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handle: 2117/18078 , 10261/96676
We present a robust fault diagnosis method for uncertain multiple input-multiple output (MIMO) linear parameter varying (LPV) parity equations. The fault detection methodology is based on checking whether measurements are inside the prediction bounds provided by the uncertain MIMO LPV parity equations. The proposed approach takes into account existing couplings between the different measured outputs. Modelling and prediction uncertainty bounds are computed using zonotopes. Also proposed is an identification algorithm that estimates model parameters and their uncertainty such that all measured data free of faults will be inside the predicted bounds. The fault isolation and estimation algorithm is based on the use of residual fault sensitivity. Finally, two case studies (one based on a water distribution network and the other on a four-tank system) illustrate the effectiveness of the proposed approach. © 2012 Elsevier Ltd.
This work has been partially funded by the grant CICYT SHERECS DPI-2011-26243 and CICYT WATMAN DPI-2009-13744 of Spanish Ministry of Education.
Peer Reviewed
Automatic control, Fault estimation, sensitivity matrix, :Informàtica::Automàtica i control [Àrees temàtiques de la UPC], Àrees temàtiques de la UPC::Informàtica::Robòtica, fault detection [control theory Author keywords], Fault isolation, Sensitivity matrix, linear parameter varying model, Control automàtic, isolation and estimation, :Enginyeria electrònica::Instrumentació i mesura::Sensors i actuadors [Àrees temàtiques de la UPC], control theory Author keywords: fault detection, Àrees temàtiques de la UPC::Enginyeria electrònica::Instrumentació i mesura::Sensors i actuadors, Linear parameter varying model, Àrees temàtiques de la UPC::Informàtica::Automàtica i control, :Informàtica::Robòtica [Àrees temàtiques de la UPC], Fault detection
Automatic control, Fault estimation, sensitivity matrix, :Informàtica::Automàtica i control [Àrees temàtiques de la UPC], Àrees temàtiques de la UPC::Informàtica::Robòtica, fault detection [control theory Author keywords], Fault isolation, Sensitivity matrix, linear parameter varying model, Control automàtic, isolation and estimation, :Enginyeria electrònica::Instrumentació i mesura::Sensors i actuadors [Àrees temàtiques de la UPC], control theory Author keywords: fault detection, Àrees temàtiques de la UPC::Enginyeria electrònica::Instrumentació i mesura::Sensors i actuadors, Linear parameter varying model, Àrees temàtiques de la UPC::Informàtica::Automàtica i control, :Informàtica::Robòtica [Àrees temàtiques de la UPC], Fault detection
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