Hybrid Genetic Algorithms for Scheduling High-Speed Multimedia Systems

Oluwadare Samuel Adebayo; Olabode Olatunbosun; Iwasokun Gabriel Babatunde

Hybrid Genetic Algorithms for Scheduling High-Speed Multimedia Systems

Oluwadare Samuel Adebayo * §

Contact

Olabode Olatunbosun

Contact

Iwasokun Gabriel Babatunde

Contact

§ The Federal University of Technology, Akure, Nigeria

Hybrid Genetic Algorithms for Scheduling High-Speed Multimedia Systems

Article Fingerprint

ReserarchID

CST763P8

Hybrid Genetic Algorithms for Scheduling High-Speed Multimedia Systems Banner

Key Research Insights

Synthesized scholarly intelligence & interactive research assistant

This converted HTML version may contain rendering inconsistencies. Please refer to the PDF for the authoritative version, or click here to provide feedback.

Abstract

It has been observed that most conventional operating systems could not cope with the scheduling of multimedia tasks owing to the large size of these files. For instance, processing of multimedia tasks using the traditional operating systems are fraught with problems such as low quality of service and delay jitters. In order to address these problems, a scheduling algorithm christened hybrid genetic algorithm for multimedia task scheduling (HGAMTS) was developed. It employed heuristic knowledge of the problem domain to model a hybrid genetic algorithm in a multiprocessor environment. The system is made up of the scheduler model and the task model. The scheduler model consist a centralized dynamic scheduling scheme. In this scheme, all tasks arrive at a central processor (scheduler). The model has a minimum of five and maximum of ten processors. Attached to each processor is a dispatch queue.

