Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
research-article

Application-level scheduling with probabilistic deadline constraints

Published: 01 June 2016 Publication History

Abstract

Opportunistic scheduling of delay-tolerant traffic has been shown to substantially improve spectrum efficiency. To encourage users to adopt delay-tolerant scheduling for capacity-improvement, it is critical to provide guarantees in terms of completion time. In this paper, we study application-level scheduling with deadline constraints, where the deadline is pre-specified by users/applications and is associated with a deadline violation probability. To address the exponentially-high complexity due to temporally-varying channel conditions and deadline constraints, we develop a novel asymptotic approach that exploits the largeness of the network to our advantage. Specifically, we identify a lower bound on the deadline violation probability, and propose simple policies that achieve the lower bound in the large-system regime. The results in this paper thus provide a rigorous analytical framework to develop and analyze policies for application-level scheduling under very general settings of channel models and deadline requirements. Further, based on the asymptotic approach, we propose the notion of Application-Level Effective Capacity region, i.e., the throughput region that can be supported subject to deadline constraints, which allows us to quantify the potential gain of application-level scheduling. Simulation results show that application-level scheduling can improve the system capacity significantly while guaranteeing the deadline constraints.

References

[1]
H. Wu, X. Lin, X. Liu, and Y. Zhang, "Application-level scheduling with deadline constraints," in IEEE INFOCOM, Toronto, ON, Canada, 2014, pp. 2436--2444.
[2]
M. Ra, J. Paek, A. Sharma, R. Govindan, M. Krieger, and M. Neely, "Energy-delay tradeoffs in smartphone applications," in Proc. ACM MobiSys'10, San Francisco, CA, USA, Jun. 2010, pp. 255--270.
[3]
I. Trestian, S. Ranjan, A. Kuzmanovic, and A. Nucci, "Taming user-generated content in mobile networks via drop zones," in Proc. IEEE INFOCOM, Shanghai, China, Apr. 2011, pp. 2840--2848.
[4]
X. Liu, E. K. P. Chong, and N. B. Shroff, "A framework for opportunistic scheduling in wireless networks," Computer Netw., vol. 41, no. 4, pp. 451--474, Mar. 2003.
[5]
A. Jalali, R. Padovani, and R. Pankaj, "Data throughput of CDMA-HDR a high efficiency-high dara rate personal communication wireless system," in Proc. IEEE VTC, 2000, pp. 1854--1858.
[6]
M. Andrews, K. Kumaran, K. Ramanan, A. Stolyar, P. Whiting, and R. Vijayakumar, "Providing quality of service over a shared wireless link," IEEE Commun. Mag., vol. 39, no. 2, pp. 150--154, Feb. 2001.
[7]
A. K.-L. Mok, "Fundamental design problems of distributed systems for the hard-real-time environment," Ph.D. dissertation, MIT, Cambridge, MA, May 1983.
[8]
S. Shakkottai and R. Srikant, "Scheduling real-time traffic with deadlines over a wireless channel," Networks, vol. 8, no. 1, pp. 13--26, Jan. 2002.
[9]
I.-H. Hou and R. Singh, "Capacity and scheduling of access points for multiple live video streams," in Proc. ACM MobiHoc '13, Bangalore, India, Aug. 2013, pp. 267--270.
[10]
J. J. Jaramillo, R. Srikant, and L. Ying, "Scheduling for optimal rate allocation in Ad Hoc netorks with heterogeneous delay constraints," IEEE J. Sel. Areas in Commun., vol. 29, no. 5, pp. 979--987, May 2011.
[11]
M. Proebster, M. Kaschub, T. Werthmann, and S. Valentin, "Context-aware resource allocation for cellular wireless networks," EURASIP J. Wireless Commun. Netw., Jul. 2012.
[12]
I.-H. Hou and P. Kumar, "Utility-optimal scheduling in time-varying wireless networks with delay constraints," in Proc. ACM MobiHoc, 2010, pp. 31--40.
[13]
X. Lin, N. B. Shroff, and R. Srikant, "A tutorial on cross-layer optimization in wireless networks," IEEE J. Sel. Areas in Commun., vol. 24, no. 8, pp. 1452--1463, Aug. 2006.
[14]
U. Ayesta, M. Erausquin, M. Jonckheere, and I. M. Verloop, "Scheduling in a random environment: Stability and asymptotic optimality," IEEE/ACM Trans. Netw., vol. 21, no. 1, pp. 258--271, Feb. 2013.
[15]
