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Erschienen in: Peer-to-Peer Networking and Applications 5/2018

15.09.2017

Adaptive Flow Rate Control for Network Utility Maximization Subject to QoS Constraints in Wireless Multi-hop Networks

verfasst von: Tao Wang, Zheng Yao, Baoxian Zhang, Cheng Li, Kun Hao

Erschienen in: Peer-to-Peer Networking and Applications | Ausgabe 5/2018

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Abstract

In this paper, we study the problem of network utility maximization subject to QoS constraints in a wireless multi-hop network. Recently, virtual queues based cross-layer solution has been proposed to address this issue. Virtual queues can share the burden of the actual queues and also control the lengths of actual queues to ensure certain QoS constraints. In this paper, we introduce link reliability into the virtual queue models and optimization objective and accordingly present a fully distributed adaptive CSMA based flow rate control algorithm (AFCA) to achieve network utility maximization subject to QoS constraints. We analyze AFCA’s stability property and its near-optimality in network utility maximization while satisfying given QoS constraints. We reveal the relationship between various key parameters in AFCA and resulting network utility. Simulation results validate the effectiveness of our analytical results.

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Fußnoten
1
In this paper, we assume that it is upper layer’s duty (e.g., transport layer or application layer) to recover those lost packets and we will touch how such packet recovery is realized in the rest of this paper.
 