References

25 Cites in Article

Reference Format

1. C Alberto,G Pico,Wainwright (1994). Dynamic Scheduling of Computer Tasks using Genetic Algorithms. Proc. of the first IEEE Conference on Evolutionary Computation, IEEE World Congress on Computation Intelligence, 829-833.
2. Himanshi Arora,Deepanshu Arora,Bagish Goel,Parita Jain (2013). An Improved CPU Scheduling Algorithm. International Journal of Applied Information Systems, 6(6), 7-9.
3. S Brandt,S Banachowski,Caixue Lin,T Bisson (2003). Dynamic integrated scheduling of hard real-time, soft real-time, and non-real-time processes. Proceedings. 2003 International Symposium on System-on-Chip (IEEE Cat. No.03EX748), 396-407.
4. G Chen,O Ozturk,M Kandemir (2005). An adaptive locally-conscious process scheduler for embedded systems. Proc. 11 th IEEE Real-Time and Embedded Technology and Applications Symposium, 354-364.
5. C Chiu-Hung,L Tung-Kuan,C Jyh-Horng,T Chung-Hung,Hsiu (2015). Optimization of teacher volunteer transferring problems using greedy genetic algorithms. Expert Systems with Applications, 42, 668-678.
6. V Faghihi,K Reinschmidt,J Kang (2014). Construction scheduling using Genetic Algorithm based on Building Information Model. Expert Systems with Applications, 41, 7565-7578.
7. Pawan Goyal,Xingang Guo,Harrick Vin (1996). A hierarchial CPU scheduler for multimedia operating systems. Proceedings of the second USENIX symposium on Operating systems design and implementation, 107-121.
8. M Hamzeh,S Fakhraie,C Lucas (2007). Soft real-time fuzzy task scheduling for multiprocessor systems. Int. Journal of Intelligent Technology, 2(4), 211-236.
9. F Khan,K Govil (2013). Cost Optimization Technique of Task Allocation in Heterogeneous Distributed Computing System. Int. J. Advanced Networking and Applications, 05(03), 1913-1916.
10. J Lee,A Tiao,J Yen (1994). A fuzzy rule-based approach to real-time scheduling. Proceedings of 1994 IEEE 3rd International Fuzzy Systems Conference, 2, 1394-1399.
11. I Leslie,D Mcauley,R Black,T Roscoe,P Barham,D Evers,Fairbairns,R Hyden (1996). The design and implementation of an operating system to support distributed multimedia applications. IEEE Journal on selected areas in communications, 14(7), 1280-1297.
12. C Liu,James Layland (1973). Scheduling Algorithms for Multiprogramming in a Hard-Real-Time Environment. Journal of the ACM, 20(1), 46-61.
13. A Mahmood (2000). A Hybrid Scheduling Algorithm for Task Scheduling in Multiprocessor Real-Time Systems. A Hybrid Scheduling Algorithm for Task Scheduling in Multiprocessor Real-Time Systems
14. J Neih,M Lam (1997). The design, implementation and evaluation of SMART: a scheduler for multimedia applications. Proc. of 16 th ACM sypm. on operating system principles (SOSP'97), 184-197.
15. C Notario,Rogier Baert,R,D' Hondt,M (2012). Multi-Objective Genetic Algorithm for Task Assignment on Heterogeneous Nodes. International Journal of Digital Multimedia Broadcasting, 12.
16. Samuel Oluwadare,Basil Akinnuli (2011). A MIXED INTEGER LINEAR PROGRAMMING MODEL FOR REAL-TIME TASK SCHEDULING IN MULTIPROCESSOR COMPUTER SYSTEM. Journal of Information and Communication Technology, 11
17. Jaebeom Park,J Yoo (2010). Hardware-Aware Rate Monotonic Scheduling Algorithm for Embedded Multimedia Systems. ETRI Journal, 32(5), 657-664.
18. T Plagemann,V Goebel,P Halvorsen,O Anshus (2000). Operating system support for multimedia systems. The Computer Communications Journal, 3(3), 267-289.
19. K Ramamritham (1996). Dynamic Priority Scheduling, Real-time Systems Specification, Verification and Analysis. Dynamic Priority Scheduling, Real-time Systems Specification, Verification and Analysis
20. M Sabeghi,M Naghibzadeh,T Taghavi (2006). Scheduling non-preemptive periodic tasks in soft real-time systems using fuzzy inference. Proc. 9 th IEEE Intl. Symp. Object and Component-Oriented Real-Time Distributed Computing, 27-32.
21. M Seyed,H Said,M Omid (2014). A genetic algorithm for optimization of integrated scheduling of cranes, vehicles, and storage platforms at automated container terminals. Journal of Computational and Applied Mathematics, 270, 545-556.
22. S Sutar,J Sawant,J Jadhav (2006). Task Scheduling for Multiprocessor Systems using Memetic Algorithms. Task Scheduling for Multiprocessor Systems using Memetic Algorithms, 27-28.
23. A Tanenbaum (1994). Distributed operating systems. Distributed operating systems, 250-275.
24. N Thai (2002). Real-time scheduling in distributed systems. Proceedings. International Conference on Parallel Computing in Electrical Engineering, 165-170.
25. D Yau,S Lam (1996). Operating system techniques for distributed multimedia. Operating system techniques for distributed multimedia

Download References

Funding

No external funding was declared for this work.

Conflict of Interest

The authors declare no conflict of interest.

Ethical Approval

No ethics committee approval was required for this article type.

Data Availability

Not applicable for this article.

How to Cite This Article

Oluwadare Samuel Adebayo, Olabode Olatunbosun, Iwasokun Gabriel Babatunde. 2015. "Hybrid Genetic Algorithms for Scheduling High-Speed Multimedia Systems". Global Journal of Computer Science and Technology - B: Cloud & Distributed GJCST-B Volume 15 (GJCST Volume 15 Issue B4).

More Citation Formats

Select Citation Style:

Download Citation

GJCST Volume 15 Issue B4

Explore Journals Explore Volume Read This Issue

Journal Specifications

Crossref Journal DOI 10.17406/gjcst

Print ISSN 0975-4350

e-ISSN 0975-4172

Keywords

Not Found

Classification

GJCST-B Classification B.2.4

Submission ReceivedDecember 14, 2014
Peer Review Double Blind
Handling Editor
Accepted January 4, 2015
Published January 15, 2015

Version of record

v1.2

Issue date

October 5, 2015

Language

English

Order Article Reprint

Experiance in AR

Explore published articles in an immersive Augmented Reality environment. Our platform converts research papers into interactive 3D books, allowing readers to view and interact with content using AR and VR compatible devices.

