-Tracing for Efficient Hybrid CPU/GPU Rendering Pajot, Anthony; Barthe, Loïc; Paulin, Mathias Computer Graphics Forum, Vol. 30, Issue 2 https://doi.org/10.1111/j.1467-8659.2011.01863.x	journal	April 2011
A hybrid shared memory heterogeneous execution platform for PCIe-based GPGPUs Shukla, Sambit K.; Bhuyan, Laxmi N. 2013 20th International Conference on High Performance Computing (HiPC), 20th Annual International Conference on High Performance Computing https://doi.org/10.1109/HiPC.2013.6799140	conference	December 2013
Optimization Techniques for 3D-FWT on Systems with Manycore GPUs and Multicore CPUs Bernabé, Gregorio; Cuenca, Javier; Giménez, Domingo Procedia Computer Science, Vol. 18 https://doi.org/10.1016/j.procs.2013.05.195	journal	January 2013
OpenCL: A Parallel Programming Standard for Heterogeneous Computing Systems Stone, John E.; Gohara, David; Shi, Guochun Computing in Science & Engineering, Vol. 12, Issue 3, p. 66-73 https://doi.org/10.1109/MCSE.2010.69	journal	May 2010
A 22nm IA multi-CPU and GPU System-on-Chip Damaraju, Satish; George, Varghese; Jahagirdar, Sanjeev 2012 IEEE International Solid- State Circuits Conference - (ISSCC), 2012 IEEE International Solid-State Circuits Conference https://doi.org/10.1109/ISSCC.2012.6176876	conference	February 2012
Characterizing and evaluating a key-value store application on heterogeneous CPU-GPU systems Hetherington, Tayler H.; Rogers, Timothy G.; Hsu, Lisa 2012 IEEE International Symposium on Performance Analysis of Systems & Software (ISPASS) https://doi.org/10.1109/ISPASS.2012.6189209	conference	April 2012
Scaling Hierarchical N-body Simulations on GPU Clusters Jetley, Pritish; Wesolowski, Lukasz; Gioachin, Filippo 2010 SC - International Conference for High Performance Computing, Networking, Storage and Analysis, 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis https://doi.org/10.1109/SC.2010.49	conference	November 2010
Where is the data? Why you cannot debate CPU vs. GPU performance without the answer Gregg, Chris; Hazelwood, Kim Software (ISPASS), (IEEE ISPASS) IEEE INTERNATIONAL SYMPOSIUM ON PERFORMANCE ANALYSIS OF SYSTEMS AND SOFTWARE https://doi.org/10.1109/ISPASS.2011.5762730	conference	April 2011
CAP: co-scheduling based on asymptotic profiling in CPU+GPU hybrid systems Wang, Zhenning; Zheng, Long; Chen, Quan Proceedings of the 2013 International Workshop on Programming Models and Applications for Multicores and Manycores - PMAM '13 https://doi.org/10.1145/2442992.2443004	conference	January 2013
Compiler and runtime support for enabling reduction computations on heterogeneous systems: REDUCTION COMPUTATIONS ON HETEROGENEOUS SYSTEMS Ravi, Vignesh T.; Ma, Wenjing; Chiu, David Concurrency and Computation: Practice and Experience, Vol. 24, Issue 5 https://doi.org/10.1002/cpe.1848	journal	October 2011
Automatic dataflow application tuning for heterogeneous systems Hartley, Timothy D. R.; Saule, Erik; Catalyurek, Umit V. 2010 International Conference on High Performance Computing (HiPC) https://doi.org/10.1109/HIPC.2010.5713173	conference	December 2010
A Fast Parallel Implementation of Molecular Dynamics with the Morse Potential on a Heterogeneous Petascale Supercomputer Wu, Qiang; Yang, Canqun; Wang, Feng 2012 26th IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), 2012 IEEE 26th International Parallel and Distributed Processing Symposium Workshops & PhD Forum https://doi.org/10.1109/IPDPSW.2012.13	conference	May 2012
Synergistic execution of stream programs on multicores with accelerators Udupa, Abhishek; Govindarajan, R.; Thazhuthaveetil, Matthew J. ACM SIGPLAN Notices, Vol. 44, Issue 7 https://doi.org/10.1145/1543136.1542466	journal	June 2009
X-device query processing by bitwise distribution Pirk, Holger; Sellam, Thibault; Manegold, Stefan Proceedings of the Eighth International Workshop on Data Management on New Hardware - DaMoN '12 https://doi.org/10.1145/2236584.2236591	conference	January 2012