Literatur
1.
Zurück zum Zitat Low SH, Lapsley DE (1999) Optimization Flow Control, I: Basic Algorithm and Convergence. IEEE/ACM Trans Networking 7(6):861–874CrossRef Low SH, Lapsley DE (1999) Optimization Flow Control, I: Basic Algorithm and Convergence. IEEE/ACM Trans Networking 7(6):861–874CrossRef
2.
Zurück zum Zitat Chiang M, Low SH, Calderbank RA, Doyle JC (2007) Layering as optimization decomposition - A mathematical theory of network architectures. Proc IEEE 95(1):255–312CrossRef Chiang M, Low SH, Calderbank RA, Doyle JC (2007) Layering as optimization decomposition - A mathematical theory of network architectures. Proc IEEE 95(1):255–312CrossRef
3.
Zurück zum Zitat Lin X, Shroff NB, Srikant R (2008) On the connection-level stability of congestion-controlled communication networks. IEEE Trans Inf Theory 54(5):2317–2338MathSciNetCrossRefMATH Lin X, Shroff NB, Srikant R (2008) On the connection-level stability of congestion-controlled communication networks. IEEE Trans Inf Theory 54(5):2317–2338MathSciNetCrossRefMATH
4.
Zurück zum Zitat Li Y, Chiang M, Calderbank AR, Diggavi SN (2009) Optimal rate-reliability-delay tradeoff in networks with composite links. IEEE/ACM Trans Networking 57(5):1390–1401 Li Y, Chiang M, Calderbank AR, Diggavi SN (2009) Optimal rate-reliability-delay tradeoff in networks with composite links. IEEE/ACM Trans Networking 57(5):1390–1401
5.
Zurück zum Zitat Pongsajapan J, Low SH (2007) Reverse engineering TCP/IP-like networks using delay-sensitive utility functions. In: Proc. of IEEE INFOCOM’07. Anchorage, pp 418–426 Pongsajapan J, Low SH (2007) Reverse engineering TCP/IP-like networks using delay-sensitive utility functions. In: Proc. of IEEE INFOCOM’07. Anchorage, pp 418–426
6.
Zurück zum Zitat Neely M (2011) Opportunistic scheduling with worst case delay guarantees in single and multi-hop networks. In: Proc. of IEEE INFOCOM’11. Shanghai, pp 1728–1736 Neely M (2011) Opportunistic scheduling with worst case delay guarantees in single and multi-hop networks. In: Proc. of IEEE INFOCOM’11. Shanghai, pp 1728–1736
7.
Zurück zum Zitat Neely MJ, Modiano E, Rohrs CE (2005) Dynamic Power Allocation and Routing for time varing wireless networks. IEEE J Sel Areas Commun 23(1):98–103CrossRef Neely MJ, Modiano E, Rohrs CE (2005) Dynamic Power Allocation and Routing for time varing wireless networks. IEEE J Sel Areas Commun 23(1):98–103CrossRef
8.
Zurück zum Zitat Neely MJ, Modiano E, Li CP (2008) Fairness and optimal stochastic control for heterogeneous networks. IEEE/ACM Trans Networking 16(2):396–409CrossRef Neely MJ, Modiano E, Li CP (2008) Fairness and optimal stochastic control for heterogeneous networks. IEEE/ACM Trans Networking 16(2):396–409CrossRef
9.
Zurück zum Zitat Wang X, Kar K (2006) Cross-layer rate optimization for proportional fairness in multihop wireless networks with random access. IEEE J Sel Areas Commun 24(8):1548–1559CrossRef Wang X, Kar K (2006) Cross-layer rate optimization for proportional fairness in multihop wireless networks with random access. IEEE J Sel Areas Commun 24(8):1548–1559CrossRef
10.
Zurück zum Zitat Xue D, Ekici E (2013) Delay-guaranteed cross-Layer scheduling in multihop wireless networks. IEEE/ACM Trans Networking 21(6):1696–1707CrossRef Xue D, Ekici E (2013) Delay-guaranteed cross-Layer scheduling in multihop wireless networks. IEEE/ACM Trans Networking 21(6):1696–1707CrossRef
11.
Zurück zum Zitat Huynh T, Pham N, Lee S, Hwang W (2015) Dynamic Control Policy for Delay Guarantees in Multi-hop Wireless Networks. Wireless Personal Communications: An International Journal 80(2):647–670CrossRef Huynh T, Pham N, Lee S, Hwang W (2015) Dynamic Control Policy for Delay Guarantees in Multi-hop Wireless Networks. Wireless Personal Communications: An International Journal 80(2):647–670CrossRef
12.
Zurück zum Zitat Jiang L, Walrand J (2010) A Distributed CSMA Algorithm for Throughput and Utility Maximization in wireless networks. IEEE/ACM Trans Networking 18(3):960–972CrossRef Jiang L, Walrand J (2010) A Distributed CSMA Algorithm for Throughput and Utility Maximization in wireless networks. IEEE/ACM Trans Networking 18(3):960–972CrossRef
13.
Zurück zum Zitat Liew SC, Kai CH, Leung HC, Wong P (2010) Back-of-the-envelope computation of throughput distributions in CSMA wireless networks. IEEE Trans Mob Comput 9(9):1319–1331CrossRef Liew SC, Kai CH, Leung HC, Wong P (2010) Back-of-the-envelope computation of throughput distributions in CSMA wireless networks. IEEE Trans Mob Comput 9(9):1319–1331CrossRef
14.
Zurück zum Zitat Deng X, He L, Zhu C, Dong M, Ota K, Cai L (2016) QoS-Aware and Load-Balance Routing for IEEE 802.11s Based Neighborhood Area Network in Smart Grid. Wirel Pers Commun 89(4):1065–1088CrossRef Deng X, He L, Zhu C, Dong M, Ota K, Cai L (2016) QoS-Aware and Load-Balance Routing for IEEE 802.11s Based Neighborhood Area Network in Smart Grid. Wirel Pers Commun 89(4):1065–1088CrossRef
15.
Zurück zum Zitat Ota K, Dong M, Chen X, Liu A, Chen Z (2013) Cross layer optimal design for wireless sensor networks under rayleigh fast fading channels. In: Proc. of IEEE HPCC/EUC’13. Zhangjiajie, pp 183–189 Ota K, Dong M, Chen X, Liu A, Chen Z (2013) Cross layer optimal design for wireless sensor networks under rayleigh fast fading channels. In: Proc. of IEEE HPCC/EUC’13. Zhangjiajie, pp 183–189
16.
Zurück zum Zitat Dong M, Ota K, Liu A, Guo M (2016) Joint Optimization of Lifetime and Transport Delay under Reliability Constraint Wireless Sensor Networks. IEEE Trans Parallel Distrib Syst 27(1):225–236CrossRef Dong M, Ota K, Liu A, Guo M (2016) Joint Optimization of Lifetime and Transport Delay under Reliability Constraint Wireless Sensor Networks. IEEE Trans Parallel Distrib Syst 27(1):225–236CrossRef
