Fault Tolerant Flight Control, a Physical Model Approach

Safety is of paramount importance in all transportation systems, but especially in civil aviation. Therefore, in civil aviation, a lot of developments focus on the improvement of safety levels and reducing the risks that critical failures occur. When one analyses recent aircraft accident statistics, it is clear that a significant portion is attributed to “loss of control in flight”. A recent worldwide civil aviation accident survey for the 1989 to 2003 period, conducted by the Civil Aviation Authority of the Netherlands (CAA-NL) and based on data from the National Aerospace Laboratory NLR, indicates that this category accounts for as much as 17% of all aircraft accident cases. This has led to a common conclusion: from a flight dynamics point of view, with the technology and computing power available on this moment, it might have been possible to recover a part of the aircraft in the accident category described above on the condition that non-conventional control strategies would have been applied. These non-conventional control strategies involve the so-called concept of fault tolerant flight control (FTFC), where the control system is capable to detect and adapt for changes in the aircraft behaviour. One FTFC strategy option is using a model based control routine. This research focuses on a physical modular approach. In this setup, not only a reconfiguring controller is needed, but also a suitable FDI/identification strategy. This research focuses on both components. In this reseach project, a real-time aerodynamic model identification procedure has been combined with a model based adaptive control method. A manual as well as an autopilot version have been developed. The autopilot version has been evaluated on desktop simulations, the manual version has been tested in the Simona Research Simulator involving professional airline pilots. Both tests have demonstrated promising results. The autopilot performance is very good, and the manual controller has demonstrated to increase handling qualities and to reduce pilot workload of the damaged aircraft. These are very promising results that motivate further research in this field.

[1]  Andres Marcos,et al.  An application of H∞ fault detection and isolation to a transport aircraft , 2005 .

[2]  M. H. Smaili,et al.  Flight data reconstruction and simulation of the 1992 Amsterdam Bijlmermeer airplane accident , 2000 .

[3]  Hans-Dieter Joos,et al.  Design of Autoland Controller Functions with Multiobjective Optimization , 2002 .

[4]  Weiping Li,et al.  Applied Nonlinear Control , 1991 .

[5]  Youmin Zhang,et al.  Active fault-tolerant control system against partial actuator failures , 2002 .

[6]  Jan Albert Mulder,et al.  Nonlinear Adaptive Trajectory Control Applied to an F-16 Model , 2008 .

[7]  Jan Albert Mulder,et al.  The Analytical Derivation of Nonlinear Dynamic Inversion Control for Parametric Uncertain System , 2005 .

[8]  Jan Albert Mulder,et al.  Neural Network Aerodynamic Model Identification for Aerospace Reconfiguration , 2005 .

[9]  Ola Härkegård,et al.  Backstepping and control allocation with applications to flight control , 2003 .

[10]  Van Der Linden DASMAT-Delft University Aircraft Simulation Model and Analysis tool , 1996 .

[11]  Raman K. Mehra,et al.  Reconfigurable Fault-Tolerant Flight Control: Algorithms, Implementation and Metrics , 2006 .

[12]  T. G. Gainer,et al.  Summary of transformation equations and equations of motion used in free flight and wind tunnel data reduction and analysis , 1972 .

[13]  Andreas Varga Design of Least Order Residual Generators for Fault Detection and Isolation with Application to Monitoring Actuator/Surface Faults for a Boing 747 100/200 Aircraft , 2008 .

[14]  J. A. Mulder,et al.  Real Time Damaged Aircraft Model Identification for Reconfiguring Flight Control , 2007 .

[15]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .

[16]  Irene M. Gregory,et al.  Flight Validation of Metrics Driven L1 Adaptive Control , 2008 .

[17]  Gary J. Balas,et al.  Software-Enabled Receding Horizon Control for Autonomous Unmanned Aerial Vehicle Guidance , 2006 .

