Media Pembelajaran untuk Metode Penjadwalan First Come First Serve-Ejecting Based Dynamic Scheduling (FCFS-EDS) untuk MPI Job dalam Sistem Grid

Rusydi Umar, Ardi Pujiyanta


First Come First Serve-Ejecting Based Dynamic Scheduling (FCFS-EDS) adalah metode untuk menjadwalkan untuk MPI Job berdasarkan reservasi atau pemesanan. Message Passing Interface (MPI) adalah spesifikasi API yang mengijinkan aplikasi paralel untuk berkomunikasi dengan sesamanya dengan saling berkirim pesan. Penjadwalan FCFS-EDS masuk dalam kategori Flexible Advance Reservation, dinamik pada sudut pandang lojik. Oleh karena itu akan sulit dipahami dan dibayangkan karena hanya bersifat lojik saja. Untuk itulah perlu dibuat simulasi dari penjadwalan MPI job dengan metode FCFS-EDS, untuk membantu memahami proses penjadwalan MPI job dengan metode FCFS-EDS. Dengan simulasi ini pengguna dapat merubah-rubah parameter dalam penjadwalan MPI job dan melihat visualisasi dari penjadwalan MPI job dalam sudut pandang lojik, dan juga mengetahui bagaimana nantinya sebuah MPI job akan dieksekusi.


media pembelajaran;FCFS-EDS; Penjadwalan; simulasi;

Full Text:



W. Smith, I. Foster and V. Taylor, "Scheduling with Advanced Reservations," in 14th IEEE International Symposium on Parallel and Distributed Processing, pp. 127–132. IEEE Press, Cancun, 2000.

A. W. Mu’alem and D. G. Feitelson, "Utilization, Predictability, Workloads, and User Runtime Estimates in Scheduling the IBM SP2 with Backfilling," IEEE Transactions on Parallel and Distributed Systems, vol. 12, pp. 529-543, 2001

A. Sulistio and R. Buyya , "A Grid simulation infrastructure supporting advance reservation," in 16th International Conference on Parallel and Distributed Computing and Systems, pp. 1–7. ACTA Press, Calgary, 2004

U. Rusydi, A. Arun and C. R. Rao, "Advance Planning and Reservation in a Grid System," in NDT 2012. CCIS/LNCS, vol. 293, pp. 161-173. Springer, Heidelberg , Dubai, 2012

A. Oram, Peer-to-Peer: Harnessing the Power of Disruptive Technologies, California: O’Reilly Press, 2001

R. Buyya and A. Sulistiyo, "Service and Utility Oriented Distributed Computing Systems: Challenges and Opportunities for Modeling and Simulation Communities," in Proceeding of the 41st Annual Simulation Symposium, 2008 (ANSS-41 '08), pp. 68-81. IEEE Computer Society, Washington DC, 2008

J. Joshy and F. Craig, Grid Computing, New Jersey: Prentice Hall PTR, 2003

M. Daniel, A Networking Approach to Grid Computing, Hoboken, New Jersey: John Wiley & Sons, Inc, 2005

I. Foster and C. Kesselman, The Grid: Blueprint for a New Computing Infrastructure, San Fransisco: Morgan Kaufmann, 1999

C. S. Yeo, R. Buyya, M. D. de Assuncao and J. Yu, Utility Computing and Global Grids, New York: John Wiley & Sons, 2007

W. Cirne, D. Paranhos, L. Costa and E. Santos-Neto, "Running Bag-of-Tasks applications on computational grids: the MyGrid approach," in The 32nd International Conference on Parallel Processing, 2003 (ICPP 2003), pp. 407-416. IEEE Computer Society, Kaohsiung, Taiwan , 2003.

D. Abramson, J. Giddy and L. Kotler, "High Performance Parametric Modeling with Nimrod/G: Killer Application for the Global Grid?," in The 14th International Parallel and Distributed Processing Symposium (IPDPS'00), pp. 520-528, IEEE Press, Cancun, 2000

L. B. Costa, L. Feitosa, E. Araujo, C. Mendes, R. Coelho, W. Cirne and D. Fireman, "MyGrid: A complete solution for running bag-of-tasks applications," in 22nd Brazilian Symposium on Computer Networks (SBRC'04), IEEE Press , Brazil, 2004.

R. Buyya, D. Abramson and J. Giddy, "Architecture for a Resource Management and Scheduling System in a Global Computational Grid," in 4th International Conference & Exhibition on High Performance Computing in Asia-Pacific Region (HPC Asia'00), pp. 283-289, IEEE Press, Beijing, 2000

D. P. Anderson, J. Cobb , E. Korpela, M. Lebofsky and D. Werthimer, "SETI@home: an experiment in public-resource computing," Communications of the ACM, vol. 45, no. 11, pp. 56-61, 2002

S. Graupner, J. Pruyne and S. Singhal , "Making the Utility Data Center a Power Station for the Enterprise Grid," Hewlett-Packard Laboratories, Internet and Computing Platforms Research Center, Palo Alto, 2003

R. Buyya and S. Venugopal, "The Gridbus Toolkit for Service Oriented Grid and Utility Computing: An Overview and Status Report," in 1st International Workshop on Grid Economics and Business Models (GECON'04), pp. 19-66, IEEE Press, Seoul, 2004

A. Chervenak, I. Foster, C. Kesselman, C. Salisbury and S. Tuecke, "The Data Grid: Towards an Architecture for the Distributed Management and Analysis of Large Scientific Datasets," Network and Computer Applications, vol. 23, pp. 187-200, 2001.

