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Multi-state grid resource availability characterization

Brent Rood, Michael J. Lewis
2007 2007 8th IEEE/ACM International Conference on Grid Computing  
A simple predictor based on the previous day's behavior indicates that the states and categories are somewhat predictable, thereby supporting the potential usefulness of multi-state grid resource availability  ...  Toward this goal, this paper introduces five availability states, and characterizes a Condor pool trace that uncovers when, how, and why its resources reside in, and transition between, these states.  ...  Figure 1 : 1 Multi-state Availability Model Figure 2 : 2 Machine State over TimeFigure 3depicts the overall percentage of time spent by the collective pool of resources in each availability state.  ... 
doi:10.1109/grid.2007.4354114 dblp:conf/grid/RoodL07 fatcat:fi5emmkc6jbolgtniauqwukgiq

Scheduling on the Grid via multi-state resource availability prediction

Brent Rood, Michael J. Lewis
2008 2008 9th IEEE/ACM International Conference on Grid Computing  
Our results show that the only other multi-state prediction based scheduler causes up to 51% more evicted jobs while simultaneously increasing average job makespan by 18% when compared with our scheduler  ...  To make the most effective application placement decisions on volatile large-scale heterogeneous Grids, schedulers must consider factors such as resource speed, load, and reliability.  ...  Unavailability Types and Multi-State Model Resources in non-dedicated grids oscillate between being available and unavailable to the grid, based on resource failure characteristics, owner policies, scheduling  ... 
doi:10.1109/grid.2008.4662791 dblp:conf/grid/RoodL08 fatcat:b5tgs24sgrbfpjrtbiwb46fz54

Detailed author index

2007 2007 8th IEEE/ACM International Conference on Grid Computing  
Systems on the Grid Environment Lewis, Michael J. 42 Multi-State Grid Resource Availability Characterization Li, Zhen 201 Grid-Based Asynchronous Replica Exchange Lippert, Thomas 169 Design  ...  Implementation for Computational Grids Rood, Brent 42 Multi-State Grid Resource Availability Characterization Rossetto, A.G.M. 129 SuMMIT -A Framework for Coordinating Applications Execution  ... 
doi:10.1109/grid.2007.4354098 fatcat:bdepm2c3ajc2llfrcmioopsxve

Table of contents

2007 2007 8th IEEE/ACM International Conference on Grid Computing  
Epema) 34 High-Available Grid Services Through the Use of Virtualized Clustering (Javier Alonso, Luis Silva, Artur Andrzejak, Paulo Silva, Jordi Torres) 42 Multi-State Grid Resource Availability  ...  Characterization (Brent Rood, Michael J.  ... 
doi:10.1109/grid.2007.4354096 fatcat:j3f3nmlqgrhw7ppm6fcy2smtsq

Micro Grid Feasibility - A Multi-Scaling Approach

Dr Valsamma KM
2012 IOSR Journal of Engineering  
Applying the WTMM we will be able to verify that the time series of micro grid incorporated with renewable energy resources is a persistent series and this method can be used to compare the quality of  ...  the process using different mix of renewable resources.  ...  Solar Resource profile, (with clearness index 0.506 scaled down to 4.96 KWh/m2/day of annual solar radiation) and and wind resource ( with annual average wind speed 3.59 m/sec), available for a span of  ... 
doi:10.9790/3021-026113451351 fatcat:opgrzfrogbe4lj5nszb4kiatce

МУЛЬТИАГЕНТНЕ МОДЕЛЮВАННЯ В УПРАВЛІННІ ВІДНОВЛЮВАЛЬНИМИ РЕСУРСАМИ

Ю.О. Єрешко, А.М. Титаренко, І.Ю. Олещук
2018 Ekonomìčnij Vìsnik Nacìonalʹnogo Tehnìčnogo Unìversitetu Ukraïni "Kiïvsʹkij Polìtehnìčnij Institut  
The article is devoted to the research of the renewable resource management and, in particular, the multi-agent approach.  ...  The authors used the multi-agent approach in order to build a simulation of a renewable resource life cycle.  ...  available resource by the common algorithm.  ... 
doi:10.20535/2307-5651.15.2018.136117 fatcat:ykekjlewargyzk2bwhmckvbxuy

Enterprise Grids: Challenges Ahead

R. Jiménez-Peris, M. Patiño-Martínez, B. Kemme
2007 Journal of Grid Computing  
Grid technologies have matured over the last few years.  ...  Due to its success, the use of grid technology rapidly finds its introduction into other fields.  ...  Grids fail to support transactional applications and stateful applications requiring high availability.  ... 
doi:10.1007/s10723-007-9071-y fatcat:4or6vlihevfrhmjwmc2qhdz3ve

On Providing Quality of Service in Grid Computing through Multi-objective Swarm-Based Knowledge Acquisition in Fuzzy Schedulers

R.P. Prado, F. Hoffmann, S. Garcı´a-Galán, J.E. Muñoz Expósito, T. Bertram
2012 International Journal of Approximate Reasoning  
Fuzzy rule-based schedulers are emerging scheduling schemas in grid computing based on the efficient management of grid resources imprecise state and expert knowledge application to achieve an efficient  ...  In addition, the fuzzy scheduler with multi-objective learning results are compared to those of classical scheduling strategies in grid computing.  ...  The Metacentrum workload log was generously provided by the Czech National Grid Infrastructure Metacentrum.  ... 
doi:10.1016/j.ijar.2011.10.005 fatcat:nxq757r2hzcr5cjppb27o2k2qe

