A Survey on Delay-Aware Resource Control for Wireless Systems-Large Deviation Theory, Stochastic Lyapunov Drift, and Distributed Stochastic Learning

In this paper, a comprehensive survey is given on several major systematic approaches in dealing with delay-aware control problems, namely the equivalentrate constraint approach, the Lyapunov stability drift approach, and the approximate Markov decision process approach using stochastic learning. Th...

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Published in:	IEEE transactions on information theory Vol. 58; no. 3; pp. 1677 - 1701
Main Authors:	Ying Cui, Lau, V. K. N., Rui Wang, Huang Huang, Shunqing Zhang
Format:	Journal Article
Language:	English
Published:	New York, NY IEEE 01.03.2012 Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Aerospace electronics Applied sciences Computer science; control theory; systems Control systems Control theory. Systems Delay Delay-aware resource control Design engineering Deviation Drift Exact sciences and technology Information theory Information, signal and communications theory large deviation theory Learning Lyapunov stability Markov decision process (MDP) Networks Optimization Resource management Simulation Spread spectrum communication stochastic learning Stochastic models Stochasticity Switching and signalling System theory Systems, networks and services of telecommunications Telecommunications Telecommunications and information theory Throughput Transmission and modulation (techniques and equipments) Wireless networks Performance evaluation Markov process Delay-aware resource control Markov decision large deviation theory Wireless telecommunication Resource allocation Frequency division multiple access Stability criterion Implementation Learning Delay time Uplink Markov decision process (MDP) Packet switching Control system stochastic learning Routing Systems theory Large deviation Multihop network Simulation Orthogonal frequency division multiplexing Lyapunov stability Wireless network
ISSN:	0018-9448, 1557-9654
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Abstract	In this paper, a comprehensive survey is given on several major systematic approaches in dealing with delay-aware control problems, namely the equivalentrate constraint approach, the Lyapunov stability drift approach, and the approximate Markov decision process approach using stochastic learning. These approaches essentially embrace most of the existing literature regarding delay-aware resource control in wireless systems. They have their relative pros and cons in terms of performance, complexity, and implementation issues. For each of the approaches, the problem setup, the general solution, and the design methodology are discussed. Applications of these approaches to delay-aware resource allocation are illustrated with examples in single-hop wireless networks. Furthermore, recent results regarding delay-aware multihop routing designs in general multihop networks are elaborated. Finally, the delay performances of various approaches are compared through simulations using an example of the uplink OFDMA systems.
AbstractList	In this paper, a comprehensive survey is given on several major systematic approaches in dealing with delay-aware control problems, namely the equivalentrate constraint approach, the Lyapunov stability drift approach, and the approximate Markov decision process approach using stochastic learning. These approaches essentially embrace most of the existing literature regarding delay-aware resource control in wireless systems. They have their relative pros and cons in terms of performance, complexity, and implementation issues. For each of the approaches, the problem setup, the general solution, and the design methodology are discussed. Applications of these approaches to delay-aware resource allocation are illustrated with examples in single-hop wireless networks. Furthermore, recent results regarding delay-aware multihop routing designs in general multihop networks are elaborated. Finally, the delay performances of various approaches are compared through simulations using an example of the uplink OFDMA systems. [PUBLICATION ABSTRACT] In this paper, a comprehensive survey is given on several major systematic approaches in dealing with delay-aware control problems, namely the equivalentrate constraint approach, the Lyapunov stability drift approach, and the approximate Markov decision process approach using stochastic learning. These approaches essentially embrace most of the existing literature regarding delay-aware resource control in wireless systems. They have their relative pros and cons in terms of performance, complexity, and implementation issues. For each of the approaches, the problem setup, the general solution, and the design methodology are discussed. Applications of these approaches to delay-aware resource allocation are illustrated with examples in single-hop wireless networks. Furthermore, recent results regarding delay-aware multihop routing designs in general multihop networks are elaborated. Finally, the delay performances of various approaches are compared through simulations using an example of the uplink OFDMA systems.
Author	Shunqing Zhang Lau, V. K. N. Huang Huang Ying Cui Rui Wang
Author_xml	– sequence: 1 surname: Ying Cui fullname: Ying Cui email: cuiying@ust.hk organization: Dept. of Electron. & Comput. Eng., Hong Kong Univ. of Sci. & Technol., Kowloon, China – sequence: 2 givenname: V. K. N. surname: Lau fullname: Lau, V. K. N. email: eeknlau@ust.hk organization: Dept. of Electron. & Comput. Eng., Hong Kong Univ. of Sci. & Technol., Kowloon, China – sequence: 3 surname: Rui Wang fullname: Rui Wang email: wray.wangrui@huawei.com organization: Huawei Technol. Co., Ltd., Shenzhen, China – sequence: 4 surname: Huang Huang fullname: Huang Huang email: huanghuang@huawei.com organization: Huawei Technol. Co., Ltd., Shenzhen, China – sequence: 5 surname: Shunqing Zhang fullname: Shunqing Zhang email: zhangshunqing@huawei.com organization: Huawei Technol. Co., Ltd., Shenzhen, China
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Keywords	Performance evaluation Markov process Delay-aware resource control Markov decision large deviation theory Wireless telecommunication Resource allocation Frequency division multiple access Stability criterion Implementation Learning Delay time Uplink Markov decision process (MDP) Packet switching Control system stochastic learning Routing Systems theory Large deviation Multihop network Simulation Orthogonal frequency division multiplexing Lyapunov stability Wireless network
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Snippet	In this paper, a comprehensive survey is given on several major systematic approaches in dealing with delay-aware control problems, namely the equivalentrate...
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SubjectTerms	Aerospace electronics Applied sciences Computer science; control theory; systems Control systems Control theory. Systems Delay Delay-aware resource control Design engineering Deviation Drift Exact sciences and technology Information theory Information, signal and communications theory large deviation theory Learning Lyapunov stability Markov decision process (MDP) Networks Optimization Resource management Simulation Spread spectrum communication stochastic learning Stochastic models Stochasticity Switching and signalling System theory Systems, networks and services of telecommunications Telecommunications Telecommunications and information theory Throughput Transmission and modulation (techniques and equipments) Wireless networks
Title	A Survey on Delay-Aware Resource Control for Wireless Systems-Large Deviation Theory, Stochastic Lyapunov Drift, and Distributed Stochastic Learning
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