W. Hoschek, F. J. Jaen-Martinez, A. Samar, H. Stockinger and K. Stockinger, "Data management in an international data grid project," in 1st International Workshop on Grid Computing (Grid'00), pp. 77-79, Springer-Verlag, London, 2000.

M. J. Mineter, C. H. Jarvis and S. Dowers, "From stand-alone programs towards grid-aware services and components: a case study in agricultural modeling with interpolated climate data," Environmental Modelling and Software, vol. 18, no. 4, pp. 379-391, 2003.

Avaki EII - Enterprise Data Integration Sofware, [Online]. Available:

Biogrid Project, [Online]. Available:

International Virtual Observatory Alliance, [Online]. Available:

LCG Computing Fabric Area, [Online]. Available:

M. Cannataro and D. Talia, "The Knowledge Grid," Communications of the ACM, vol. 46, no. 1, pp. 89-93, 2003.

K. Seymour, A. YarKhan, S. Agrawal and J. Dongarra, "NetSolve: Grid Enabling Scientific Computing Environments," Grid Computing and New Frontiers of High Performance Processing, vol. 14, pp. 33-51, 2005.

K. Seymour, A. YarKhan, S. Agrawal and J. Dongarra, "NetSolve: Grid Enabling Scientific Computing Environments," Grid Computing and New Frontiers of High Performance Processing, vol. 14, pp. 33-51, 2005.

L. Childers, T. Disz, R. Olson, M. E. Papka, R. Stevens and T. Udeshi, "Access Grid: Immersive Group-to-Group Collaborative Visualization," in The 4th International Immersive Projection Technology Workshop, Ames, USA, 2000.

B. Jacob, L. Ferreira, N. Bieberstein, C. Gilzean, J. Girard, R. Strachowski and S. Yu, Enabling Applications for Grid Computing with Globus, USA: IBM Corporation , 2003

I. Foster and C. Kesselman, The Grid 2: Blueprint for a New Computing Infrastructure, Los Altos, California: Morgan Kaufmann, 2004

A. Z. Isah and H. Safwana, "Resource Management in Grid Computing: A Review," Greener Journal of Science Engineering and Technological Research, vol. 2, no. 1, pp. 24-31, 2012

M. S. Jennifer, "Ten Actions When Grid Scheduling: The User as a Grid Scheduler," in Grid Resource Management: State of the Art and Future Trends, Norwell, MA, USA, Kluwer Academic Publishers, 2004, pp. 15-24

S. Uwe and Y. Ramin, "Attributes for Communication Between Grid Scheduling Instances," in Grid Resource Management: State of the Art and Future Trends, Norwell, MA, USA, Kluwer Academic Publishers, 2004, pp. 41-52

K. Hwang and Z. Xu, Scalable Parallel Computing: Technology, Architecture, Programming, New York: WCB/McGraw-Hill, 1998

P. T. Matthew and S. K. W. Johnny, "A Task Migration Algorithm for Heterogeneous Distributed Computing Systems," System and Software, vol. 41, pp. 175-188, 1998

Bagui, S, “Reasons for increased learning using multimedia,” Journal of Educational Multimedia and Hypermedia, vol 7, pp. 3-18. 1998

Daniels, L. “Audio vision: Audio-visual interaction in desktop multimedia. Imagery and visual literacy”, Selected readings from the annual conference of the international visual literacy association (26th, Tempe, Arizona). pp. 57-63, 1995

Ellis, T., “Animating to Build Higher Cognitive Understanding: A Model for Studying Multimedia Effectiveness in Education”, Journal of Engineering Education, Vol. 93, No. 1, pp. 59–64, 2004

McCarthy, B. “A tale of four learners: 4MAT’s learning styles” Educational Leadership, Vol 54, No. 1, pp. 46-52, 1997

Riding, R. & Grimley, M., “Cognitive style, gender and learning from multimedia materials in 11-year old children”, British Journal of Educational Technology, Vol 30, No 1, pp. 43-56, 1999

Umar, R., & Pujiyanta, A, “Development of First Come First Serve-Ejecting Based Dynamic Scheduling (FCFS-EDS) Simulation Scheduling Method for MPI Job in a Grid System”, Journal of Engineering and Applied Sciences, 12(8), 1972-1978., 2017


  • There are currently no refbacks.