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Explicitly constrained generalised predictive control strategies for power management in ambulatory wireless sensor network systems

机译:动态无线传感器网络系统中电源管理的显式约束广义预测控制策略

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摘要

This paper develops an explicit generalised predictive control (GPC) strategy for a wireless sensor network (WSN) power control problem that addresses practical constraints typically posed by an ambulatory healthcare problem scenario. An explicit solution of the particular GPC problem that arises facilitates the implementation of traditional on-line optimisation control strategies on a commercial sensor node platform with limited computational performance. The problem is shown to reduce to the evaluation of a piecewise linear function that can offer good performance with existing Mote type devices. The control law is validated experimentally against a number of existing strategies using a scaled, fully IEEE 802.15.4 compliant, testbed that emulates a selection of realistic wireless healthcare scenarios.
机译:本文针对无线传感器网络(WSN)功率控制问题开发了一种显式的广义预测控制(GPC)策略,该策略解决了通常由门诊医疗保健问题场景所带来的实际约束。出现的特定GPC问题的显式解决方案有助于在计算性能有限的商用传感器节点平台上实施传统的在线优化控制策略。该问题显示为减少了对分段线性函数的评估,该分段线性函数可以使用现有的Mote型器件提供良好的性能。使用完全符合IEEE 802.15.4标准的可缩放模拟试验台,可以模拟许多实际的无线医疗方案,并根据多种现有策略对控制律进行了实验验证。

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