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User-level performance of channel-aware scheduling algorithms in wireless data networks. (2005)

by S Borst
Venue:IEEE/ACM Transactions on Networking,
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Fairness and optimal stochastic control for heterogeneous networks

by Michael J. Neely, Eytan Modiano, Chih-ping Li - Proc. IEEE INFOCOM, March 2005. TRANSACTIONS ON NETWORKING, VOL , 2008
"... Abstract — We consider optimal control for general networks with both wireless and wireline components and time varying channels. A dynamic strategy is developed to support all traffic whenever possible, and to make optimally fair decisions about which data to serve when inputs exceed network capaci ..."
Abstract - Cited by 266 (63 self) - Add to MetaCart
Abstract — We consider optimal control for general networks with both wireless and wireline components and time varying channels. A dynamic strategy is developed to support all traffic whenever possible, and to make optimally fair decisions about which data to serve when inputs exceed network capacity. The strategy is decoupled into separate algorithms for flow control, routing, and resource allocation, and allows each user to make decisions independent of the actions of others. The combined strategy is shown to yield data rates that are arbitrarily close to the optimal operating point achieved when all network controllers are coordinated and have perfect knowledge of future events. The cost of approaching this fair operating point is an end-to-end delay increase for data that is served by the network.
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...tabilizing control laws for data networks [15]-[23], but cannot be used to address performance optimization and fairness. Dynamic algorithms for fair scheduling in wireless downlinks are addressed in =-=[24]-=- [25] [26], but do not yield optimal performance for all input rates, as discussed in the next section. A wireless downlink with deterministic ON/OFF channels and arbitrary input rates is developed in...

A tutorial on cross-layer optimization in wireless networks

by Xiaojun Lin, Ness B. Shroff, R. Srikant - IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS , 2006
"... This tutorial paper overviews recent developments in optimization based approaches for resource allocation problems in wireless systems. We begin by overviewing important results in the area of opportunistic (channel-aware) scheduling for cellular (single-hop) networks, where easily implementable my ..."
Abstract - Cited by 248 (29 self) - Add to MetaCart
This tutorial paper overviews recent developments in optimization based approaches for resource allocation problems in wireless systems. We begin by overviewing important results in the area of opportunistic (channel-aware) scheduling for cellular (single-hop) networks, where easily implementable myopic policies are shown to optimize system performance. We then describe key lessons learned and the main obstacles in extending the work to general resource allocation problems for multi-hop wireless networks. Towards this end, we show that a clean-slate optimization based approach to the multi-hop resource allocation problem naturally results in a “loosely coupled” crosslayer solution. That is, the algorithms obtained map to different layers (transport, network, and MAC/PHY) of the protocol stack are coupled through a limited amount of information being passed back and forth. It turns out that the optimal scheduling component at the MAC layer is very complex and thus needs simpler (potentially imperfect) distributed solutions. We demonstrate how to use imperfect scheduling in the crosslayer framework and describe recently developed distributed algorithms along these lines. We conclude by describing a set of open research problems.
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...ay-based index policy that provides exponential weight to the delay (the so-called exponential rule) is shown to be throughput optimal. Throughput optimal scheduling schemes have also been derived in =-=[21]-=-, where the authors also incorporate flow-level dynamics into their model. In particular, the authors model users arriving to the system with a random amount of workload (e.g., a file size), and depar...

Fair Resource Allocation in Wireless Networks using Queue-length-based Scheduling and Congestion Control

by Atilla Eryilmaz, R. Srikant
"... We consider the problem of allocating resources (time slots, frequency, power, etc.) at a base station to many competing flows, where each flow is intended for a different re-ceiver. The channel conditions may be time-varying and different for different receivers. It is well-known that appropriate ..."
Abstract - Cited by 202 (45 self) - Add to MetaCart
We consider the problem of allocating resources (time slots, frequency, power, etc.) at a base station to many competing flows, where each flow is intended for a different re-ceiver. The channel conditions may be time-varying and different for different receivers. It is well-known that appropriately chosen queue-length based policies are throughput-optimal while other policies based on the estimation of channel statistics can be used to allocate resources fairly (such as proportional fairness) among competing users. In this paper, we show that a combination of queue-length-based scheduling at the base station and congestion control implemented either at the base station or at the end users can lead to fair resource allocation and queue-length stability.