CPU/GPU computing for long-wave radiation physics on large GPU clusters Lu, Fengshun; Song, Junqiang; Cao, Xiaoqun Computers & Geosciences, Vol. 41 https://doi.org/10.1016/j.cageo.2011.08.007	journal	April 2012
Workload Balancing on Heterogeneous Systems: A Case Study of Sparse Grid Interpolation Muraraşu, Alin; Weidendorfer, Josef; Bode, Arndt Euro-Par 2011: Parallel Processing Workshops. Lecture Notes in Computer Science https://doi.org/10.1007/978-3-642-29740-3_39	book	January 2012
Accelerating Large Scale Image Analyses on Parallel, CPU-GPU Equipped Systems Teodoro, George; Kurc, Tahsin M.; Pan, Tony 2012 IEEE International Symposium on Parallel & Distributed Processing (IPDPS), 2012 IEEE 26th International Parallel and Distributed Processing Symposium https://doi.org/10.1109/IPDPS.2012.101	conference	May 2012
Rodinia: A benchmark suite for heterogeneous computing Che, Shuai; Boyer, Michael; Meng, Jiayuan 2009 IEEE International Symposium on Workload Characterization (IISWC) https://doi.org/10.1109/IISWC.2009.5306797	conference	October 2009
Asymptotic peak Utilisation in Heterogeneous Parallel Cpu/Gpu Pipelines: a Decentralised Queue Monitoring Strategy Garba, Michael T.; GonzÁLez–VÉLez, Horacio Parallel Processing Letters, Vol. 22, Issue 02 https://doi.org/10.1142/S0129626412400087	journal	May 2012
Dynamically managed data for CPU-GPU architectures Jablin, Thomas B.; Jablin, James A.; Prabhu, Prakash Proceedings of the Tenth International Symposium on Code Generation and Optimization - CHO '12 https://doi.org/10.1145/2259016.2259038	conference	January 2012
Glinda: a framework for accelerating imbalanced applications on heterogeneous platforms Shen, Jie; Varbanescu, Ana Lucia; Sips, Henk Proceedings of the ACM International Conference on Computing Frontiers - CF '13 https://doi.org/10.1145/2482767.2482785	conference	January 2013
Medical Ultrasound Imaging: To GPU or Not to GPU? So, Hayden; Chen, Junying; Yiu, Billy IEEE Micro, Vol. 31, Issue 5 https://doi.org/10.1109/MM.2011.65	journal	September 2011
Hierarchical Partitioning Algorithm for Scientific Computing on Highly Heterogeneous CPU + GPU Clusters Clarke, David; Ilic, Aleksandar; Lastovetsky, Alexey Euro-Par 2012 Parallel Processing https://doi.org/10.1007/978-3-642-32820-6_49	book	January 2012
Divide and Conquer on Hybrid GPU-Accelerated Multicore Systems Vömel, Christof; Tomov, Stanimire; Dongarra, Jack SIAM Journal on Scientific Computing, Vol. 34, Issue 2 https://doi.org/10.1137/100806783	journal	January 2012
The Scalable Heterogeneous Computing (SHOC) benchmark suite Danalis, Anthony; Marin, Gabriel; McCurdy, Collin Proceedings of the 3rd Workshop on General-Purpose Computation on Graphics Processing Units - GPGPU '10 https://doi.org/10.1145/1735688.1735702	conference	January 2010
A survey of architectural techniques for DRAM power management Mittal, Sparsh International Journal of High Performance Systems Architecture, Vol. 4, Issue 2 https://doi.org/10.1504/IJHPSA.2012.050990	journal	January 2012
Using Hybrid CPU-GPU Platforms to Accelerate the Computation of the Matrix Sign Function Benner, Peter; Ezzatti, Pablo; Quintana-Ortí, Enrique S. Lecture Notes in Computer Science https://doi.org/10.1007/978-3-642-14122-5_17	book	January 2010
Noniterative Multireference Coupled Cluster Methods on Heterogeneous CPU–GPU Systems Bhaskaran-Nair, Kiran; Ma, Wenjing; Krishnamoorthy, Sriram Journal of Chemical Theory and Computation, Vol. 9, Issue 4 https://doi.org/10.1021/ct301130u	journal	March 2013
Practical Time Bundle Adjustment for 3D Reconstruction on the GPU Choudhary, Siddharth; Gupta, Shubham; Narayanan, P. J. Trends and Topics in Computer Vision https://doi.org/10.1007/978-3-642-35740-4_33	book	January 2012