[18]  C. R. Jarvis,et al.  Ground and flight test experience with a triple redundant digital fly by wire control system. [installed in F-8C aircraft] , 1981 .

[19]  R. Hallouzi,et al.  Multiple-model based diagnosis for adaptive fault-tolerant control , 2008 .

[20]  D.G. Dudley,et al.  Dynamic system identification experiment design and data analysis , 1979, Proceedings of the IEEE.

[21]  Jong-Yeob Shin,et al.  Adaptive Linear Parameter Varying Control Synthesis for Actuator Failure , 2004 .

[22]  Susan Rickard,et al.  Adaptive neuro-control for spacecraft attitude control , 1995, Neurocomputing.

[23]  Jan Albert Mulder,et al.  Nonlinear Flight Control Design Using Constrained Adaptive Backstepping , 2007 .

[24]  Thomas L. Jordan,et al.  NASA Langley's AirSTAR Testbed: A Subscale Flight Test Capability for Flight Dynamics and Control System Experiments , 2008 .

[25]  V. Klein,et al.  Aircraft parameter estimation in frequency domain , 1978 .

[26]  Michel Verhaegen,et al.  Assessment Criteria as Specifications for Reconfiguring Control , 2006 .

[27]  Youmin Zhang,et al.  Integrated active fault-tolerant control using IMM approach , 2001 .

[28]  David B. Doman,et al.  Integrated Adaptive Guidance and Control for Re-Entry Vehicles with Flight-Test Results , 2004 .

[29]  J. Mendel Lessons in Estimation Theory for Signal Processing, Communications, and Control , 1995 .

[30]  Anthony J. Calise,et al.  Development of a Reconfigurable Flight Control Law for the X-36 Tailless Fighter Aircraft , 2000 .

[31]  S. Lee,et al.  Adaptive nonlinear control system design for helicopter robust command augmentation , 2005 .

[32]  John T. Bosworth Flight Results of the NF-15B Intelligent Flight Control System (IFCS) Aircraft with Adaptation to a Longitudinally Destabilized Plant , 2008 .

[33]  C. R. Hanke,et al.  The Simulation of a Large Jet Transport Aircraft. Volume 1 - Mathematical Model , 1971 .

[34]  Chien Huang,et al.  Analysis and simulation of control distributor concept for a control-reconfigurable aircraft , 1988 .

[35]  John J. Burken,et al.  Longitudinal emergency control system using thrust modulation demonstrated on an MD-11 airplane , 1996 .

[36]  Patrick C. Murphy,et al.  Validation of Methodology for Estimating Aircraft Unsteady Aerodynamic Parameters from Dynamic Wind Tunnel Tests , 2003 .

[37]  M G Kellett,et al.  Modelling and identification of non-linear aerodynamic functions using B-splines , 2000 .

[38]  Max Mulder,et al.  Using the SIMONA Research Simulator for Human-machine Interaction Research , 2003 .

[39]  Nhan T. Nguyen,et al.  Flight Dynamics and Hybrid Adaptive Control of Damaged Aircraft , 2008 .

[40]  Sanjay S. Joshi,et al.  Adaptive Nonlinear Dynamic Inversion Control of an Autonomous Airship for the Exploration of Titan , 2007 .

[41]  Q.P. Chu,et al.  Aircraft flight path reconstruction with nonlinear adaptive filters , 1995, Proceedings of 1995 American Control Conference - ACC'95.

[42]  Christopher Edwards,et al.  Fault tolerant flight control : a benchmark challenge , 2010 .

[43]  Kumpati S. Narendra,et al.  Adaptive control using multiple models , 1997, IEEE Trans. Autom. Control..

[44]  Sebastiaan Waelkens,et al.  Aerodynamic Model Identification from Flight Data for the Eclipse 500 Very Light Jet , 2005 .

[45]  Ajoy Kanti Ghosh,et al.  Parameter Estimation from Flight Data of an Unstable Aircraft Using Neural Networks , 2002 .