MLBLM: A Multi-level Load Balancing Mechanism in Agent-Based Grid [chapter]

Mohsen Amini Salehi, Hossain Deldari, Bahare Mokarram Dorri
2006 Lecture Notes in Computer Science  
In this paper, a Multi-level Load Balancing Method (MLBM) is proposed.  ...  Load balancing, has a considerable effect on the grid middleware performance. Current load balancing methods cannot satisfy all necessities for the grid.  ...  An ideal grid middleware should provide access to all the available resources seamlessly and fairly [1] .  ... 
doi:10.1007/11947950_18 fatcat:flzevpakszcdflrqj7basomnoa

Automated Forecasting Approach Minimizing Prediction Errors of CPU Availability in Distributed Computing Systems

N. Chabbah Sekma, A. Elleuch, N. Dridi
2016 International Journal of Intelligent Systems and Applications  
For a given volunteer resource, the proposed prediction system selects the appropriate predictor using the mult i-state based prediction technique.  ...  Index Terms-CPU availab ility prediction, predict ion system, mult ivariate time series, mult i-state based prediction, volunteer computing system.  ...  T he proposed multi-state availability modeling T able 2.  ... 
doi:10.5815/ijisa.2016.09.02 fatcat:yeskp5m5vvhcrh2ox2wd4fwcdq

Integrated multi-scale data analytics and machine learning for the distribution grid

Emma M. Stewart, Philip Top, Michael Chertkov, Deepjyoti Deka, Scott Backhaus, Andrey Lokhov, Ciaran Roberts, Val Hendrix, Sean Peisert, Anthony Florita, Thomas J. King, Matthew J. Reno
2017 2017 IEEE International Conference on Smart Grid Communications (SmartGridComm)  
local multi-variate analytics machine-learning-based applications.  ...  While some basic analysis into these data streams can provide a wealth of information, computational and human boundaries on performing the analysis are becoming significant, with more data and multi-objective  ...  available resources.  ... 
doi:10.1109/smartgridcomm.2017.8340693 dblp:conf/smartgridcomm/StewartTCDBLRHP17 fatcat:zmu4jrdptbfnrn2yne4kclksw4

A Grid Based Simulation Environment for Mobile Distributed Applications

Dawit Mengistu, Paul Davidsson, Lars Lundberg
2007 2007 International Conference on Multimedia and Ubiquitous Engineering (MUE'07)  
Since mobile devices can be modeled as autonomous intelligent agents, the multi agent based simulation (MABS) approach is useful for such applications.  ...  In this paper, we propose a MABS platform on the computational Grid for mobile distributed computing.  ...  Due to frequent changes in location and resource availability, applications in mobile environments should be able to adapt to fluctuations in resource availability and changes in the location of nodes.  ... 
doi:10.1109/mue.2007.16 dblp:conf/mue/MengistuDL07 fatcat:aifo62noyzfr3i457rgrpre4ni

A proposed framework for heuristic approaches to resource allocation in the emerging smart grid

T. Hansen, R. Roche, S. Suryanarayanan, H. J. Siegel, D. Zimmerle, P. M. Young, A. A. Maciejewski
2012 2012 IEEE International Conference on Power System Technology (POWERCON)  
stochastic nature of availability of highly dispersed resources.  ...  As smart grids introduce profound changes in the operation of the electric power industry, the need for efficient and robust resource allocation (RA) algorithms arises, especially due to the increasingly  ...  Like in the emerging smart grid, the availability of the resources may be stochastic in nature.  ... 
doi:10.1109/powercon.2012.6401462 fatcat:lysyhm34gfcjnitlf4niqno5ym

Resource Availability Prediction in the Grid: Taxonomy and Review of State of the Art

Mahreen Nasir, Farrukh Nadeem
2016 International Journal of Engineering and Applied Computer Science  
Efficient execution of various tasks on the grid comes with various challenges. One of them is to ensure that a particular resource remains available during the execution of task.  ...  The dynamic nature of resources makes it even more challenging to predict resource availability for complete task duration.  ...  A multistate grid resource availability characterization is presented in [13] . The authors propose a multistate model to determine the future availability of a resource.  ... 
doi:10.24032/ijeacs/0102/04 fatcat:fooh5vnzcjfulmwobz3v2v7jwi

Grid Resource Availability Prediction-Based Scheduling and Task Replication

Brent Rood, Michael J. Lewis
2009 Journal of Grid Computing  
A multi-state availability model can help improve scheduling performance by capturing the various ways a resource may be available or unavailable to the grid.  ...  This paper uses a multi-state model and analyzes a machine availability trace in terms of that model. Several prediction techniques then forecast resource transitions into the model's states.  ...  A strategy that considers process checkpointability, job length, and predicted resource reliability does the best job of using additional replicated operations to reduce job makespan.  ... 
doi:10.1007/s10723-009-9135-2 fatcat:ci5mrlg7lbhxnoqo4p6rap4zte
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