JOURNAL ARTICLE

Delay-Aware Dynamic Resource Management for High-Speed Railway Wireless Communications

Abstract

In this paper, we investigate the delay-aware dynamic resource management problem for multi- service transmission in high-speed railway wireless communications, with a focus on resource allocation among the services and power control along the time. By taking account of average delay requirements and power constraints, the considered problem is formulated into a stochastic optimization problem, rather than pursuing the traditional convex optimization means. Inspired by Lyapunov optimization theory, the intractable stochastic optimization problem is transformed into a tractable deterministic optimization problem, which is a mixed-integer resource management problem. By exploiting the specific problem structure, the mixed-integer resource management problem is equivalently transformed into a single variable problem, which can be effectively solved by the golden section search method with guaranteed global optimality. Finally, we propose a dynamic resource management algorithm to solve the original stochastic optimization problem. Simulation results show the advantage of the proposed dynamic algorithm and reveal that there exists a fundamental tradeoff between delay requirements and power consumption.

Keywords:
Lyapunov optimization Mathematical optimization Computer science Optimization problem Resource allocation Resource management (computing) Stochastic optimization Convex optimization Wireless Distributed computing Regular polygon Computer network Mathematics Lyapunov equation Lyapunov exponent Telecommunications

Metrics

7
Cited By
1.96
FWCI (Field Weighted Citation Impact)
9
Refs
0.90
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Railway Systems and Energy Efficiency
Physical Sciences →  Engineering →  Industrial and Manufacturing Engineering
Power Line Communications and Noise
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Advanced MIMO Systems Optimization
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
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