Control of transport PDE/nonlinear ODE cascades with state-dependent propagation speed
Abstract
In this paper, we deal with the control of a transport partial differential equation/ nonlinear ordinary differential equation (PDE/nonlinear ODE) cascade system in which the transport coefficient depends on the ODE state. We develop a PDE-based predictor-feedback boundary control law, which compensates the transport dynamics of the actuator and guarantees global asymptotic stability of the closed-loop system. The stability proof is based on an infinite-dimensional backstepping transformation and a Lyapunov-like argument. The relation of the PDE-ODE cascade with a state-dependent propagation speed to an ODE system with a state-dependent input delay, which is defined implicitly via an integral of past values of the ODE state, is also highlighted and the corresponding equivalent predictor-feedback design is presented together with an alternative proof of global asymptotic stability of the closed-loop system based on the construction of a Lyapunov functional. The practical relevance of our control framework is illustrated in an example that is concerned with the control of a metal rolling process.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
System (1)-(3) is no longer equivalent to the classical time-delay system in [5,6,14-17].
“Equation (31) indicates that system (1)-(3) is no longer equivalent to the following classical time-delay system in [5,6,14-17]”
From Multi-layer predictor feedback design for nonlinear integro-differential equations with state-dependent input delays (2026) · cites this paper as [16]
Cites
Time-delay systems: an overview of some recent advances and open problems
Richard, J.-P. (2003) · Automatica · doi:10.1016/s0005-1098(03)00167-5 · Cited by 3,353 · see citing works
On characterizations of the input-to-state stability property
Sontag, E. D., & Wang, Y. (1995) · Systems & Control Letters · doi:10.1016/0167-6911(94)00050-6 · Cited by 1,815 · see citing works
Linear systems with delayed controls: A reduction
Artstein, Z. (1982) · IEEE Transactions on Automatic Control · doi:10.1109/tac.1982.1103023 · Cited by 1,113 · see citing works
Introduction to Modeling and Control of Internal Combustion Engine Systems
Guzzella, L., & Onder, C. H. (2004) · Springer eBooks · doi:10.1007/978-3-662-08003-0 · Cited by 992 · see citing works
Introduction to Modeling and Control of Internal Combustion Engine Systems
Guzzella, L., & Onder, C. H. (2009) · Springer eBooks · doi:10.1007/978-3-642-10775-7 · Cited by 747 · see citing works
Input Delay Compensation for Forward Complete and Strict-Feedforward Nonlinear Systems
Krstić, M. (2009) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2009.2034923 · Cited by 393 · see citing works
Control Systems Theory and Applications for Linear Repetitive Processes
Rogers, E., Owens, D. H., & Gałkowski, K. (2007) · Springer eBooks · doi:10.1007/978-3-540-71537-5 · Cited by 380 · see citing works
The Calculation of Roll Force and Torque in Cold Strip Rolling with Tensions
Bland, D. R., & Ford, H. (1948) · Proceedings of the Institution of Mechanical Engineers · doi:10.1243/pime_proc_1948_159_015_02 · Cited by 316 · see citing works
Lyapunov Stability of Linear Predictor Feedback for Time-Varying Input Delay
Krstić, M. (2010) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2009.2038196 · Cited by 312 · see citing works
Praly, L., & Wang, Y. (1996) · Mathematics of Control Signals and Systems · doi:10.1007/bf01211516 · Cited by 282 · see citing works
Krstić, M. (2008) · Automatica · doi:10.1016/j.automatica.2008.04.010 · Cited by 237 · see citing works