A framework for opportunistic scheduling in wireless networks,”

by Xin Liu , Edwin K P Chong , Ness B Shroff - Computer Networks, , 2003
"... Abstract-Scheduling has been extensively studied in various disciplines in operations research and wireline networking. However, the unique characteristics of wireless communication systems -namely, timing-varying channel conditions and multiuser diversity -means that new scheduling solutions need ..."
Abstract - Cited by 167 (8 self) - Add to MetaCart
Abstract-Scheduling has been extensively studied in various disciplines in operations research and wireline networking. However, the unique characteristics of wireless communication systems -namely, timing-varying channel conditions and multiuser diversity -means that new scheduling solutions need to be developed that are specifically tailored for this environment. In this paper, we summarize various opportunistic scheduling schemes that exploit the time-varying nature of the radio environment to improve the spectrum efficiency while maintaining a certain level of satisfaction for each user. We also discuss the advantages and costs associated with opportunistic scheduling, and identify possible future research directions.
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...o “induce” channel fluctuation. Each user feeds back the overall SINR of its “induced” channel to the base station. The base station selects the user with a large peak value of SINR to transmit according to a certain scheduling rule. When there are a large number of users, the base station can always find a user with its peak SINR to transmit. Hence, the system performance is asymptotically as good as a solution with an optimal beam-forming configuration, while using only the overall SINR as feedback. Further, such a scheme can also be used opportunistically to null intercell interference. In [21], the author studies the opportunistic scheduling from a flow-level. Instead of assuming infinite backlogs, the author studies the dynamic case where users have random finitesize service demands. The authors shows that under certain assumptions, the user-level performance can be approximated by a multi-class Processor-sharing model where the total service rate varies with the total number of users. In [22], power consumption of users in a fading channel is considered. In general, by varying the transmission rate and power, based on the current fading level, a user in the wireless network can u...

UCAN: A Unified Cellular and Ad-Hoc Network Architecture

by Haiyun Luo, Ramachandran Ramjee, Ran Ramjee, Prasun Sinha, Li (Erran) Li, Songwu Lu - In Proceedings of ACM MOBICOM , 2003
"... In third-generation (3G) wireless data networks, mobile users experiencing poor channel quality usually have low data-rate connections with the base-station. Providing service to low data-rate users is required for maintaining fairness, but at the cost of reducing the cell's aggregate throughp ..."
Abstract - Cited by 164 (7 self) - Add to MetaCart
In third-generation (3G) wireless data networks, mobile users experiencing poor channel quality usually have low data-rate connections with the base-station. Providing service to low data-rate users is required for maintaining fairness, but at the cost of reducing the cell's aggregate throughput. In this paper, we propose the Unified Cellular and Ad-Hoc Network (UCAN) architecture for enhancing cell throughput, while maintaining fairness. In UCAN, a mobile client has both 3G cellular link and IEEE 802.11-based peer-to-peer links. The 3G base station forwards packets for destination clients with poor channel quality to proxy clients with better channel quality. The proxy clients then use an ad-hoc network composed of other mobile clients and IEEE 802.11 wireless links to forward the packets to the appropriate destinations, thereby improving cell throughput. We refine the 3G base station scheduling algorithm so that the throughput gains of active clients are distributed proportional to their average channel rate, thereby maintaining fairness. With the UCAN architecture in place, we propose novel greedy and on-demand protocols for proxy discovery and ad-hoc routing that explicitly leverage the existence of the 3G infrastructure to reduce complexity and improve reliability. We further propose a secure crediting mechanism to motivate users to participate in relaying packets for others. Through extensive simulations with HDR and IEEE 802.11b, we show that the UCAN architecture can improve individual user's throughput by up to 310% and the aggregate throughput of the HDR downlink by up to 60%.
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...rmance of such HDR scheduling algorithms, including proportional fairness scheduling algorithm, has been analyzed in terms of stability, mean throughput, mean number of active users and mean delay in =-=[10, 9, 21, 28]-=-. Given the same number of active users, UCAN improves the mean delay and mean throughput of the cell by relaying through proxy clients, assuming a packet reaches the destination client before the nex...

Hop-by-hop Congestion Control over a Wireless Multi-Hop Network

by Yung Yi , et al. , 2004
"... This paper focuses on congestion control over multihop, wireless networks. In a wireless network, an important constraint that arises is that due to the MAC (Media Access Control) layer. Many wireless MACs use a time-division strategy for channel access, where, at any point in space, the physical ch ..."
Abstract - Cited by 138 (1 self) - Add to MetaCart
This paper focuses on congestion control over multihop, wireless networks. In a wireless network, an important constraint that arises is that due to the MAC (Media Access Control) layer. Many wireless MACs use a time-division strategy for channel access, where, at any point in space, the physical channel can be accessed by a single user at each instant of time. In this paper, we develop a fair hop-by-hop congestion control algorithm with the MAC constraint being imposed in the form of a channel access time constraint, using an optimization based framework. In the absence of delay, we show that this algorithm are globally stable using a Lyapunov function based approach. Next, in the presence of delay, we show that the hop-by-hop control algorithm has the property of spatial spreading. In other words, focused loads at a particular spatial location in the network get "smoothed" over space. We derive bounds on the "peak load" at a node, both with hop-by-hop control, as well as with end-to-end control, show that significant gains are to be had with the hop-by-hop scheme, and validate the analytical results with simulation.
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..., in a wireless network, the number of flows per node is of a much smaller order than in the Internet. Further, wireless networks usually have per-flow queueing for reasons of packet scheduling [12], =-=[18]-=-, [19], and the fact that different users are at different locations, thus requiring different physical layer strategies (such as the channel coding and modulation scheme of the power level). In fact,...

