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Network-Based Control 20-7<br />

20.5.1 Design Constraints in the Network Side<br />

The main design constraints in the network side are the network bandwidth assigned to the controlled<br />

system, the resulting sampling to actuation delay, and the probability of message drops. The assigned<br />

bandwidth is used to interchange messages between the sensor node, the control node, and the actuator<br />

node. On a periodic control model, this bandwidth has to provide enough room for at least one sampling<br />

message and one control message in each control period. The network message scheduler has to respect<br />

all of the control loops timing constraints, each one with its own sampling period. Depending on the<br />

type of access scheme and <strong>communication</strong> relationship, the assignment of loop bandwidth can become<br />

crucial in the resulting network induced delay.<br />

20.5.2 Design Constraints in the Control Side<br />

In the control side, the constraints are mainly given by the dynamic response of the controlled system.<br />

The dynamic response, also known as the control system bandwidth, can be expressed as the range of<br />

frequencies the control system is able to compensate and is directly related to the characteristic polynomial<br />

of the closed-loop system. This control bandwidth, together with the sampling theorem, expresses<br />

the range of sampling periods that can be chosen for the discretized control law. The application of the<br />

sampling theorem to a discrete control system allows to follow one of the accepted rule of thumb that<br />

states that the sampling frequency should be 4–20 times the system’s control bandwidth. The result is<br />

that there is some flexibility in selecting the control period T. Sampling fast (small T) usually allows<br />

better performance, but requires the use of more <strong>communication</strong> bandwidth. Slow sampling (large T)<br />

degrades the control performance, but reduces the network usage. A trade-off must be considered<br />

between the common resource usage (network bandwidth) and the control performance.<br />

20.5.3 Network and Control Co-Design<br />

From the above constraints, it naturally appears the consideration of co-design of the network and the<br />

control. The assignment of the message scheduling and the control law design is done in parallel as<br />

each one of the indicators depends on the others. The control law can include some estimations of the<br />

sampling to actuation delays, the control period can be chosen depending on the network conditions.<br />

In addition, other considerations and paradigms can be applied. The preceding triggering scheme<br />

for the control loop execution is based on a constant time base, it is time triggered. This scheme has<br />

been proved to be quite efficient for continuous signals, so the result is predictable and deterministic,<br />

but delays are large. An alternative is to use an event-trigger paradigm. In this case, the control messages<br />

are triggered by the occurrence of events, e.g., when a perturbation produces a control error [11]. This<br />

scheme is quite efficient for discrete signals as network bandwidth is used when it is necessary, but<br />

reduced when the controlled system is stationary. The drawback of this scheme is that, although delays<br />

are low in average, it is neither predictable nor deterministic. Guaranteeing the stability and performance<br />

of those event-driven <strong>systems</strong> requires research and applied effort [12,13].<br />

20.6 Summary<br />

NBC <strong>systems</strong> are control and <strong>communication</strong> <strong>systems</strong> where messages are used to close the loops<br />

between sensors, controller, and actuator nodes through a shared, band-limited, digital <strong>communication</strong><br />

network. Designing this kind of system involves the integration of the disciplines of digital <strong>communication</strong>s,<br />

control design, and real-time computing. In this chapter, we have shown the architectures for<br />

NBC <strong>systems</strong>, the concepts associated with the network side seen from the control side, the concepts<br />

related to the control side seen from the network side, and the principal paradigms and constraints for<br />

designing an NBC system. This NBC chapter aims to provide a description not only of the fundamental<br />

aspects in this practical area but also where some of the principal research directions lie.<br />

© <strong>2011</strong> by Taylor and Francis Group, LLC

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