SCIRun: a scientific programming environment for computational steering
Supercomputing '95 Proceedings of the 1995 ACM/IEEE conference on Supercomputing
Computing contour trees in all dimensions
SODA '00 Proceedings of the eleventh annual ACM-SIAM symposium on Discrete algorithms
Run-time power estimation in high performance microprocessors
ISLPED '01 Proceedings of the 2001 international symposium on Low power electronics and design
The benefits of event: driven energy accounting in power-sensitive systems
EW 9 Proceedings of the 9th workshop on ACM SIGOPS European workshop: beyond the PC: new challenges for the operating system
A distributed, parallel, interactive volume rendering package
VIS '94 Proceedings of the conference on Visualization '94
Runtime Power Monitoring in High-End Processors: Methodology and Empirical Data
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
LLVM: A Compilation Framework for Lifelong Program Analysis & Transformation
Proceedings of the international symposium on Code generation and optimization: feedback-directed and runtime optimization
Parallel Computation of the Topology of Level Sets
Algorithmica
Using Performance Counters for Runtime Temperature Sensing in High-Performance Processors
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 11 - Volume 12
A Portable Programming Interface for Performance Evaluation on Modern Processors
International Journal of High Performance Computing Applications
Pin: building customized program analysis tools with dynamic instrumentation
Proceedings of the 2005 ACM SIGPLAN conference on Programming language design and implementation
Energy conservation in heterogeneous server clusters
Proceedings of the tenth ACM SIGPLAN symposium on Principles and practice of parallel programming
Disk Drive Roadmap from the Thermal Perspective: A Case for Dynamic Thermal Management
Proceedings of the 32nd annual international symposium on Computer Architecture
Power prediction for intel XScale® processors using performance monitoring unit events
ISLPED '05 Proceedings of the 2005 international symposium on Low power electronics and design
An API for Runtime Code Patching
International Journal of High Performance Computing Applications
A performance-conserving approach for reducing peak power consumption in server systems
Proceedings of the 19th annual international conference on Supercomputing
Mercury and freon: temperature emulation and management for server systems
Proceedings of the 12th international conference on Architectural support for programming languages and operating systems
Understanding the Structure of the Turbulent Mixing Layer in Hydrodynamic Instabilities
IEEE Transactions on Visualization and Computer Graphics
From mesh generation to scientific visualization: an end-to-end approach to parallel supercomputing
Proceedings of the 2006 ACM/IEEE conference on Supercomputing
Balancing power consumption in multiprocessor systems
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Robust on-line computation of Reeb graphs: simplicity and speed
ACM SIGGRAPH 2007 papers
Topologically Clean Distance Fields
IEEE Transactions on Visualization and Computer Graphics
DataStager: scalable data staging services for petascale applications
Proceedings of the 18th ACM international symposium on High performance distributed computing
Proceedings of the 36th annual international symposium on Computer architecture
Real time power estimation and thread scheduling via performance counters
ACM SIGARCH Computer Architecture News
A Topological Framework for the Interactive Exploration of Large Scale Turbulent Combustion
E-SCIENCE '09 Proceedings of the 2009 Fifth IEEE International Conference on e-Science
Analyzing and Tracking Burning Structures in Lean Premixed Hydrogen Flames
IEEE Transactions on Visualization and Computer Graphics
In Situ Visualization for Large-Scale Combustion Simulations
IEEE Computer Graphics and Applications
DataSpaces: an interaction and coordination framework for coupled simulation workflows
Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing
A comparison of high-level full-system power models
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
Run-time energy consumption estimation based on workload in server systems
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
Enabling GPU and Many-Core Systems in Heterogeneous HPC Environments Using Memory Considerations
HPCC '10 Proceedings of the 2010 IEEE 12th International Conference on High Performance Computing and Communications
Just in time: adding value to the IO pipelines of high performance applications with JITStaging
Proceedings of the 20th international symposium on High performance distributed computing
IEEE Transactions on Visualization and Computer Graphics
Moving the Code to the Data - Dynamic Code Deployment Using ActiveSpaces
IPDPS '11 Proceedings of the 2011 IEEE International Parallel & Distributed Processing Symposium
Hardware/software co-design for energy-efficient seismic modeling
Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis
Feature-Based Statistical Analysis of Combustion Simulation Data
IEEE Transactions on Visualization and Computer Graphics
Adaptive memory power management techniques for HPC workloads
HIPC '11 Proceedings of the 2011 18th International Conference on High Performance Computing
Complete System Power Estimation Using Processor Performance Events
IEEE Transactions on Computers
Exploring cross-layer power management for PGAS applications on the SCC platform
Proceedings of the 21st international symposium on High-Performance Parallel and Distributed Computing
ACM Transactions on Architecture and Code Optimization (TACO)
Energy-Efficient Thermal-Aware Autonomic Management of Virtualized HPC Cloud Infrastructure
Journal of Grid Computing
Parallel in situ coupling of simulation with a fully featured visualization system
EG PGV'11 Proceedings of the 11th Eurographics conference on Parallel Graphics and Visualization
Combining in-situ and in-transit processing to enable extreme-scale scientific analysis
SC '12 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Proceedings of the 18th ACM SIGPLAN symposium on Principles and practice of parallel programming
| Hi-index | 0.00 |
As scientific applications target exascale, challenges related to data and energy are becoming dominating concerns. For example, coupled simulation workflows are increasingly adopting in-situ data processing and analysis techniques to address costs and overheads due to data movement and I/O. However it is also critical to understand these overheads and associated trade-offs from an energy perspective. The goal of this paper is exploring data-related energy/performance trade-offs for end-to-end simulation workflows running at scale on current high-end computing systems. Specifically, this paper presents: (1) an analysis of the data-related behaviors of a combustion simulation workflow with an in-situ data analytics pipeline, running on the Titan system at ORNL; (2) a power model based on system power and data exchange patterns, which is empirically validated; and (3) the use of the model to characterize the energy behavior of the workflow and to explore energy/performance trade-offs on current as well as emerging systems.