17.
Zurück zum Zitat Li Y, Papachristodoulou A, Chiang M, Calderbank AR (2011) Congestion control and its stability in networks with delay sensitive traffic. Comput Netw 55:20–32CrossRefMATH Li Y, Papachristodoulou A, Chiang M, Calderbank AR (2011) Congestion control and its stability in networks with delay sensitive traffic. Comput Netw 55:20–32CrossRefMATH
18.
Zurück zum Zitat Giaccone P, Leonardi E, Shah D (2007) Throughput region of finite buffered networks. IEEE Trans Parallel Distrib Syst 18(2):251–263CrossRef Giaccone P, Leonardi E, Shah D (2007) Throughput region of finite buffered networks. IEEE Trans Parallel Distrib Syst 18(2):251–263CrossRef
19.
20.
Zurück zum Zitat Le LB, Modiano E, Shroff NB (2010) Optimal control of wireless networks with finite buffers. In: Proc. of IEEE INFOCOM’10. San Diego, pp 1–9 Le LB, Modiano E, Shroff NB (2010) Optimal control of wireless networks with finite buffers. In: Proc. of IEEE INFOCOM’10. San Diego, pp 1–9
21.
Zurück zum Zitat Neely MJ (2013) Delay-based network utility maximization. IEEE/ACM Trans Networking 21(1):41–54CrossRef Neely MJ (2013) Delay-based network utility maximization. IEEE/ACM Trans Networking 21(1):41–54CrossRef
22.
Zurück zum Zitat Bo J, Joo C, Shroff NB (2013) Delay-Based Back-Pressure Scheduling in Multihop Wireless Networks. IEEE/ACM Trans Networking 21(5):1539–1552CrossRef Bo J, Joo C, Shroff NB (2013) Delay-Based Back-Pressure Scheduling in Multihop Wireless Networks. IEEE/ACM Trans Networking 21(5):1539–1552CrossRef
23.
Zurück zum Zitat Xue D, Murawski R, Ekici E (2015) Capacity achieving distributed scheduling with finite buffers. IEEE/ACM Trans Networking 23(2):519–532CrossRef Xue D, Murawski R, Ekici E (2015) Capacity achieving distributed scheduling with finite buffers. IEEE/ACM Trans Networking 23(2):519–532CrossRef
24.
Zurück zum Zitat Ni J, Tan B, Srikant R (2012) Q-CSMA: Queue-Length-Based CSMA/CA Algorithms for Achieving Maximum Throughput and Low Delay in Wireless Networks. IEEE/ACM Trans Networking 20(3):825–836CrossRef Ni J, Tan B, Srikant R (2012) Q-CSMA: Queue-Length-Based CSMA/CA Algorithms for Achieving Maximum Throughput and Low Delay in Wireless Networks. IEEE/ACM Trans Networking 20(3):825–836CrossRef
25.
Zurück zum Zitat Wang T, Yao Z, Zhang B, Li C (2017) Utility Bounds of Joint Congestion and Medium Access Control for CSMA based Wireless Networks. KSII Trans Internet Inf Syst 11(1):193–214 Wang T, Yao Z, Zhang B, Li C (2017) Utility Bounds of Joint Congestion and Medium Access Control for CSMA based Wireless Networks. KSII Trans Internet Inf Syst 11(1):193–214
26.
Zurück zum Zitat Kai C, Zhang S (2013) Throughput analysis of CSMA wireless networks with finite offered-load. In: Proc. of IEEE ICC’13. Budapest, pp 6101–6106 Kai C, Zhang S (2013) Throughput analysis of CSMA wireless networks with finite offered-load. In: Proc. of IEEE ICC’13. Budapest, pp 6101–6106
27.
Zurück zum Zitat Swamy PS, Ganti RK, Jagannathan K (2015) Adaptive CSMA under the SINR model: Fast convergence through local gibbs optimization. In: Proc. 53rd Ann. Allerton Conf. Communication, Control, and Computing, Monticello Swamy PS, Ganti RK, Jagannathan K (2015) Adaptive CSMA under the SINR model: Fast convergence through local gibbs optimization. In: Proc. 53rd Ann. Allerton Conf. Communication, Control, and Computing, Monticello
28.
Zurück zum Zitat Yun S-Y, Shin J, Yi Y (2013) CSMA over time-varying channels: optimality, uniqueness and limited backoff rate. In: Proc. of ACM MobiHoc’13. New York, pp 137–146 Yun S-Y, Shin J, Yi Y (2013) CSMA over time-varying channels: optimality, uniqueness and limited backoff rate. In: Proc. of ACM MobiHoc’13. New York, pp 137–146
29.
Zurück zum Zitat Choi JG, Joo C, Zhang J, Shroff NB (2014) Distributed Link Scheduling Under SINR Model in multihop wireless networks. IEEE/ACM Trans Networking 22(4):1204–1217CrossRef Choi JG, Joo C, Zhang J, Shroff NB (2014) Distributed Link Scheduling Under SINR Model in multihop wireless networks. IEEE/ACM Trans Networking 22(4):1204–1217CrossRef
30.
Zurück zum Zitat Jang H, Yun SY, Shin J, Yi Y (2014) Distributed learning for utility maximization over CSMA-based wireless multihop networks. In: Proc. of IEEE INFOCOM’14. Toronto, pp 280–288 Jang H, Yun SY, Shin J, Yi Y (2014) Distributed learning for utility maximization over CSMA-based wireless multihop networks. In: Proc. of IEEE INFOCOM’14. Toronto, pp 280–288
31.
Zurück zum Zitat Karaca M, Landfeldt B (2016) Approaching Optimal Centralized Scheduling with CSMA-Based Random Access over Fading Channels. IEEE Commun Lett 20(6):1183–1186CrossRef Karaca M, Landfeldt B (2016) Approaching Optimal Centralized Scheduling with CSMA-Based Random Access over Fading Channels. IEEE Commun Lett 20(6):1183–1186CrossRef
32.
Zurück zum Zitat Kelly FP (1979) Reversibility and Stochastic Networks. Wiley, New YorkMATH Kelly FP (1979) Reversibility and Stochastic Networks. Wiley, New YorkMATH
Metadaten
Titel
Adaptive Flow Rate Control for Network Utility Maximization Subject to QoS Constraints in Wireless Multi-hop Networks
verfasst von
Tao Wang
Zheng Yao
Baoxian Zhang
Cheng Li
Kun Hao
Publikationsdatum
15.09.2017
Verlag
Springer US
Erschienen in
Peer-to-Peer Networking and Applications / Ausgabe 5/2018
Print ISSN: 1936-6442
Elektronische ISSN: 1936-6450
DOI
https://doi.org/10.1007/s12083-017-0594-0

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