Solving a kind of BVP for ODEs on heterogeneous CPU + CUDA-enabled GPU systems Stpiczynski, Przemyslaw; Potiopa, Joanna 2010 International Multiconference on Computer Science and Information Technology (IMCSIT 2010), Proceedings of the International Multiconference on Computer Science and Information Technology https://doi.org/10.1109/IMCSIT.2010.5680041	conference	October 2010
Load balancing in a changing world: dealing with heterogeneity and performance variability Boyer, Michael; Skadron, Kevin; Che, Shuai Proceedings of the ACM International Conference on Computing Frontiers - CF '13 https://doi.org/10.1145/2482767.2482794	conference	January 2013
Efficient irregular wavefront propagation algorithms on hybrid CPU–GPU machines Teodoro, George; Pan, Tony; Kurc, Tahsin M. Parallel Computing, Vol. 39, Issue 4-5 https://doi.org/10.1016/j.parco.2013.03.001	journal	April 2013
A Hybrid CPU-GPU Accelerated Framework for Fast Mapping of High-Resolution Human Brain Connectome Wang, Yu; Du, Haixiao; Xia, Mingrui PLoS ONE, Vol. 8, Issue 5 https://doi.org/10.1371/journal.pone.0062789	journal	May 2013
Hybrid algorithms for list ranking and graph connected components Banerjee, Dip Sankar; Kothapalli, Kishore 2011 18th International Conference on High Performance Computing (HiPC) https://doi.org/10.1109/HiPC.2011.6152655	conference	December 2011
Maestro: Data Orchestration and Tuning for OpenCL Devices Spafford, Kyle; Meredith, Jeremy; Vetter, Jeffrey Euro-Par 2010 - Parallel Processing https://doi.org/10.1007/978-3-642-15291-7_26	book	January 2010
Using graphics processors for high performance IR query processing Ding, Shuai; He, Jinru; Yan, Hao Proceedings of the 18th international conference on World wide web - WWW '09 https://doi.org/10.1145/1526709.1526766	conference	January 2009
Enhancing Cloud-Based Servers by GPU/CPU Virtualization Management Wu, Tin-Yu; Lee, Wei-Tsong; Duan, Chien-Yu Advances in Intelligent Systems and Applications. Smart Innovation, Systems and Technologies https://doi.org/10.1007/978-3-642-35473-1_20	book	January 2013
A SURVEY OF TECHNIQUES FOR MANAGING AND LEVERAGING CACHES IN GPUs Mittal, Sparsh Journal of Circuits, Systems and Computers, Vol. 23, Issue 08 https://doi.org/10.1142/S0218126614300025	journal	June 2014
Accelerating Kirchhoff Migration by CPU and GPU Cooperation Panetta, J.; Teixeira, T.; de Souza Filho, P. R. P. 2009 21st International Symposium on Computer Architecture and High Performance Computing. SBAC-PAD 2009 https://doi.org/10.1109/SBAC-PAD.2009.29	conference	October 2009
DESTINY: A Tool for Modeling Emerging 3D NVM and eDRAM caches Poremba, Matt; Mittal, Sparsh; Li, Dong Design, Automation and Test in Europe, Design, Automation & Test in Europe Conference & Exhibition (DATE), 2015 https://doi.org/10.7873/DATE.2015.0733	conference	January 2015
Accelerating inclusion-based pointer analysis on heterogeneous CPU-GPU systems Su, Yu; Ye, Ding; Xue, Jingling 2013 20th International Conference on High Performance Computing (HiPC), 20th Annual International Conference on High Performance Computing https://doi.org/10.1109/HiPC.2013.6799110	conference	December 2013
Real-Time Non-rigid Registration of Medical Images on a Cooperative Parallel Architecture Liu, Yixun; Fedorov, Andriy; Kikinis, Ron 2009 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) https://doi.org/10.1109/BIBM.2009.10	conference	November 2009
Qilin: exploiting parallelism on heterogeneous multiprocessors with adaptive mapping Luk, Chi-Keung; Hong, Sunpyo; Kim, Hyesoon Proceedings of the 42nd Annual IEEE/ACM International Symposium on Microarchitecture - Micro-42 https://doi.org/10.1145/1669112.1669121	conference	January 2009
