Fuzzy sets and fuzzy logic: theory and applications
Fuzzy sets and fuzzy logic: theory and applications
Modeling of hierarchical fuzzy systems
Fuzzy Sets and Systems - Theme: Learning and modeling
WiNTECH '06 Proceedings of the 1st international workshop on Wireless network testbeds, experimental evaluation & characterization
QShine '06 Proceedings of the 3rd international conference on Quality of service in heterogeneous wired/wireless networks
International Journal of Ad Hoc and Ubiquitous Computing
A cautionary perspective on cross-layer design
IEEE Wireless Communications
Cross-layer wireless multimedia transmission: challenges, principles, and new paradigms
IEEE Wireless Communications
Automatic Design of Hierarchical Takagi–Sugeno Type Fuzzy Systems Using Evolutionary Algorithms
IEEE Transactions on Fuzzy Systems
Cross-layer design: a survey and the road ahead
IEEE Communications Magazine
Fairness and QoS guarantees of WiMAX OFDMA scheduling with fuzzy controls
EURASIP Journal on Wireless Communications and Networking - Special issue on fairness in radio resource management for wireless networks
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Adapting to wireless environment is an important and challenging issue. Optimization methods could fail since a priori finding objectives and constraints requires exact identification of wireless network's behavior which is almost impossible. Rather than using optimization theory, we propose a generic hierarchical cross-layer fuzzy control (HCLFC) model where hierarchical fuzzy control algorithms are mapped into hierarchy of protocol layers. In addition to aggregation of rule implications in an individual controller at a specific layer, aggregation controllers compromise inference results from different layers. We adopt HCLFC for collaboration of physical (PHY) and application (APP) layers where physical layer modulation and application layer packet length adaptation are compromised to meet traffic requirements. Being perfectly compatible to the open systems interconnection (OSI) architecture, the HCLFC is a generic solution to emergent wireless networks. Simulation results demonstrate that HCLFC optimally compromises objectives of different layers in highly uncertain and dynamic network conditions.