[46]  J. Mulder,et al.  Non-stationary noise estimation with adaptive filters , 1999 .

[47]  Brian L. Anderson,et al.  X-38 V201 Avionics Architecture , 1999 .

[48]  J. Davenport Editor , 1960 .

[49]  H. L. Jonkers,et al.  Application of the Kalman filter to flight path reconstruction from flight test data including estimation of instrumental bias error corrections , 1976 .

[50]  B. Boskovich,et al.  EVOLUTION OF THE HONEYWELL FIRST-GENERATION ADAPTIVE AUTOPILOT AND ITS APPLICATIONS TO F-94, F-101, X-15, AND X-20 VEHICLES , 1965 .

[51]  Seungjae Lee,et al.  Direct adaptive reconfigurable control of a tailless fighter aircraft , 1998 .

[52]  Subhabrata Ganguli,et al.  Aircraft Fault Detection, Isolation and Reconflguration in the Presence of Measurement Errors , 2006 .

[53]  Michel Verhaegen,et al.  Fault-Tolerant Subspace Predictive Control Applied to a Boeing 747 Model , 2008 .

[54]  Jan Albert Mulder,et al.  Pseudo Control Hedging and its Application for Safe Flight Envelope Protection , 2010 .

[55]  Didier Theilliol,et al.  Fault Tolerant Control Design For Polytopic LPV Systems , 2007, Int. J. Appl. Math. Comput. Sci..

[56]  Sabine Van Huffel,et al.  Total least squares problem - computational aspects and analysis , 1991, Frontiers in applied mathematics.

[57]  E. Ammons F-16 flight control system redundancy concepts , 1979 .

[58]  E. V. Oort,et al.  Online Aerodynamic Model Structure Selection and Parameter Estimation for Fault Tolerant Control , 2010 .

[59]  Kazuya Masui,et al.  Total least squares estimation of aerodynamic model parameters from flight data , 1993 .

[60]  Guillaume Ducard,et al.  Fault-tolerant Flight Control and Guidance Systems , 2009 .

[61]  Fen Wu,et al.  A generalized LPV system analysis and control synthesis framework , 2001 .

[62]  Anthony J. Calise,et al.  Adaptive Control of Advanced Fighter Aircraft in Nonlinear Flight Regimes , 2008 .

[63]  Youdan Kim,et al.  Reconfigurable Flight Control System Design Using Direct Adaptive Method , 2003 .

[64]  JinJiang Fault-tolerant Control Systems--An Introductory Overview , 2005 .

[65]  M. M. van Paassen,et al.  DUECA - Data-driven activation in distributed real-time computation , 2000 .

[66]  Gary J. Balas,et al.  Robust dynamic inversion control laws for aircraft control , 1992 .

[67]  Gary J. Balas,et al.  Flight control design using robust dynamic inversion and time-scale separation , 1996, Autom..

[68]  G. Schwarz Estimating the Dimension of a Model , 1978 .

[69]  Colin N. Jones Reconfigurable Flight Control First Year Report , 2005 .

[70]  Eugene A. Morelli,et al.  Flight Investigation of Prescribed Simultaneous Independent Surface Excitations for Real-Time Parameter Identification , 2003 .

[71]  渡辺 桂吾,et al.  Adaptive estimation and control : partitioning approach , 1991 .

[72]  Stephen A. Billings,et al.  Adaptive model selection and estimation for nonlinear systems using a sliding data window , 1995, Signal Process..

[73]  Dave Allen,et al.  X-35B STOVL Flight Control Law Design and Flying Qualities , 2002 .

[74]  David B. Doman,et al.  EFFICIENT RECONFIGURATION AND RECOVERY FROM DAMAGE FOR AIR VEHICLES (PREPRINT) , 2006 .

[75]  R. V. Jategaonkar,et al.  Evolution of flight vehicle system identification , 1996 .