Compensation of state-dependent input delay for nonlinear systems
Bekiaris-Liberis, N., & Krstic, M. (2013) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2012.2208294 · Cited by 229 · see citing works
Age-structured and two-delay models for erythropoiesis
Bélair, J., Mackey, M. C., & Mahaffy, J. M. (1995) · Mathematical Biosciences · doi:10.1016/0025-5564(94)00078-e · Cited by 201 · see citing works
Compensating a String PDE in the Actuation or Sensing Path of an Unstable ODE
Krstić, M. (2009) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2009.2015557 · Cited by 189 · see citing works
Compensation of Time-Varying Input and State Delays for Nonlinear Systems
Bekiaris-Liberis, N. K., & Krstić, M. (2011) · Journal of Dynamic Systems Measurement and Control · doi:10.1115/1.4005278 · Cited by 177 · see citing works
Robustness of nonlinear predictor feedback laws to time- and state-dependent delay perturbations
Bekiaris-Liberis, N. K., & Krstić, M. (2013) · Automatica · doi:10.1016/j.automatica.2013.02.050 · Cited by 132 · see citing works
Stabilization by Means of Approximate Predictors for Systems with Delayed Input
Karafyllis, I. (2011) · SIAM Journal on Control and Optimization · doi:10.1137/100781973 · Cited by 105 · see citing works
Review of chatter studies in cold rolling
Yun, I.-S., Wilson, W., & Ehmann, K. F. (1998) · International Journal of Machine Tools and Manufacture · doi:10.1016/s0890-6955(97)00133-8 · Cited by 96 · see citing works
Compensation of Wave Actuator Dynamics for Nonlinear Systems
Bekiaris-Liberis, N. K., & Krstić, M. (2014) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2014.2309057 · Cited by 96 · see citing works
Nonlinear stabilization through wave PDE dynamics with a moving uncontrolled boundary
Cai, X., & Krstić, M. (2016) · Automatica · doi:10.1016/j.automatica.2016.01.043 · Cited by 92 · see citing works
Application of spindle speed variation for chatter suppression in turning
Otto, A., & Radons, G. (2013) · CIRP journal of manufacturing science and technology · doi:10.1016/j.cirpj.2013.02.002 · Cited by 89 · see citing works
Neural control of a steel rolling mill
Sbarbaro, D. G., Neumerkel, D., & Hunt, K. (1993) · IEEE Control Systems · doi:10.1109/37.214948 · Cited by 70 · see citing works
Smith, H. L. (1993) · Mathematical Biosciences · doi:10.1016/0025-5564(93)90006-v · Cited by 68 · see citing works
Bresch‐Pietri, D., Chauvin, J., & Petit, N. (2014) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2014.2322238 · Cited by 68 · see citing works
Nonlinear control under wave actuator dynamics with time‐ and state‐dependent moving boundary
Cai, X., & Krstić, M. (2013) · International Journal of Robust and Nonlinear Control · doi:10.1002/rnc.3083 · Cited by 60 · see citing works
Feedback control and optimization for the production of commercial fuels by blending
Chèbre, M., Yann Creff, A., & Petit, N. (2010) · Journal of Process Control · doi:10.1016/j.jprocont.2010.01.008 · Cited by 45 · see citing works
Numerical schemes for nonlinear predictor feedback
Karafyllis, I., & Krstić, M. (2014) · Mathematics of Control Signals and Systems · doi:10.1007/s00498-014-0127-9 · Cited by 42 · see citing works
Control of a continuous tandem cold metal rolling process
Pittner, J., & Simaan, M. A. (2008) · Control Engineering Practice · doi:10.1016/j.conengprac.2008.03.009 · Cited by 28 · see citing works
Nonlinear control under delays that depend on delayed states
Bekiaris-Liberis, N. K., & Krstić, M. (2013) · European Journal of Control · doi:10.1016/j.ejcon.2013.05.016 · Cited by 27 · see citing works