A peta-scalable CPU-GPU algorithm for global atmospheric simulations Yang, Chao; Zheng, Weimin; Xue, Wei Proceedings of the 18th ACM SIGPLAN symposium on Principles and practice of parallel programming - PPoPP '13 https://doi.org/10.1145/2442516.2442518	conference	January 2013
Accelerating MapReduce on a coupled CPU-GPU architecture Chen, Linchuan; Huo, Xin; Agrawal, Gagan 2012 SC - International Conference for High Performance Computing, Networking, Storage and Analysis, 2012 International Conference for High Performance Computing, Networking, Storage and Analysis https://doi.org/10.1109/SC.2012.16	conference	November 2012
Portable performance on heterogeneous architectures Phothilimthana, Phitchaya Mangpo; Ansel, Jason; Ragan-Kelley, Jonathan Proceedings of the eighteenth international conference on Architectural support for programming languages and operating systems - ASPLOS '13 https://doi.org/10.1145/2451116.2451162	conference	January 2013
Quantifying the energy efficiency of FFT on heterogeneous platforms Ukidave, Yash; Ziabari, Amir Kavyan; Mistry, Perhaad 2013 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) https://doi.org/10.1109/ISPASS.2013.6557174	conference	April 2013
Radiation modeling using the Uintah heterogeneous CPU/GPU runtime system Humphrey, Alan; Meng, Qingyu; Berzins, Martin Proceedings of the 1st Conference of the Extreme Science and Engineering Discovery Environment on Bridging from the eXtreme to the campus and beyond - XSEDE '12 https://doi.org/10.1145/2335755.2335791	conference	January 2012
Biomedical image analysis on a cooperative cluster of GPUs and multicores Hartley, Timothy D. R.; Catalyurek, Umit; Ruiz, Antonio 25th Anniversary International Conference on Supercomputing Anniversary Volume - https://doi.org/10.1145/2591635.2667189	conference	January 2014
Acceleration of Hessenberg Reduction for Nonsymmetric Eigenvalue Problems in a Hybrid CPU-GPU Computing Environment Muramatsu, Jun-ichi; Fukaya, Takeshi; Zhang, Shao-Liang International Journal of Networking and Computing, Vol. 1, Issue 2 https://doi.org/10.15803/ijnc.1.2_132	journal	January 2011
Hybrid computing: CPU+GPU co-processing and its application to tomographic reconstruction Agulleiro, J. I.; Vázquez, F.; Garzón, E. M. Ultramicroscopy, Vol. 115 https://doi.org/10.1016/j.ultramic.2012.02.003	journal	April 2012
A survey of architectural techniques for improving cache power efficiency Mittal, Sparsh Sustainable Computing: Informatics and Systems, Vol. 4, Issue 1 https://doi.org/10.1016/j.suscom.2013.11.001	journal	March 2014
أنظمة الرقابية المالية العربية وإعادة هيكلتها وفق نظام Twin Peaks أحمد, مداني مجلة إقتصاديات شمال إفريقيا https://doi.org/10.33858/0470-000-017-017	journal	January 2017
Hybrid Core Acceleration of UWB SIRE Radar Signal Processing Park, Song Jun; Ross, James; Shires, Dale IEEE Transactions on Parallel and Distributed Systems, Vol. 22, Issue 1 https://doi.org/10.1109/TPDS.2010.117	journal	January 2011
Parallelized computation for computer simulation of electrocardiograms using personal computers with multi-core CPU and general-purpose GPU Shen, Wenfeng; Wei, Daming; Xu, Weimin Computer Methods and Programs in Biomedicine, Vol. 100, Issue 1 https://doi.org/10.1016/j.cmpb.2010.06.015	journal	October 2010
Automatic generation of software pipelines for heterogeneous parallel systems Pienaar, Jacques A.; Chakradhar, Srimat; Raghunathan, Anand 2012 SC - International Conference for High Performance Computing, Networking, Storage and Analysis, 2012 International Conference for High Performance Computing, Networking, Storage and Analysis https://doi.org/10.1109/SC.2012.22	conference	November 2012
Performance characterization of data-intensive kernels on AMD Fusion architectures Lee, Kenneth; Lin, Heshan; Feng, Wu-chun Computer Science - Research and Development, Vol. 28, Issue 2-3 https://doi.org/10.1007/s00450-012-0209-1	journal	May 2012