B. Sadiq and G. de Veciana, "Throughput optimality of delay-driven MaxWeight scheduler for a wireless system with flow dynamics," in Proc. 47th Annu. Allerton Conf. on Commun., Control, Comput., Sep.--Oct. 2009, pp. 1097--1102.
[16]
M. J. Neely, "Opportunistic scheduling with worst case delay guarantees in single and multi-hop networks," in Prof. IEEE INFOCOM, 2011, pp. 1728--1736.
[17]
A. Fu, E. Modiano, and J. N. Tsitsiklis, "Optimal transmission scheduling over a fading channel with energy and deadline constraints," IEEE Trans. Wireless Commun., vol. 5, no. 3, pp. 630--641, Mar. 2006.
[18]
M. Zafer and E. Modiano, "Minimum energy transmission over a wireless channel with deadline and power constraints," IEEE Trans. Autom. Control, vol. 54, no. 12, pp. 2841--2852, Dec. 2009.
[19]
J. Lee and N. Jindal, "Asymptotically optimal policies for hard-deadline scheduling over fading channels," IEEE Trans. Inf. Theory, vol. 59, no. 4, pp. 2482--2500, Apr. 2013.
[20]
C. Courcoubetis and R. Weber, "Buffer overflow asymptotics for a buffer handling many traffic sources," J. Appl. Probability, pp. 886--903, 1996.
[21]
S. Ha, S. Sen, C. Joe-Wong, Y. Im, and M. Chiang, "TUBE: Time-dependent pricing for mobile data," in Proc. ACM SIGCOMM'12, Helsinki, Finland, Aug. 2012, pp. 247--258.
[22]
R. Margolies et al., "Exploiting mobility in proportional fair cellular scheduling: Measurements and algorithms," in Proc. IEEE INFOCOM, 2014, pp. 1339--1347.
[23]
A. Seetharam, K. Kurose, D. Goeckel, and G. Bhanage, "A Markov chain model for coarse timescale channel variation in an 802.16e wireless network," in Proc. IEEE INFOCOM'12, Mar. 2012, pp. 1800--1801.
[24]
A. J. Nicholson and B. D. Noble, "Breadcrumbs: Forecasting mobile connectivity," in Proc. ACM MobiCom'08, New York, NY, USA, 2008, pp. 46--57.
[25]
A. Balasubramanian, R. Mahajan, and A. Venkataramani, "Augmenting mobile 3G using WiFi," in Proc. ACM MobiSys, 2010, pp. 209--222.
[26]
"Physical layer aspects for evolved Universal Terrestrial Radio Access (UTRA)," 3rd Generation Partnership Project, Valbonne, France, 3GPP TR 25.814 V7.1.0, Sep. 2006.
[27]
S. Borst, "User-level performance of channel-aware scheduling algorithms in wireless data networks," IEEE/ACM Trans. Netw., vol. 13, no. 3, pp. 636--647, Jun. 2005.
[28]
S. Liu, L. Ying, and R. Srikant, "Throughput-optimal opportunistic scheduling in the presence of flow-level dynamics," IEEE/ACM Trans. Netw., vol. 19, no. 4, pp. 1057--1070, Aug. 2011.
[29]
H. Wu, Y. Zhang, and X. Liu, "Laxity-based opportunistic scheduling with flow-level dynamics and deadlines," in IEEE Wireless Commun. Netw. Conf. (WCNC), Shanghai, China, Apr. 2013.
[30]
B. Li, A. Eryilmaz, and R. Srikant, "On the universality of age-based scheduling in wireless networks," in Proc. IEEE INFOCOM'15, Hong Kong, Apr. 2015.
[31]
R. Bellman, "Dynamic programming and lagrange multipliers," Proc. Nat. Acad. Sci. USA, vol. 42, no. 10, pp. 767--769, 1956.
[32]
D. Wu and R. Negi, "Effective capacity: A wireless link model for support of quality of service," IEEE Trans. Wireless Commun., vol. 2, no. 4, pp. 630--643, 2003.
[33]
S. M. Ross, Introduction to Probability Models, 10th ed. New York, NY, USA: Academic, 2010.
[34]
R. Irmer, Ed., "NGMN radio access performance evaluation methodology," MGMN White Paper, NGMN Alliance, Jan. 2008.
[35]
E. Hyytiä and J. Virtamo, "Random waypoint mobility model in cellular networks," J. Wireless Netw., vol. 13, no. 2, pp. 177--188, Apr. 2007.
[36]
J. Kleinberg and E. Tardos, Algorithm Design. Cambridge, U.K.: Cambridge Univ. Press, 2005, ch. 2.

Cited By

View all

Recommendations

Comments

Information & Contributors

Information

Published In

cover image IEEE/ACM Transactions on Networking
IEEE/ACM Transactions on Networking  Volume 24, Issue 3
June 2016
638 pages
ISSN:1063-6692
  • Editor:
  • R. Srikant
Issue’s Table of Contents

Publisher

IEEE Press

Publication History

Published: 01 June 2016
Published in TON Volume 24, Issue 3

Author Tags

  1. asymptotically optimal policies
  2. deadline constraints
  3. wireless scheduling

Qualifiers

  • Research-article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)2
  • Downloads (Last 6 weeks)0
Reflects downloads up to 09 Nov 2024

Other Metrics

Citations

Cited By

View all

View Options

Get Access

Login options

Full Access

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media