Opportunistic Splitting Algorithms For Wireless Networks

by Xiangping Qin, Randall Berry , 2004
"... In this paper, we develop medium access control protocols to enable users in a wireless network to opportunistically transmit when they have favorable channel conditions, without requiring a centralized scheduler. We consider approaches that use splitting algorithms to resolve collisions over a sequ ..."
Abstract - Cited by 88 (2 self) - Add to MetaCart
In this paper, we develop medium access control protocols to enable users in a wireless network to opportunistically transmit when they have favorable channel conditions, without requiring a centralized scheduler. We consider approaches that use splitting algorithms to resolve collisions over a sequence of mini-slots, and determine the user with the best channel. First, we present a basic algorithm for a system with i.i.d. block fading and a fixed number of backlogged users. We give an analysis of the throughput of this system and show that the average number of mini-slots required to find the user with the best channel is less than 2.5 independent of the number of users or the fading distribution. We then extend this algorithm to a channel with memory and also develop a reservation based scheme that offers improved performance as the channel memory increases. Finally we consider a model with random arrivals and propose a modified algorithm for this case. Simulation results are given to illustrate the performance in each of these settings.

Wireless Video Content Delivery through Coded Distributed Caching

by Negin Golrezaei, Karthikeyan Shanmugam, Alexandros G. Dimakis, Andreas F. Molisch, et al.
"... We suggest a novel approach to handle the ongoing explosive increase in the demand for video content in mobile devices. We envision femtocell-like base stations, which we call helpers, with weak backhaul links but large storage capabilities. These helpers form a wireless distributed caching network ..."
Abstract - Cited by 64 (10 self) - Add to MetaCart
We suggest a novel approach to handle the ongoing explosive increase in the demand for video content in mobile devices. We envision femtocell-like base stations, which we call helpers, with weak backhaul links but large storage capabilities. These helpers form a wireless distributed caching network that assists the macro base station by handling requests of popular files that have been cached. We formalize the wireless distributed caching optimization problem for the case that files are encoded using fountain/MDS codes. We express the problem as a convex optimization. By adding additional variables we reduce it to a linear program. On the practical side, we present a detailed simulation of a university campus scenario covered by a single 3GPP LTE R8 cell and several helper nodes using a simplified 802.11n protocol. We use a real campus trace of video requests and show how distributed caching can increase the number of served users by as much as 600 − 700%.

Cell-Throughput Analysis of the Proportional Fair Scheduler in the Single-Cell Environment

by Jin-Ghoo Choi , Saewoong Bahk - IEEE Trans. Veh. Technol , 2007
"... Abstract. The fairness concept has been widely studied in the area of data networks. The most well-known fairness criterion, max-min fairness, gives priority to the minimum rate session. Kelly questioned its appropriateness in his works on the bandwidth sharing among the end-to-end flows and propos ..."
Abstract - Cited by 63 (6 self) - Add to MetaCart
Abstract. The fairness concept has been widely studied in the area of data networks. The most well-known fairness criterion, max-min fairness, gives priority to the minimum rate session. Kelly questioned its appropriateness in his works on the bandwidth sharing among the end-to-end flows and proposed another fairness criterion preferring short distance flows to enhance the overall throughput, which is called the proportional fairness (PF). A simple scheduler achieving this objective was introduced in wireless access networks and revealed that it can achieve a good compromise between cell throughput and user fairness. Though it has received much attention for some time, research on its performance mainly depended on computer simulations. In this paper, we analyze the PF scheduler to obtain the cell throughput which is a primary performance metric.
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...n [5]. The PF scheduler has low complexity, so it has received much attention [11], [14]. Kushner and Whiting [15] investigated the asymptotic behavior or convergence property of the algorithm. Borst =-=[16]-=- showed that its performance can be degraded in a dynamic situation with random service demands and a variable number of users. However, the cell throughput obtainable by the PF scheduling policy has ...

Optimal utility based multi-user throughput allocation subject to throughput constraints

by M Andrews, L Qian, A Stolyar - in Proc. IEEE INFOCOM , 2005
"... ..."
Abstract - Cited by 59 (10 self) - Add to MetaCart
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