Cited By (28)

Artificial intelligence: a survey on evolution, models, applications and future trends Lu, Yang Journal of Management Analytics, Vol. 6, Issue 1 https://doi.org/10.1080/23270012.2019.1570365	journal	January 2019
Crossing the chasm: how to develop weather and climate models for next generation computers? Lawrence, Bryan N.; Rezny, Michael; Budich, Reinhard Geoscientific Model Development, Vol. 11, Issue 5 https://doi.org/10.5194/gmd-11-1799-2018	journal	January 2018
Task management on fully heterogeneous micro-server system: Modeling and resolution strategies: Task management on fully heterogeneous micro-server system: Modeling and resolution strategies Zaourar, Lilia; Ait Aba, Massinissa; Briand, David Concurrency and Computation: Practice and Experience, Vol. 30, Issue 23 https://doi.org/10.1002/cpe.4798	journal	September 2018
Optimizing parameter sensitivity analysis of large‐scale microscopy image analysis workflows with multilevel computation reuse Barreiros, Willian; Moreira, Jeremias; Kurc, Tahsin Concurrency and Computation: Practice and Experience, Vol. 32, Issue 2 https://doi.org/10.1002/cpe.5403	journal	June 2019
Energy‐aware task scheduling with time constraint for heterogeneous cloud datacenters Liu, Xing; Liu, Panwen; Hu, Lun Concurrency and Computation: Practice and Experience, Vol. 32, Issue 18 https://doi.org/10.1002/cpe.5437	journal	July 2019
FAST-FUSION: An Improved Accuracy Omnidirectional Visual Odometry System with Sensor Fusion and GPU Optimization for Embedded Low Cost Hardware Aguiar, André; Santos, Filipe; Sousa, Armando Jorge Applied Sciences, Vol. 9, Issue 24 https://doi.org/10.3390/app9245516	journal	December 2019
Dynamic Load Balancing Algorithm for Heterogeneous Clusters do Nascimento, Tiago Marques; dos Santos, Rodrigo Weber; Lobosco, Marcelo Parallel Processing and Applied Mathematics https://doi.org/10.1007/978-3-319-78054-2_16	book	March 2018
Implementation of a non-linear solver on heterogeneous architectures: Implementation of a non-linear solver on heterogeneous architectures Carracciuolo, Luisa; Lapegna, Marco Concurrency and Computation: Practice and Experience, Vol. 30, Issue 24 https://doi.org/10.1002/cpe.4903	journal	August 2018
Translating Timing into an Architecture: The Synergy of COTSon and HLS (Domain Expertise—Designing a Computer Architecture via HLS) Giorgi, Roberto; Khalili, Farnam; Procaccini, Marco International Journal of Reconfigurable Computing, Vol. 2019 https://doi.org/10.1155/2019/2624938	journal	November 2019
Aspect-Oriented Set@l Language for Architecture-Independent Programming of High-Performance Computer Systems Levin, Ilya I.; Dordopulo, Alexey I.; Pisarenko, Ivan V. Supercomputing: 5th Russian Supercomputing Days, RuSCDays 2019, Moscow, Russia, September 23–24, 2019, Revised Selected Papers, p. 517-528 https://doi.org/10.1007/978-3-030-36592-9_42	book	January 2019