[76]  Thomas Lombaerts,et al.  Fault-tolerant control using dynamic inversion and model-predictive control applied to an aerospace benchmark ⋆ , 2008 .

[77]  Irene M. Gregory,et al.  General Equations of Motion for a Damaged Asymmetric Aircraft , 2007 .

[78]  R. W. Pratt Flight Control Systems , 2000 .

[79]  S. A. Billings,et al.  Structure selective updating for nonlinear models and radial basis function neural networks , 1998 .

[80]  H. Akaike Fitting autoregressive models for prediction , 1969 .

[81]  Kenneth Bordignon,et al.  Control Allocation for the X-35B , 2002 .

[82]  Frank L. Lewis,et al.  Aircraft Control and Simulation , 1992 .

[83]  Eugene A. Morelli,et al.  Real-Time Parameter Estimation in the Frequency Domain , 1999 .

[84]  Anthony J. Calise,et al.  A new neuroadaptive control architecture for nonlinear uncertain dynamical systems: Beyond σ- and e-modifications , 2008, 2008 47th IEEE Conference on Decision and Control.

[85]  Jan Albert Mulder,et al.  Decomposition of Aircraft State and Parameter Estimation Problems , 1994 .

[86]  Benoit Lemaignan Flying with no Flight Controls: Handling Qualities Analyses of the Baghdad Event , 2005 .

[87]  Marc Bodson Reconfigurable Nonlinear Autopilot , 2002 .

[88]  Henk B. Verbruggen,et al.  Failure-tolerant control of aircraft; a fuzzy logic approach , 1998, Proceedings of the 1998 American Control Conference. ACC (IEEE Cat. No.98CH36207).

[89]  Shirley Dex,et al.  JR 旅客販売総合システム(マルス)における運用及び管理について , 1991 .

[90]  Eric N. Johnson,et al.  Limited authority adaptive flight control , 2000 .

[91]  S. R. Wells,et al.  Sliding mode control applied to reconfigurable flight control design , 2002 .

[92]  James Clary,et al.  Stochastic theory of minimal realization , 1976, 1976 IEEE Conference on Decision and Control including the 15th Symposium on Adaptive Processes.

[93]  John Kaneshige,et al.  Intelligent Control Approaches for Aircraft Applications , 2001 .

[94]  Anthony J. Calise,et al.  A Comparison of a New Neuroadaptive Controller Architecture with the σ- and e- Modification Architectures , 2009 .

[95]  George E. Cooper,et al.  The use of pilot rating in the evaluation of aircraft handling qualities , 1969 .

[96]  Jan Albert Mulder,et al.  Design of a robust Flight Control System for a Mini-UAV , 2005 .

[97]  Florian Holzapfel,et al.  Nichtlineare adaptive Regelung eines unbemannten Fluggerätes , 2004 .

[98]  B. Pasik-Duncan,et al.  Adaptive Control , 1996, IEEE Control Systems.

[99]  Pascal Traverse,et al.  AIRBUS A320/A330/A340 electrical flight controls - A family of fault-tolerant systems , 1993, FTCS-23 The Twenty-Third International Symposium on Fault-Tolerant Computing.

[100]  Detlef Rohlf,et al.  X-31A System Identification Using Single-Surface Excitation at High Angles of Attack. , 1996 .

[101]  John F. Hanaway,et al.  Space shuttle avionics system , 1989 .

[102]  Meir Pachter,et al.  System identification for adaptive and reconfigurable control , 1995 .

[103]  Ron J. Patton,et al.  FAULT-TOLERANT CONTROL SYSTEMS: THE 1997 SITUATION , 1997 .

[104]  Petre Stoica,et al.  A test for whiteness , 1977 .

[105]  Jeffrey S. Hill,et al.  Airborne Subscale Transport Aircraft Research Testbed: Aircraft Model Development , 2005 .

[106]  Youmin Zhang,et al.  Bibliographical review on reconfigurable fault-tolerant control systems , 2003, Annu. Rev. Control..