Functional equations, approximations, and dynamic response of systems with variable time delay
Johnson, R. A. (1972) · IEEE Transactions on Automatic Control · doi:10.1109/tac.1972.1099999 · Cited by 26 · see citing works
Robust compensation of a chattering time-varying input delay
Bresch‐Pietri, D., & Petit, N. (2014) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2014.7039423 · Cited by 26 · see citing works
Adaptive controller with delay compensation for Air-Fuel Ratio regulation in SI engines
Kahveci, N. E., & Janković, M. (2010) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2010.5530525 · Cited by 26 · see citing works
Adaptive task-space metal strip-flatness control in cold multi-roll mill stands
Pin, G., Francesconi, V., Cuzzola, F. A., & Parisini, T. (2012) · Journal of Process Control · doi:10.1016/j.jprocont.2012.08.008 · Cited by 26 · see citing works
Modelling and control of a class of time-varying continuous flow processes
Zenger, K., & Niemi, A. J. (2009) · Journal of Process Control · doi:10.1016/j.jprocont.2009.07.008 · Cited by 25 · see citing works
Disturbance attenuation in time-delay systems — A case study on engine air-fuel ratio control
Janković, M., & Magner, S. W. (2011) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2011.5990618 · Cited by 21 · see citing works
Control of the metal rolling process: a multidimensional system approach
Foda, S. G., & Agathoklis, P. (1992) · Journal of the Franklin Institute · doi:10.1016/0016-0032(92)90037-h · Cited by 20 · see citing works
Diagne, M., & Krstic, M. (2015) · 2015 American Control Conference (ACC) · doi:10.1109/acc.2015.7172225 · Cited by 19 · see citing works
Adaptive controller with delay compensation for Air-Fuel Ratio regulation in SI engines
Kahveci, & Jankovic (2010) · Cited by 19 · see citing works
Modeling and simulation of time-varying delays
Zhang, F., & Yeddanapudi, M. (2012) · doi:10.5555/2346616.2346650 · Cited by 18 · see citing works
Exhaust oxygen sensor dynamic study
Wang, D. Y., & Detwiler, E. (2006) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2006.02.004 · Cited by 12 · see citing works
Prediction-based control of moisture in a convective flow
Bresch‐Pietri, D., & Coulon, K. (2015) · European Control Conference (ECC) · doi:10.1109/ecc.2015.7330523 · Cited by 12 · see citing works
Practical delay modeling of externally recirculated burned gas fraction for Spark-Ignited Engines
Bresch‐Pietri, D., Leroy, T., Chauvin, J., & Petit, N. (2013) · IFAC Proceedings Volumes · doi:10.3182/20130204-3-fr-4031.00202 · Cited by 10 · see citing works
Reduction model approach for systems with a time-varying delay
Mazenc, F., & Malisoff, M. A. (2015) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2015.7403440 · Cited by 9 · see citing works
Practical Delay Modeling of Externally Recirculated Burned Gas Fraction for Spark-Ignited Engines
Bresch‐Pietri, D., Leroy, T., Chauvin, J., & Petit, N. (2013) · Advances in delays and dynamics · doi:10.1007/978-3-319-01695-5_26 · Cited by 8 · see citing works
Control of the Metal Rolling Process: A Multidimensional System Approach
Foda, S. G., & Agathoklis, P. (1989) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.23919/acc.1989.4790593 · Cited by 7 · see citing works
A Model of Cold Metal Rolling Processes with State-Dependent Delay
Hu, Q. (2016) · SIAM Journal on Applied Mathematics · doi:10.1137/141000257 · Cited by 6 · see citing works
Transformations from Variable Delays to Constant Delays with Applications in Engineering and Biology
Otto, A., & Radons, G. (2017) · Advances in delays and dynamics · doi:10.1007/978-3-319-53426-8_12 · Cited by 5 · see citing works
Flagged first, then by citations
