Introduction to parallel computing: design and analysis of algorithms
Introduction to parallel computing: design and analysis of algorithms
Scalable problems and memory-bounded speedup
Journal of Parallel and Distributed Computing
Journal of Parallel and Distributed Computing - Special issue on scalability of parallel algorithms and architectures
The grid: blueprint for a new computing infrastructure
The grid: blueprint for a new computing infrastructure
Evaluating the Scalability of Distributed Systems
IEEE Transactions on Parallel and Distributed Systems
Journal of Parallel and Distributed Computing
Matrix Multiplication on Heterogeneous Platforms
IEEE Transactions on Parallel and Distributed Systems
Parallel Computer Architecture: A Hardware/Software Approach
Parallel Computer Architecture: A Hardware/Software Approach
Scalability versus execution time in scalable systems
Journal of Parallel and Distributed Computing
Automated Scalability Analysis of Message-Passing Parallel Programs
IEEE Parallel & Distributed Technology: Systems & Technology
Performance Prediction: A Case Study Using a Scalable Shared-Virtual-Memory Machine
IEEE Parallel & Distributed Technology: Systems & Technology
Scalability of Parallel Algorithm-Machine Combinations
IEEE Transactions on Parallel and Distributed Systems
An efficiency and scalability model for heterogeneous clusters.
CLUSTER '01 Proceedings of the 3rd IEEE International Conference on Cluster Computing
Modeling and characterizing parallel computing performance on heterogeneous networks of workstations
SPDP '95 Proceedings of the 7th IEEE Symposium on Parallel and Distributeed Processing
Scalability of Heterogeneous Computing
ICPP '05 Proceedings of the 2005 International Conference on Parallel Processing
Theoretical scalability analysis for heterogeneous clusters
CCGRID '04 Proceedings of the 2004 IEEE International Symposium on Cluster Computing and the Grid
Scalability of Parallel Algorithms for Matrix Multiplication
ICPP '93 Proceedings of the 1993 International Conference on Parallel Processing - Volume 03
Parallel exact inference on the Cell Broadband Engine processor
Journal of Parallel and Distributed Computing
Scalability limits of Bag-of-Tasks applications running on hierarchical platforms
Journal of Parallel and Distributed Computing
Automatic tuning of iterative computation on heterogeneous multiprocessors with ADITHE
The Journal of Supercomputing
A load index and load balancing algorithm for heterogeneous clusters
The Journal of Supercomputing
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Scalability is a key factor of the design of distributed systems and parallel algorithms and machines. However, conventional scalabilities are designed for homogeneous parallel processing. There is no suitable and commonly accepted definition of scalability metric for heterogeneous systems. Isospeed scalability is a well-defined metric for homogeneous computing. This study extends the isospeed scalability metric to general heterogeneous computing systems. The proposed isospeed-efficiency model is suitable for both homogeneous and heterogeneous computing. Through theoretical analyses, we derive methodologies of scalability measurement and prediction for heterogeneous systems. Experimental results have verified the analytical results and confirmed that the proposed isospeed-efficiency scalability works well in both homogeneous and heterogeneous environments.