[107]  J. C. Hoff Initial evaluation of the modified step-wise regression procedure to estimate aircraft stability and control parameters from flight test data , 1993 .

[108]  Richard F. Gunst,et al.  Applied Regression Analysis , 1999, Technometrics.

[109]  O. Stroosma,et al.  A SIMULATION BENCHMARK FOR AIRCRAFT SURVIVABILITY ASSESSMENT , 2008 .

[110]  Andres Marcos,et al.  A robust integrated controller/diagnosis aircraft application , 2005 .

[111]  Petros A. Ioannou,et al.  Adaptive Systems with Reduced Models , 1983 .

[112]  Hari Muhammad,et al.  Identification of Turboprop Thrust from Flight Test Data , 1995 .

[113]  Wright-Patterson Afb,et al.  CHALLENGES AND OPPORTUNITIES IN TAILLESS AIRCRAFT STABILITY AND CONTROL , 1997 .

[114]  Marc Bodson,et al.  Flight control reconfiguration using adaptive methods , 1995, Proceedings of 1995 34th IEEE Conference on Decision and Control.

[115]  Andrew J. Chipperfield,et al.  Stabilized MPC formulations for robust reconfigurable flight control , 2005 .

[116]  Aaron J. Ostroff,et al.  Force and Moment Approach for Achievable Dynamics Using Nonlinear Dynamic Inversion , 1999 .

[117]  Frank Carlin Weimer,et al.  Linear Control System Analysis and Design, Conventional and Modern , 1978 .

[118]  Raman K. Mehra,et al.  A Multi-Layer Intelligent Loss-of-Control Prevention System (LPS) for Flight Control Applications , 2005 .

[119]  Irene M. Gregory,et al.  L(sub 1) Adaptive Control Design for NASA AirSTAR Flight Test Vehicle , 2009 .

[120]  Jovan D. Boskovic,et al.  An Optimal Control Modification to Model-Reference Adaptive Control for Fast Adaptation , 2008 .

[121]  Andres Marcos,et al.  Linear Parameter Varying Modeling of the Boeing 747-100/200 Longitudinal Motion , 2001 .

[122]  Eric N. Johnson,et al.  FEEDBACK LINEARIZATION WITH NEURAL NETWORK AUGMENTATION APPLIED TO X-33 ATTITUDE CONTROL , 2000 .

[123]  D. G. Ward,et al.  A self-designing receding horizon optimal flight controller , 1995, Proceedings of 1995 American Control Conference - ACC'95.

[124]  V. Klein,et al.  Frequency Domain Identification of a Linear System Using Maximum Likelihood Estimation , 1979 .

[125]  Eugene A. Morelli,et al.  Aircraft system identification : theory and practice , 2006 .

[126]  D. Enns CONTROL ALLOCATION APPROACHES , 1998 .

[127]  Irene M. Gregory,et al.  Experimental Validation of a Metrics Driven L1 Adaptive Control in the Presence of Generalized Unmodeled Dynamics , 2009 .

[128]  Yuri B. Shtessel,et al.  Multiple Timescale Flight Control Using Reconfigurable Sliding Modes , 1999 .

[129]  Eugene A. Morelli,et al.  Real-Time Dynamic Modeling: Data Information Requirements and Flight-Test Results , 2008 .

[130]  S. Sastry,et al.  Adaptive Control: Stability, Convergence and Robustness , 1989 .

[131]  Q. Chu,et al.  Combined Feedback Linearization and Constrained Model Predictive Control for Entry Flight , 2006 .

[132]  George Papageorgiou,et al.  Piloted Simulation of Fault, Detection, Isolation, and Reconfiguration Algorithms for a Civil Transport Aircraft , 2005 .

[133]  Jan Albert Mulder,et al.  On-Line Identification of Aircraft Aerodynamic Model Parameters , 1992 .

[134]  H. Akaike A new look at the statistical model identification , 1974 .