1 of the 48 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Command Filter-Based Predefined Time Adaptive Control for Nonlinear Systems
Sui, S., Chen, C. L. P., & Tong, S. (2024) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2024.3399998 · Cited by 207 · see citing works
Control and State Estimation of the One-Phase Stefan Problem via Backstepping Design
Koga, S., Diagne, M. L., & Krstić, M. (2018) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2018.2836018 · Cited by 77 · see citing works
Backstepping-Based Decentralized Fault-Tolerant Control of Hypersonic Vehicles in PDE-ODE Form
Zhao, D. B., Jiang, B., & Yang, H. (2021) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2021.3059689 · Cited by 68 · see citing works
Bilateral Boundary Control of Moving Shockwave in LWR Model of Congested Traffic
Yu, H., Diagne, M. L., Zhang, L., & Krstić, M. (2020) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2020.2994031 · Cited by 54 · see citing works
Adaptive boundary control of reaction–diffusion PDEs with unknown input delay
Wang, S., Qi, J., & Diagne, M. L. (2021) · Automatica · doi:10.1016/j.automatica.2021.109909 · Cited by 36 · see citing works
Wang, S., Diagne, M. L., & Qi, J. (2021) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2021.3109512 · Cited by 30 · see citing works
Backstepping for partial differential equations: A survey
Vázquez, R., Auriol, J., Argomedo, F. B., & Krstić, M. (2025) · Automatica · doi:10.1016/j.automatica.2025.112572 · Cited by 29 · see citing works
Karafyllis, I., & Krstić, M. (2019) · SIAM Journal on Control and Optimization · doi:10.1137/19m1252235 · Cited by 23 · see citing works
Adaptive event‐triggered control for a class of uncertain hyperbolic PDE‐ODE cascade systems
Li, X., Liu, Y., Li, J., & Li, F. (2021) · International Journal of Robust and Nonlinear Control · doi:10.1002/rnc.5705 · Cited by 20 · see citing works
Boundary Control of Nonlinear ODE/Wave PDE Systems With a Spatially Varying Propagation Speed
Cai, X., & Diagne, M. L. (2020) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2020.3046576 · Cited by 20 · see citing works
Delay-Adaptive Boundary Control of Coupled Hyperbolic PDE-ODE Cascade Systems
Wang, J., & Diagne, M. (2024) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2024.3399629 · Cited by 17 · see citing works
“A number of results considering delays that are described by complex transport actuation paths for nonlinear ODE plants were developed in [15], [16] and the references therein.”
A Sliding Mode Fault Compensation Scheme for a Coupled Rigid-Flexible System in PDE-ODE Form
Zhao, D. B., Jiang, B., Yang, H., & Tao, G. (2020) · Journal of the Franklin Institute · doi:10.1016/j.jfranklin.2020.07.004 · Cited by 15 · see citing works
Amiri, S., Keyanpour, M., & Masoudi, M. (2021) · ISA Transactions · doi:10.1016/j.isatra.2021.10.008 · Cited by 14 · see citing works
Bilateral Boundary Control of Moving Traffic Shockwave
Yu, H., Zhang, L., Diagne, M. L., & Krstić, M. (2019) · IFAC-PapersOnLine · doi:10.1016/j.ifacol.2019.11.754 · Cited by 11 · see citing works
Li, X., Liu, Y., Li, J., & Xu, Z. (2020) · Journal of Systems Science and Complexity · doi:10.1007/s11424-020-9159-z · Cited by 11 · see citing works
Cao, R., Lu, K., & Liu, Y. (2024) · IEEE Transactions on Aerospace and Electronic Systems · doi:10.1109/taes.2024.3442164 · Cited by 10 · see citing works
Exponential stabilization for an Euler–Bernoulli beam PDE-ODE cascade system
Mei, Z., & Peng, J. (2023) · Systems & Control Letters · doi:10.1016/j.sysconle.2023.105552 · Cited by 9 · see citing works
Robustness of reaction–diffusion PDEs predictor-feedback to stochastic delay perturbations
