Advances in GPU research and practice. (2016)
- Record Type:
- Book
- Title:
- Advances in GPU research and practice. (2016)
- Main Title:
- Advances in GPU research and practice
- Further Information:
- Note: Hamid Sarbazi Azad.
- Authors:
- Sarbazi-Azad, Hamid
- Contents:
- Part 1. Architectural Solutions Threads, block and warp scheduling techniques VLIW architectures and GPUs On-chip cache architectures for GPUs Prefetching, overlapping and data reuse in GPUs Branch prediction and warp convergence Efficient hybrid memory architectures for GPUs Multiprogramming architectural supports for GPUs CPU-GPU communication issues Efficient I/O architectures for single- and multi-GPU systems Application of new technologies in GPU architecture Comparative architectural studies of GPUs of different vendors GPUs vs other competing architectures (such as Intel Xeon Phi, FPGAs, …) Part 2. System Software GPU aware compilation techniques OS issues in GPUs Programming tools, environments, libraries (CUDA, OpenCL, OpenMP, LLVM, OpenACC …) Profiling and debugging tools Programming multi-GPU systems: models, tools (MPI, Hadoop, …), and evaluations GPU support in commercial libraries Big data support in GPU based systems Part 3. Power and Reliability Issues Power models of GPUs Power reduction techniques for GPUs Application of non-volatile memory technologies to improve power and reliability issues in GPUs Fault and process variation models of GPUs Hard/soft error tolerance in GPUs Energy profiling and power analysis for GPUs Part 4. Performance Analysis Analytical performance models of GPUs Analytical power/energy models of GPUs GPU simulation accelerators GPU simulators and simulation studies Performance/power measurement and evaluation techniques for GPUsPart 1. Architectural Solutions Threads, block and warp scheduling techniques VLIW architectures and GPUs On-chip cache architectures for GPUs Prefetching, overlapping and data reuse in GPUs Branch prediction and warp convergence Efficient hybrid memory architectures for GPUs Multiprogramming architectural supports for GPUs CPU-GPU communication issues Efficient I/O architectures for single- and multi-GPU systems Application of new technologies in GPU architecture Comparative architectural studies of GPUs of different vendors GPUs vs other competing architectures (such as Intel Xeon Phi, FPGAs, …) Part 2. System Software GPU aware compilation techniques OS issues in GPUs Programming tools, environments, libraries (CUDA, OpenCL, OpenMP, LLVM, OpenACC …) Profiling and debugging tools Programming multi-GPU systems: models, tools (MPI, Hadoop, …), and evaluations GPU support in commercial libraries Big data support in GPU based systems Part 3. Power and Reliability Issues Power models of GPUs Power reduction techniques for GPUs Application of non-volatile memory technologies to improve power and reliability issues in GPUs Fault and process variation models of GPUs Hard/soft error tolerance in GPUs Energy profiling and power analysis for GPUs Part 4. Performance Analysis Analytical performance models of GPUs Analytical power/energy models of GPUs GPU simulation accelerators GPU simulators and simulation studies Performance/power measurement and evaluation techniques for GPUs Hybrid CPU-GPU performance/power analysis Part 5. Algorithms Graph algorithms on GPUs GPU algorithms for searching and matching algorithms Matrix computation techniques on GPUs Numerical algorithms for GPUs GPU algorithms for other important areas (Bioinformatics, complex systems, social networks, cryptography, …) Part 6. Applications and related topics Application of GPUs in social sciences Application of GPUs in medical sciences Application of GPUs in image processing applications Application of GPUs in testing Supercomputing applications of GPUs Application of GPUs in other important areas (wireless communication, software-defined radio, CAD, simulators) … (more)
- Publisher Details:
- Amsterdam : Morgan Kaufmann
- Publication Date:
- 2016
- Extent:
- 1 online resource
- Subjects:
- 006.6
Graphics processing units - Languages:
- English
- ISBNs:
- 9780128037881
- Related ISBNs:
- 9780128037386
- Notes:
- Note: Description based on CIP data; item not viewed.
- Access Rights:
- Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
- Access Usage:
- Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.97986
- Ingest File:
- 02_131.xml