[135]  Christopher Edwards,et al.  Fault Tolerant Flight Control , 2010 .

[136]  D. G. Ward,et al.  Real-time parameter identification for self-designing flight control , 1994, Proceedings of National Aerospace and Electronics Conference (NAECON'94).

[137]  Simon French,et al.  Prior Information in Linear Models , 1982 .

[138]  J. A. Mulder,et al.  NON-LINEAR AIRCRAFT FLIGHT PATH RECONSTRUCTION REVIEW AND NEW ADVANCES , 1999 .

[139]  Biao Huang,et al.  A data driven subspace approach to predictive controller design , 2001 .

[140]  W. W. Muir,et al.  Regression Diagnostics: Identifying Influential Data and Sources of Collinearity , 1980 .

[141]  Abderrahmane Haddad,et al.  Estimation theory with applications to communications and control , 1972 .

[142]  Yuri B. Shtessel,et al.  Tailless aircraft flight control using multiple time scale reconfigurable sliding modes , 2002, IEEE Trans. Control. Syst. Technol..

[143]  Wayne C. Durham Computationally efficient control allocation , 1999 .

[144]  Andres Marcos,et al.  Reconfigurable LPV control design for Boeing 747-100/200 longitudinal axis , 2002, Proceedings of the 2002 American Control Conference (IEEE Cat. No.CH37301).

[145]  J. A. Mulder,et al.  Continuous Adaptive Critic Flight Control aided with Approximated Plant Dynamics , 2006 .

[146]  Gary J. Balas Flight Control Law Design: An Industry Perspective , 2003, Eur. J. Control.

[147]  R. Srichander,et al.  Stochastic Stability Analysis for Continuous Time Fault Tolerant Control Systems , 1991, 1991 American Control Conference.

[148]  Florian Holzapfel,et al.  DYNAMIC INVERSION BASED CONTROL CONCEPT WITH APPLICATION TO AN UNMANNED AERIAL VEHICLE , 2004 .

[149]  V. Klein,et al.  Maximum likelihood method for estimating airplane stability and control parameters from flight data in frequency domain , 1980 .

[150]  John B. Davidson,et al.  Real-Time Adaptive Control Allocation Applied to a High Performance Aircraft , 2001 .

[151]  Petros G. Voulgaris,et al.  DIRECT ADAPTIVE RECONFIGURABLE FLIGHT CONTROL FOR A TAILLESS ADVANCED FIGHTER AIRCRAFT , 1999 .

[152]  Kevin Driscoll,et al.  The Airplane Information Management System: an integrated real-time flight-deck control system , 1992, [1992] Proceedings Real-Time Systems Symposium.

[153]  Sheng Chen,et al.  Orthogonal least squares methods and their application to non-linear system identification , 1989 .

[154]  Rolf Isermann,et al.  Identification of Dynamic Systems , 2011 .

[155]  Fred C. Schweppe,et al.  Uncertain dynamic systems , 1973 .

[156]  Yu Gu,et al.  NLDI guidance control laws for close formation flight , 2005, Proceedings of the 2005, American Control Conference, 2005..

[157]  Karl Johan Åström Maximum likelihood and prediction error methods , 1980, Autom..

[158]  M. Laban On-Line Aircraft Aerodynamic Model Identification , 1994 .

[159]  Gertjan Looye An Integrated Approach to Aircraft Modelling and Flight Control Law Design , 2008 .

[160]  Gary J. Balas,et al.  APPLICATION OF FDI TO A NONLINEAR BOEING-747 AIRCRAFT , 2002 .

[161]  Nhan T. Nguyen,et al.  Hybrid Intelligent Flight Control with Adaptive Learning Parameter Estimation , 2009, J. Aerosp. Comput. Inf. Commun..

[162]  Patrick C. Murphy,et al.  Determination of Airplane Model Structure From Flight Data by Using Modified Stepwise Regression , 1981 .