Guan, D., Qi, J., & Diagne, M. L. (2024) · Automatica · doi:10.1016/j.automatica.2024.111784 · Cited by 9 · see citing works
Output-feedback event-triggered boundary control of reaction–diffusion PDEs with delayed actuator
Yuan, H., Wang, J., Zeng, J., & Lan, W. (2025) · Automatica · doi:10.1016/j.automatica.2025.112266 · Cited by 8 · see citing works
Chen, J., Tepljakov, A., Petlenkov, E., Chen, Y., & Zhuang, B. (2020) · IET Control Theory and Applications · doi:10.1049/iet-cta.2019.1015 · Cited by 8 · see citing works
Boundary control of a coupled Burgers' PDE‐ODE system
Hasan, A., & Tang, S. (2022) · International Journal of Robust and Nonlinear Control · doi:10.1002/rnc.6145 · Cited by 8 · see citing works
Zhao, Y. H., Gao, H., Xu, S., & Kao, Y. (2022) · Automatica · doi:10.1016/j.automatica.2022.110479 · Cited by 7 · see citing works
Bekiaris-Liberis, N. K., Bresch‐Pietri, D., & Petit, N. (2023) · Automatica · doi:10.1016/j.automatica.2023.111428 · Cited by 7 · see citing works
Adaptive stabilization for uncertain hyperbolic PDE‐ODE cascade systems
Li, X., Liu, Y., Li, J., & Man, Y. (2020) · Asian Journal of Control · doi:10.1002/asjc.2399 · Cited by 5 · see citing works
Gradient Extremum Seeking With Nonconstant Delays
Santos, G. C., & Oliveira, T. R. (2020) · IEEE Access · doi:10.1109/access.2020.3005186 · Cited by 4 · see citing works
Control of a pollutant decontamination process with input delay
Wang, L., Qi, J., & Diagne, M. L. (2019) · Society for Industrial and Applied Mathematics eBooks · doi:10.1137/1.9781611975758.15 · Cited by 4 · see citing works
Benabdallah, A., & Dlala, M. (2021) · Discrete and Continuous Dynamical Systems - S · doi:10.3934/dcdss.2021092 · Cited by 3 · see citing works
Szczesiak, M., & Baştürk, H. İ. (2022) · Automatica · doi:10.1016/j.automatica.2022.110526 · Cited by 3 · see citing works
Zhao, Z., & Wang, J. (2025) · Automatica · doi:10.1016/j.automatica.2025.112442 · Cited by 3 · see citing works
Toukhtarian, R., Darabi, M., Hatzikiriakos, S. G., Atsbha, H., & Boulet, B. (2020) · The Canadian Journal of Chemical Engineering · doi:10.1002/cjce.23910 · Cited by 3 · see citing works
Global Stabilization of a Class of Nonlinear Reaction-Diffusion PDEs by Boundary FeedbackPreprint
Karafyllis, I., & Krstić, M. (2019) · arXiv (Cornell University) · doi:10.48550/arxiv.1903.10449 · Cited by 3 · see citing works
Cheddour, A., & Elazzouzi, A. (2025) · Nonlinear Differential Equations and Applications NoDEA · doi:10.1007/s00030-025-01173-0 · Cited by 2 · see citing works
Stabilisation for cascade of nonlinear ODEs and counter-convecting transport dynamics
Cai, X., Wang, D., Liu, Y., Zhan, X., & Yan, H. (2019) · International Journal of Systems Science · doi:10.1080/00207721.2019.1646350 · Cited by 2 · see citing works
Control of the transport PDE-ODE cascade with integral-type propagation speed
Li, T., & Shang, P. (2025) · Mathematics of Control Signals and Systems · doi:10.1007/s00498-025-00407-x · Cited by 2 · see citing works
Boundary Control for Cascaded System of Nonlinear ODE/Hyperbolic PDE With Time-Varying Parameter
Lin, C., & Cai, X. (2021) · IEEE Access · doi:10.1109/access.2021.3099501 · Cited by 2 · see citing works
Output feedback stabilization of an ODE-heat cascade system by neural operator approximations
Jiang, Y.-C., & Wang, J. (2025) · Systems & Control Letters · doi:10.1016/j.sysconle.2025.106173 · Cited by 1 · see citing works
Backstepping based Actuator Failure Compensation of Rigid-Flexible Coupled Systems
Zhao, D. B., Jiang, B., & Ren, W. (2021) · Chinese Control Conference (CCC) · doi:10.23919/ccc52363.2021.9549881 · Cited by 1 · see citing works
