Optimizing controller location in networked control systems with packet drops
In networked control, there is locational freedom in choosing the node at which to locate the controller, so as to mitigate the effects of packet losses in the network. What is the optimal location for the placement of the control logic? Second, what is the optimal control law in that position? The...
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Published in | IEEE journal on selected areas in communications Vol. 26; no. 4; pp. 661 - 671 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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New York
IEEE
01.05.2008
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | In networked control, there is locational freedom in choosing the node at which to locate the controller, so as to mitigate the effects of packet losses in the network. What is the optimal location for the placement of the control logic? Second, what is the optimal control law in that position? The difficulty in answering these two questions is that analysis of optimality in networked control systems subject to random packet drops suffers from Witsenhausen's 'non-classical information pattern'. Thus, the general problem is considered intractable. We make headway on this problem by using a "Long Packet Assumption", LPA, which allows packets to be arbitrarily long. This is not intended for implementation, but only to develop a lower bound on the cost. In particular, under this assumption the optimal controller location can be shown to be collocated with the actuator. For this position, under the LPA, we can also calculate the optimal cost, which is then a lower bound on the optimal cost for the original problem for all locations. Despite the apparent strength of the LPA, we have found that this lower bound is often close to currently realizable upper bounds. This establishes the near optimality of currently implementable controllers in such instances. Using the lower bound on cost we obtain a necessary condition for stabilizability over all controller locations. This condition matches known sufficient conditions for some special cases, thus establishing a necessary and sufficient condition for location optimized stabilizability of networked control systems with packet loss. |
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AbstractList | In networked control, there is locational freedom in choosing the node at which to locate the controller, so as to mitigate the effects of packet losses in the network. What is the optimal location for the placement of the control logic? Second, what is the optimal control law in that position? The difficulty in answering these two questions is that analysis of optimality in networked control systems subject to random packet drops suffers from Witsenhausen's 'non-classical information pattern'. Thus, the general problem is considered intractable. We make headway on this problem by using a "Long Packet Assumption", LPA, which allows packets to be arbitrarily long. This is not intended for implementation, but only to develop a lower bound on the cost. In particular, under this assumption the optimal controller location can be shown to be collocated with the actuator. For this position, under the LPA, we can also calculate the optimal cost, which is then a lower bound on the optimal cost for the original problem for all locations. Despite the apparent strength of the LPA, we have found that this lower bound is often close to currently realizable upper bounds. This establishes the near optimality of currently implementable controllers in such instances. Using the lower bound on cost we obtain a necessary condition for stabilizability over all controller locations. This condition matches known sufficient conditions for some special cases, thus establishing a necessary and sufficient condition for location optimized stabilizability of networked control systems with packet loss. [...] what is the optimal control law in that position? In networked control, there is locational freedom in choosing the node at which to locate the controller, so as to mitigate the effects of packet losses in the network. What is the optimal location for the placement of the control logic? Second, what is the optimal control law in that position? The difficulty in answering these two questions is that analysis of optimality in networked control systems subject to random packet drops suffers from Witsenhausenas anon-classical information patterna. Thus, the general problem is considered intractable. We make headway on this problem by using a "Long Packet Assumption", LPA, which allows packets to be arbitrarily long. This is not intended for implementation, but only to develop a lower bound on the cost. In particular, under this assumption the optimal controller location can be shown to be collocated with the actuator. For this position, under the LPA, we can also calculate the optimal cost, which is then a lower bound on the optimal cost for the original problem for all locations. Despite the apparent strength of the LPA, we have found that this lower bound is often close to currently realizable upper bounds. This establishes the near optimality of currently implementable controllers in such instances. Using the lower bound on cost we obtain a necessary condition for stabilizability over all controller locations. This condition matches known sufficient conditions for some special cases, thus establishing a necessary and sufficient condition for location optimized stabilizability of networked control systems with packet loss. |
Author | Robinson, C.L. Kumar, P.R. |
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References | ref35 ref13 ref12 ref15 robinson (ref27) 2007 ref14 ref31 ref30 ref33 ref32 ref10 xu (ref34) 2004 ref17 ref16 baliga (ref5) 2005 ref18 khan (ref19) 2004 kumar (ref20) 1986; 1 ref24 ref23 robinson (ref26) 2007 ref22 ref21 ref28 ref29 ref8 ref7 (ref2) 2007 ref9 ref4 ref3 chow (ref11) 2001 ref6 (ref1) 2001; 21 robinson (ref25) 2006 |
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Snippet | In networked control, there is locational freedom in choosing the node at which to locate the controller, so as to mitigate the effects of packet losses in the... [...] what is the optimal control law in that position? |
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SubjectTerms | Actuators Control systems Cost function Information analysis Logic Lower bounds Mathematical analysis Networked control systems Operations research Optimal control Optimization Pattern analysis Placement Position (location) Studies Sufficient conditions Upper bound Upper bounds |
Title | Optimizing controller location in networked control systems with packet drops |
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