[163]  J. A. Mulder,et al.  Re-entry flight controller design using nonlinear dynamic inversion , 2001 .

[164]  Y. C. Yeh,et al.  Triple-triple redundant 777 primary flight computer , 1996, 1996 IEEE Aerospace Applications Conference. Proceedings.

[165]  Marco W. Soijer,et al.  Sequential Computation of Total Least-Squares Parameter Estimates , 2004 .

[166]  Gang Tao,et al.  An adaptive actuator failure compensation controller using output feedback , 2002, IEEE Trans. Autom. Control..

[167]  Hafid Smaili,et al.  A Simulation Benchmark for Integrated Fault Tolerant Flight Control Evaluation , 2006 .

[168]  E.Y. Shapiro,et al.  Eigenstructure Assignment for Linear Systems , 1983, IEEE Transactions on Aerospace and Electronic Systems.

[169]  J. Umakant,et al.  Nonlinear Modeling and Roll Derivatives Estimation From Flight Data Using OLS , 2004 .

[170]  Jan M. Maciejowski,et al.  Predictive control : with constraints , 2002 .

[171]  Jan Albert Mulder,et al.  Global Nonlinear Aerodynamic Model Identification with Multivariate Splines , 2009 .

[172]  Jan Albert Mulder,et al.  Robust Model Predictive Control of a Feedback Linearized Nonlinear F-16/MATV Aircraft Model , 2006 .

[173]  Z. Abidin Adaptive self tuning flight control systems: The multiple model approach , 1998 .

[174]  Jan M. Maciejowski,et al.  MPC fault-tolerant flight control case study: flight 1862 , 2003 .

[175]  Kevin A. Wise,et al.  Nonlinear simulation analysis of a tailless advanced fighter aircraft reconfigurable flight control law , 1999 .

[176]  J.-Michael Bauschat,et al.  The Software Development Environment of the Flying Test-bed ATTAS , 2005 .

[177]  Klein Vladislav,et al.  Estimation of Aircraft Unsteady Aerodynamic Parameters From Dynamic Wind Tunnel Testing , 2001 .

[178]  Jérôme Cieslak,et al.  Development of an Active Fault-Tolerant Flight Control Strategy , 2008 .

[179]  Marios M. Polycarpou,et al.  Backstepping-Based Flight Control with Adaptive Function Approximation , 2005 .

[180]  Samir Bennani,et al.  Stability Analysis of nonlinearly scheduled Fault Tolerant Control System with Varying Structure , 2000 .

[181]  D. M. Newirth,et al.  Transport engine control design , 1982 .

[182]  Eugene A. Morelli,et al.  Real-Time Stability and Control Derivative Extraction From F-15 Flight Data , 2003 .

[183]  Sachin C. Patwardhan,et al.  Integrating Model Based Fault Diagnosis with Model Predictive Control , 2005 .

[184]  Eric N. Johnson,et al.  PSEUDO-CONTROL HEDGING : A NEW METHOD FOR ADAPTIVE CONTROL , 2000 .

[185]  K. Narendra,et al.  A New Adaptive Law for Robust Adaptation without Persistent Excitation , 1986, 1986 American Control Conference.

[186]  Biao Huang,et al.  System Identification , 2000, Control Theory for Physicists.

[187]  Stephen A. Billings,et al.  On-line Supervised Adaptive Training Using Radial Basis Function Networks , 1996, Neural Networks.

[188]  Biao Huang,et al.  Data-driven predictive control for solid oxide fuel cells , 2007 .

[189]  A. Atkinson Subset Selection in Regression , 1992 .

[190]  R. Bodson,et al.  Multivariable adaptive algorithms for reconfigurable flight control , 1994, Proceedings of 1994 33rd IEEE Conference on Decision and Control.

[191]  J. A. Mulder,et al.  Output Error Method and Two Step Method for Aerodynamic Model Identification , 2005 .

