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Actually, sensing redundancy can be exploited to enhance the attainable availability level of sensor networks, since redundant nodes can replace faulty nodes.
In WSNs, sensors are usually equipped with capacity-limited battery sources that can sustain longer or shorter period, depending on the energy usage pattern and the activeness level of sensor nodes.
A probe configuration with transducers placed between 0.1 and 0.4 m from the injection screen appears to be most suitable for general field applications, as it can yield a reasonable resolution (few decimeters) in the presence of a typical level of sensor noise.
E. Ibarra et al. [38] exploit energy harvesting with considering energy level of sensor nodes.
(mathcal {A}_{i}) is the available energy level of sensor node i considering the recharging with the energy harvester.
In order to balance the network energy consumption, we dynamically adjust the transmit power level of sensor nodes based on their remaining energy.
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Integrating it all, from the lowest hardware level of sensors and actuators, via the level of networked PLCs and computer systems, up to functions and classes in programming languages, demands a sound and modular software architecture, which is extendable and scalable for future changes.
Another aspect of increasing importance, and strongly linked to data processing and the amount of data available concerning processes or devices (due to the high level of sensors and monitoring), is the extraction of knowledge from data to discover the information structure hidden in it.
This is perhaps in two areas, the level of sensors and data collection is now rapidly increasing from mobile phones, security cameras to devices in the home like Amazon Echo and Google Home starting to record huge amounts of data about our behavior and choices.
Monte Carlo simulations are presented with different levels of sensor accuracy to show the reliability of the algorithm.
In the present work, the performance of the proposed FDI system is evaluated against the most common cause of gas turbine performance deterioration i.e. fouling and erosion in terms of the success rate and the estimation accuracy at different levels of sensor noise.
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