View in VR

Read in 3D

Your published article is automatically converted into a realistic 3D book. Flip through pages and read research papers in a more engaging and interactive format.

View in 3D

Article Matrices

Total Score: 144

Country: Nigeria

Subject: Global Journal of Computer Science and Technology

Authors: Oluwadare Samuel Adebayo, Olabode Olatunbosun, Iwasokun Gabriel Babatunde, Akinyede Raphael Olufemi (PhD/Dr. count: 0)

View Count (all-time): 497

Total Views (Real + Logic): 2428

Total Downloads (simulated): 145

Publish Date: 2015 01, Thu

Monthly Totals (Real + Logic):

Month 1: 48 views
Month 2: 35 views
Month 3: 29 views
Month 4: 30 views
Month 5: 30 views
Month 6: 27 views
Month 7: 29 views
Month 8: 43 views
Month 9: 25 views
Month 10: 39 views
Month 11: 28 views
Month 12: 27 views
Month 13: 35 views
Month 14: 24 views
Month 15: 39 views
Month 16: 42 views
Month 17: 38 views
Month 18: 27 views
Month 19: 23 views
Month 20: 26 views
Month 21: 13 views
Month 22: 30 views
Month 23: 11 views
Month 24: 24 views
Month 25: 16 views
Month 26: 40 views
Month 27: 24 views
Month 28: 42 views
Month 29: 37 views
Month 30: 14 views
Month 31: 48 views
Month 32: 35 views
Month 33: 45 views
Month 34: 28 views
Month 35: 22 views
Month 36: 35 views
Month 37: 24 views
Month 38: 30 views
Month 39: 34 views
Month 40: 24 views
Month 41: 37 views
Month 42: 23 views
Month 43: 31 views
Month 44: 41 views
Month 45: 32 views
Month 46: 43 views
Month 47: 32 views
Month 48: 34 views
Month 49: 35 views
Month 50: 20 views
Month 51: 32 views
Month 52: 22 views
Month 53: 17 views
Month 54: 29 views
Month 55: 24 views
Month 56: 40 views
Month 57: 30 views
Month 58: 24 views
Month 59: 25 views
Month 60: 14 views
Month 61: 26 views
Month 62: 29 views
Month 63: 25 views
Month 64: 32 views
Month 65: 30 views
Month 66: 28 views
Month 67: 19 views
Month 68: 16 views
Month 69: 37 views
Month 70: 17 views
Month 71: 44 views
Month 72: 35 views
Month 73: 30 views
Month 74: 18 views
Month 75: 20 views
Month 76: 45 views
Month 77: 21 views
Month 78: 28 views
Month 79: 32 views
Month 80: 38 views
Month 81: 28 views
Month 82: 22 views
Month 83: 36 views
Month 84: 35 views
Month 85: 38 views
Month 86: 28 views
Month 87: 28 views
Month 88: 15 views
Month 89: 32 views
Month 90: 27 views
Month 91: 37 views
Month 92: 32 views
Month 93: 49 views
Month 94: 42 views
Month 95: 22 views
Month 96: 35 views
Month 97: 38 views
Month 98: 22 views
Month 99: 14 views
Month 100: 21 views
Month 101: 32 views
Month 102: 30 views
Month 103: 34 views
Month 104: 23 views
Month 105: 43 views
Month 106: 35 views
Month 107: 38 views
Month 108: 18 views
Month 109: 30 views
Month 110: 26 views
Month 111: 21 views
Month 112: 31 views
Month 113: 36 views
Month 114: 28 views
Month 115: 17 views
Month 116: 37 views
Month 117: 33 views
Month 118: 34 views
Month 119: 41 views
Month 120: 24 views
Month 121: 15 views
Month 122: 36 views
Month 123: 31 views
Month 124: 33 views
Month 125: 79 views
Month 126: 41 views
Month 127: 48 views
Month 128: 53 views
Month 129: 51 views
Month 130: 22 views
Month 131: 21 views
Month 132: 26 views
Month 133: 34 views
Month 134: 40 views
Month 135: 29 views
Month 136: 26 views
Month 137: 39 views
Month 138: 46 views
Month 139: 52 views
Month 140: 40 views
Month 141: 43 views

Total Views: 2.4K

Total Downloads: 145

All Trends