Efficient Execution of Smart City’s Assets Through a Massive Parallel Computational Model Ashraf, Muhammad Usman; Eassa, Fathy Alboraei; Albeshri, Aiiad Ahmad Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering https://doi.org/10.1007/978-3-319-94180-6_6	book	July 2018
A Heterogeneous Parallel LU Factorization Algorithm Based on a Basic Column Block Uniform Allocation Strategy Wu, Rongteng; Xie, Xiaohong Mathematical Problems in Engineering, Vol. 2019 https://doi.org/10.1155/2019/3720450	journal	February 2019
Efficient Neural Network Implementations on Parallel Embedded Platforms Applied to Real-Time Torque-Vectoring Optimization Using Predictions for Multi-Motor Electric Vehicles Dendaluce Jahnke, Martin; Cosco, Francesco; Novickis, Rihards Electronics, Vol. 8, Issue 2 https://doi.org/10.3390/electronics8020250	journal	February 2019
Parallel SIMD CPU and GPU Implementations of Berlekamp–Massey Algorithm and Its Error Correction Application Mohebbi, Hamidreza International Journal of Parallel Programming, Vol. 47, Issue 1 https://doi.org/10.1007/s10766-018-0574-x	journal	May 2018
A survey of techniques for improving efficiency of mobile web browsing Mittal, Sparsh; Mattela, Venkat Concurrency and Computation: Practice and Experience, Vol. 31, Issue 15 https://doi.org/10.1002/cpe.5126	journal	July 2018
A Deep Pipelined Implementation of Hyperspectral Target Detection Algorithm on FPGA Using HLS Lei, Jie; Li, Yunsong; Zhao, Dongsheng Remote Sensing, Vol. 10, Issue 4 https://doi.org/10.3390/rs10040516	journal	March 2018
A Survey of Medical Imaging, Storage and Transfer Techniques Meenatchi Aparna, R. R.; Shanmugavadivu, P. Proceedings of the International Conference on ISMAC in Computational Vision and Bio-Engineering 2018 (ISMAC-CVB) https://doi.org/10.1007/978-3-030-00665-5_3	book	January 2019
Cooperative CPU, GPU, and FPGA heterogeneous execution with EngineCL Dávila Guzmán, María Angélica; Nozal, Raúl; Gran Tejero, Rubén The Journal of Supercomputing, Vol. 75, Issue 3 https://doi.org/10.1007/s11227-019-02768-y	journal	February 2019
A survey of techniques for architecting TLBs: A survey of techniques for architecting translation lookaside buffers Mittal, Sparsh Concurrency and Computation: Practice and Experience, Vol. 29, Issue 10 https://doi.org/10.1002/cpe.4061	journal	December 2016
A Survey of ReRAM-Based Architectures for Processing-In-Memory and Neural Networks Mittal, Sparsh Machine Learning and Knowledge Extraction, Vol. 1, Issue 1 https://doi.org/10.3390/make1010005	journal	April 2018
Page Locked GPGPU Rotational Visual Secret Sharing Raviraja Holla, M.; Suma, D.; Smys, S. Second International Conference on Computer Networks and Communication Technologies: ICCNCT 2019, p. 349-359 https://doi.org/10.1007/978-3-030-37051-0_41	book	January 2020
