Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation
Chen, Tianyi; Ling, Qing; Giannakis, Georgios B.;
Subject: Computer Science - Distributed, Parallel, and Cluster Computing | Computer Science - Systems and Control
Network resource allocation shows revived popularity in the era of data deluge and information explosion. Existing stochastic optimization approaches fall short in attaining a desirable cost-delay tradeoff. Recognizing the central role of Lagrange multipliers in network... View more
 L. Tassiulas and A. Ephremides, “Stability properties of constrained queueing systems and scheduling policies for maximum throughput in multihop radio networks,” IEEE Trans. Automat. Contr., vol. 37, no. 12, pp. 1936-1948, Dec. 1992.
 S. H. Low and D. E. Lapsley, “Optimization flow control-I: basic algorithm and convergence,” IEEE/ACM Trans. Networking, vol. 7, no. 6, pp. 861-874, Dec. 1999.
 L. Georgiadis, M. Neely, and L. Tassiulas, “Resource allocation and crosslayer control in wireless networks,” Found. and Trends in Networking, vol. 1, pp. 1-144, 2006.
 M. J. Neely, “Stochastic network optimization with application to communication and queueing systems,” Synthesis Lectures on Communication Networks, vol. 3, no. 1, pp. 1-211, 2010.
 T. Chen, X. Wang, and G. B. Giannakis, “Cooling-aware energy and workload management in data centers via stochastic optimization,” IEEE J. Sel. Topics Signal Process., vol. 10, no. 2, pp. 402-415, Mar. 2016.
 T. Chen, Y. Zhang, X. Wang, and G. B. Giannakis, “Robust workload and energy management for sustainable data centers,” IEEE J. Sel. Areas Commun., vol. 34, no. 3, pp. 651-664, Mar. 2016.
 J. Gregoire, X. Qian, E. Frazzoli, A. de La Fortelle, and T. Wongpiromsarn, “Capacity-aware backpressure traffic signal control,” IEEE Trans. Control of Network Systems, vol. 2, no. 2, pp. 164-173, June 2015.
 S. Sun, M. Dong, and B. Liang, “Distributed real-time power balancing in renewable-integrated power grids with storage and flexible loads,” IEEE Trans. Smart Grid, 2016, to appear.
 A. Beck, A. Nedic, A. Ozdaglar, and M. Teboulle, “An O(1=k) gradient method for network resource allocation problems,” IEEE Trans. Control of Network Systems, vol. 1, no. 1, pp. 64-73, Mar. 2014.
 J. Liu, A. Eryilmaz, N. B. Shroff, and E. S. Bentley, “Heavy-ball: A new approach to tame delay and convergence in wireless network optimization,” in Proc. IEEE INFOCOM, San Francisco, CA, Apr. 2016.