[192]  Thomas Lombaerts,et al.  Computationally Efficient use of MPC and Dynamic Inversion for Reconfigurable Flight Control , 2008 .

[193]  Jong-Yeob Shin,et al.  Performance analysis on fault tolerant control system , 2006, IEEE Transactions on Control Systems Technology.

[194]  C. R. Hanke,et al.  The Simulation of a Jumbo Jet Transport Aircraft. Volume 2: Modeling Data , 1970 .

[195]  M. Harefors,et al.  Integrated propulsion-based flight control system design for a civil transport aircraft , 2002, Proceedings of the International Conference on Control Applications.

[196]  J. A. Mulder,et al.  A new approach to linear regression with multivariate splines , 2009, Autom..

[197]  J. A. Mulder,et al.  MODIFIED RECURSIVE MAXIMUM LIKELIHOOD ADAPTIVE FILTER FOR NONLINEAR AIRCRAFT FLIGHT-PATH RECONSTRUCTION , 1996 .

[198]  O. H. Gerlach Analyse van een mogelijke methode voor het meten van prestaties en stabiliteits- en besturingseigenschappen van een vliegtuig in niet-stationaire, symmetrische vluchten , 1964 .

[199]  Stephen A. Billings,et al.  On-line Structure Detection and Parameter Estimation with Exponential Windowing for Nonlinear Systems , 1996, Eur. J. Control.

[200]  Fabio A. de Almeida,et al.  Fault-Tolerant Model Predictive Control with Flight Test Results on ATTAS , 2009 .

[201]  George Meyer,et al.  Parameter variations, relative degree, and stable inversion , 2001, Autom..

[202]  Aaron J. Ostroff,et al.  Enhanced NDI strategies for reconfigurable flight control , 2002, Proceedings of the 2002 American Control Conference (IEEE Cat. No.CH37301).

[203]  Jan Albert Mulder,et al.  Flight Control Reconfiguration based on a Modular Approac , 2009 .

[204]  Eugene A. Morelli,et al.  Nonlinear aerodynamic modeling using multivariate orthogonal functions , 1993 .

[205]  Eugene Lavretsky,et al.  Combined/Composite Model Reference Adaptive Control , 2009, IEEE Transactions on Automatic Control.

[206]  Hiroshi Tomita,et al.  Restructurable Guidance and Control for Aircraft with Failures Considering Gust Effects , 2006 .

[207]  Qi Ping Chu Maximum likelihood parameter identification of flexible spacecraft , 1987 .

[208]  Stoyan Kamenov Kanev,et al.  Robust fault-tolerant control , 2004 .

[209]  David G. Ward,et al.  Hybrid Robust Control and Reinforcement Learning for Optimal Upset Recovery , 2008 .

[210]  Kevin A. Wise,et al.  Flight Testing of Reconfigurable Control Law on the X-36 Tailless Aircraft , 2001 .

[211]  W. D. Morse,et al.  Model following reconfigurable flight control system for the AFTI/F-16 , 1990 .

[212]  R. Hammett Design by extrapolation: an evaluation of fault-tolerant avionics , 2001, 20th DASC. 20th Digital Avionics Systems Conference (Cat. No.01CH37219).

[213]  John V. Foster,et al.  Dynamics Modeling and Simulation of Large Transport Airplanes in Upset Conditions , 2005 .

[214]  Eugene A. Morelli IN-FLIGHT SYSTEM IDENTIFICATION , 1998 .

[215]  Jonathan P. How,et al.  Subspace based direct adaptive ℋ︁∞ control , 2001 .

[216]  Jan Albert Mulder,et al.  Global Aerodynamic Modeling with Multivariate Splines , 2008 .

[217]  R. E. Kalman,et al.  New Results in Linear Filtering and Prediction Theory , 1961 .

[218]  E. Morelli Global nonlinear parametric modelling with application to F-16 aerodynamics , 1998, Proceedings of the 1998 American Control Conference. ACC (IEEE Cat. No.98CH36207).