High-performance low-power approximate Wallace tree multiplier Abed, Sa'ed; Khalil, Yasser; Modhaffar, Mahdi International Journal of Circuit Theory and Applications, Vol. 46, Issue 12 https://doi.org/10.1002/cta.2540	journal	July 2018
A survey of FPGA-based accelerators for convolutional neural networks Mittal, Sparsh Neural Computing and Applications, Vol. 32, Issue 4 https://doi.org/10.1007/s00521-018-3761-1	journal	October 2018
Crossing the chasm: how to develop weather and climate models for next generation computers? N., Lawrence, Bryan; Michael, Rezny,; Reinhard, Budich, ETH Zurich https://doi.org/10.3929/ethz-b-000265172	text	January 2018
Using meta-heuristics and machine learning for software optimization of parallel computing systems: a systematic literature review Memeti, Suejb; Pllana, Sabri; Binotto, Alécio Computing, Vol. 101, Issue 8 https://doi.org/10.1007/s00607-018-0614-9	journal	April 2018
GPU processing of theta-joins: GPU processing of theta-joins Bellas, Christos; Gounaris, Anastasios Concurrency and Computation: Practice and Experience, Vol. 29, Issue 18 https://doi.org/10.1002/cpe.4194	journal	June 2017
A survey of techniques for architecting SLC/MLC/TLC hybrid Flash memory-based SSDs: A survey of techniques for architecting hybrid flash memory based SSDs Alsalibi, Ahmed Izzat; Mittal, Sparsh; Al-Betar, Mohammed Azmi Concurrency and Computation: Practice and Experience, Vol. 30, Issue 13 https://doi.org/10.1002/cpe.4420	journal	January 2018
The Set@l Programming Language and Its Application for Coding Gaussian Elimination Levin, Ilya I.; Dordopulo, Aleksey I.; Pisarenko, Ivan V. Parallel Computational Technologies: 13th International Conference, PCT 2019, Kaliningrad, Russia, April 2–4, 2019, Revised Selected Papers, p. 45-57 https://doi.org/10.1007/978-3-030-28163-2_4	book	August 2019

Similar Records

Panda: A Compiler Framework for Concurrent CPU $+$ GPU Execution of 3D Stencil Computations on GPU-accelerated Supercomputers

Journal Article · Wed Oct 05 00:00:00 EDT 2016 · International Journal of Parallel Programming · OSTI ID:1265534

Sourouri, Mohammed; Baden, Scott B.; Cai, Xing

Population Count on Intel® CPU, GPU, and FPGA

Conference · Wed Jan 01 00:00:00 EST 2020 · OSTI ID:1265534

Jin, Zheming; Finkel, Hal

Scalable molecular dynamics on CPU and GPU architectures with NAMD

Journal Article · Tue Jul 28 00:00:00 EDT 2020 · Journal of Chemical Physics · OSTI ID:1265534

Phillips, James C; Hardy, David J; Maia, Julio D.C.; +19 more

Related Subjects

97 MATHEMATICS AND COMPUTING
experimentation
management
measurement
performance
analysis
CPU-GPU heterogeneous/hybrid/collaborative computing
workload division/partitioning
dynamic/static load-balancing
pipelining
programming frameworks
fused CPU-GPU chip

Title: A survey of CPU-GPU heterogeneous computing techniques

Citation Formats

References (178)

Cited By (28)

Similar Records

Related Subjects