Cai, X., Yang, J., Liu, L., & Zhang, J. (2021) · Asian Journal of Control · doi:10.1002/asjc.2699 · Cited by 1 · see citing works
Li, T., Shang, P., & Diagne, M. (2026) · Automatica · doi:10.1016/j.automatica.2026.113282
Modeling and Simulation for Varying Die Gap Fluid ExtrusionPreprint
Toukhtarian, R. (2019) · arXiv (Cornell University) · doi:10.48550/arxiv.1910.10228
Polymer 3D-Printing via Screw Extrusion
Koga, S., & Krstić, M. (2020) · Systems & control · doi:10.1007/978-3-030-58490-0_9
State Feedback Control Design for Stefan System
Koga, S., & Krstić, M. (2020) · Systems & control · doi:10.1007/978-3-030-58490-0_2
Closed-loop extrudate thickness control in twin-sheet extrusion blow molding
Darabi, M. (2021) · eScholarship@McGill (McGill) · doi:10.82308/44065
Output feedback stabilization of an ODE-transport cascade system
Pan, L., & Wang, J. (2021) · Chinese Control Conference (CCC) · doi:10.23919/ccc52363.2021.9549484
Bilateral Regulation of Moving Shock Position
Yu, H., & Krstić, M. (2022) · Systems & control · doi:10.1007/978-3-031-19346-0_13
Nonlinear Control Through Wave PDE with State-Dependent Propagation Speed
Cai, X., Lin, Y., Wang, P., & Ke, C. (2023) · Chinese Control Conference (CCC) · doi:10.23919/ccc58697.2023.10240481
Control Design of Nonlinear ODE/Transport PDE Cascaded Systems with Varying Propagation Speed
Cai, X., Lin, Y., Wang, P., & Ke, C. (2023) · Chinese Control Conference (CCC) · doi:10.23919/ccc58697.2023.10240408
Event-Triggered Fuzzy Adaptive Stabilization of Parabolic PDE–ODE Systems
Li, Y., Xu, B., & Zhang, X. (2024) · IEEE Transactions on Artificial Intelligence · doi:10.1109/tai.2024.3443011
System Identification Method Based on Interpretable Machine Learning for Unknown Morphing Aircraft
Cao, R. W., Lv, H., Liang, X., & Yang, Y. (2025) · Lecture notes in electrical engineering · doi:10.1007/978-981-96-2264-1_1
Nonlinear Predictor Feedback Design for State-Dependent Input Delay Integro-Differential Equations
Li, T., Shang, P., & Diagne, M. L. (2025) · IFAC-PapersOnLine · doi:10.1016/j.ifacol.2025.08.088
Asynchronous-delay boundary control of general hyperbolic PDEs with zero transport speeds
Sun, W., Li, J., Xu, L., & Yi, J. (2026) · Chaos Solitons & Fractals · doi:10.1016/j.chaos.2026.118065
Wang, Y., Wu, J., Zong, G., & Wu, Y. (2026) · IEEE Transactions on Automation Science and Engineering · doi:10.1109/tase.2026.3711858
- Authors
- Diagne, M., Bekiaris-Liberis, N., Otto, A., & Krstic, M.
- Affiliations
- Rensselaer Polytechnic Institute (US)
- Technical University of Crete (GR)
- Chemnitz University of Technology (DE)
- Venue
- IEEE Transactions on Automatic Control
- Published
- 2017-12
- Volume
- 62
- Issue
- 12
- Pages
- 6278-6293
- ISSN
- 0018-9286 (ISSN-L)
- 1558-2523
- OpenAlex
- W2612370936
- Cited by
- 52
- References
- 48
- Citations by year
- 2026: 3 · 2025: 8 · 2024: 5 · 2023: 4 · 2022: 4 · 2021: 11 · 2020: 10 · 2019: 6 · 2018: 1
- FWCI
- 2.92
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- IEEE Transactions on Automatic Control (publishedVersion)
- Topics
- Physical Sciences › Engineering › Control and Systems Engineering › Stability and Controllability of Differential Equations
- Physical Sciences › Engineering › Control and Systems Engineering › Stability and Control of Uncertain Systems
- Physical Sciences › Mathematics › Applied Mathematics › Nonlinear Differential Equations Analysis
- Keywords
- predictor feedback, boundary control, global asymptotic stability, backstepping transformation, input delay, Lyapunov functional
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review