Minimization methods for non-differentiable functions
Minimization methods for non-differentiable functions
Optimization flow control—I: basic algorithm and convergence
IEEE/ACM Transactions on Networking (TON)
Utility-based decision-making in wireless sensor networks
MobiHoc '00 Proceedings of the 1st ACM international symposium on Mobile ad hoc networking & computing
An energy-aware data-centric generic utility based approach in wireless sensor networks
Proceedings of the 3rd international symposium on Information processing in sensor networks
Decentralized utility-based sensor network design
Mobile Networks and Applications
IEEE Journal on Selected Areas in Communications
Fundamental design issues for the future Internet
IEEE Journal on Selected Areas in Communications
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Delay requirement becomes a key problem for the time sensitive applications in wireless sensor networks besides the power conservation issue. This paper proposes a novel Network Utility Maximization (NUM) model with constrained delay for real-time applications in wireless sensor networks. By using dual decomposition techniques, we present a distributed iterative price and rate adaption algorithm which converges to the global optimal solution. The presented algorithm can jointly control congestion and contention while meeting the delay requirement of each flow in the network. Numerical results validate our arguments.