46 results on '"piecewise affine system"'
Search Results
2. Coexistence of singular cycles in a class of three-dimensional piecewise affine systems.
- Author
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Liu, Minghao, Liu, Ruimin, and Wu, Tiantian
- Subjects
PIECEWISE affine systems ,LIMIT cycles ,DYNAMICAL systems ,ORBITS (Astronomy) - Abstract
Singular cycles (homoclinic orbits and heteroclinic cycles) play an important role in the study of chaotic dynamics of dynamical systems. This paper provides the coexistence of singular cycles that intersect the switching manifold transversely at two points in a class of three-dimensional two-zone piecewise affine systems. Moreover, the switching manifold of the systems is constructed by two perpendicular planes. Different to the three-dimensional piecewise affine systems with a switching plane, the system can ensure the coexistence of two homoclinic orbits to the same one equilibrium point and two heteroclinic cycles constructing by three heteroclinic orbits. In addition, three examples with simulations of the singular cycles are provided to illustrate the effectiveness of the results. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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- View/download PDF
3. Homoclinic Bifurcations in a Class of Three-Dimensional Symmetric Piecewise Affine Systems.
- Author
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Liu, Ruimin, Liu, Minghao, and Wu, Tiantian
- Subjects
- *
PIECEWISE affine systems , *POINCARE maps (Mathematics) , *LIMIT cycles , *DYNAMICAL systems , *INVARIANT sets , *ORBITS (Astronomy) - Abstract
Many physical and engineering systems have certain symmetric properties. Homoclinic orbits play an important role in studying the global dynamics of dynamical systems. This paper focuses on the existence and bifurcations of homoclinic orbits to a saddle in a class of three-dimensional one-parameter three-zone symmetric piecewise affine systems. Based on the analysis of the Poincaré maps, the systems have two types of limit cycles and do not have chaotic invariant sets near the homoclinic orbits. In addition, the paper provides a constant D to study the homoclinic bifurcations to limit cycles for the case | λ 1 | = λ 3 . Two examples with simulations of the homoclinic orbits and the limit cycles are given to illustrate the effectiveness of the results. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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4. Sliding homoclinic orbits and bifurcations of three-dimensional piecewise affine systems.
- Author
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Wu, Tiantian, Huan, Songmei, and Liu, Xiaojuan
- Abstract
Sliding dynamics is a peculiar phenomenon to discontinuous dynamical systems, while homoclinic orbits play a role in studying the global dynamics of dynamical systems. This paper provides a method to ensure the existence of sliding homoclinic orbits of three-dimensional piecewise affine systems. In addition, sliding cycles are obtained by bifurcations of the systems with sliding homoclinic orbits to saddles. Two examples with simulations of sliding homoclinic orbits and sliding cycles are provided to illustrate the effectiveness of the results. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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5. Explicit Model Predictive Control of a Drying Blower Temperature: The Piecewise Affine Approach
- Author
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Laribi, Ibtissem, Gargouri, Faiez, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Balas, Valentina E., editor, and Ezziyyani, Mostafa, editor
- Published
- 2022
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6. Mixed logical dynamical modeling and model predictive control of piecewise affine systems with dead zone constraints.
- Author
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Cai, Xu, Zhang, Xin, Lou, Xuyang, and Wu, Wei
- Abstract
This paper is concerned with model predictive control of piecewise affine systems with dead zone constraints based on the mixed logical dynamical modeling approach. A predictive control strategy based on a mixed logic dynamical model is proposed. The strategy contains two steps: the first step is to transform the piecewise affine systems into mixed logic dynamical models; the second step is to apply a predictive control scheme based on this model. Then, the optimal control sequence can be obtained by solving the constructed mixed‐integer quadratic/linear programming problem. Finally, two numerical examples are provided to illustrate the effectiveness of the proposed approaches. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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7. Coexisting singular cycles in a class of three-dimensional three-zone piecewise affine systems.
- Author
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Lu, Kai and Xu, Wenjing
- Subjects
PIECEWISE affine systems ,INVARIANT sets ,ORBIT method ,LIMIT cycles - Abstract
Detecting an isolated homoclinic or heteroclinic cycle is a great challenge in a concrete system, letting alone the case of coexisting scenarios and more complicated chaotic behaviors. This paper systematically investigates the dynamics for a class of three-dimensional (3D) three-zone piecewise affine systems (PWASs) consisting of three sub-systems. Interestingly, under different conditions the considered system can display three types of coexisting singular cycles including: homoclinic and homoclinic cycles, heteroclinic and heteroclinic cycles, homoclinic and heteroclinic cycles. Furthermore, it establishes sufficient conditions for the presence of chaotic invariant sets emerged from such coexisting cycles. Finally, three numerical examples are provided to verify the proposed theoretical results. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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8. Boundedness and local stability of oscillation in a class of piecewise affine systems.
- Author
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Wang, Xinyong, Hetel, Laurentiu, Lauber, Jimmy, and Tang, Ying
- Subjects
- *
PIECEWISE affine systems , *INVARIANT sets , *OSCILLATIONS - Abstract
This paper investigates self-oscillation behaviors occurring in a class of piecewise affine (PWA) systems. We address a particular case of PWA systems with two subsystems and a linear switching surface. Conditions are given for characterizing forward invariant sets containing self-oscillating solutions and domains of attraction Rather than relying on purely computational tools, we provide conditions taking into account the structure of the system. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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9. Zonotope parameter identification for piecewise affine system
- Author
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Hong Jianwang and Ricardo A. Ramirez-Mendoza
- Subjects
piecewise affine system ,multi-class classification ,zonotope ,parameter identification ,Control engineering systems. Automatic machinery (General) ,TJ212-225 ,Systems engineering ,TA168 - Abstract
This paper studies one identification problem for a piecewise affine system which is a special nonlinear system. As the difficulty in identifying the piecewise affine system is to determine each separated region and each unknown parameter vector simultaneously, here we propose a multi-class classification process to determine each separated region. This multi-class classification process is similar to the classical data clustering process, and the merit of our strategy is that the first-order algorithm of convex optimization can be applied to achieve this classification process. Furthermore, to relax the strict probabilistic description on external noise and identify each unknown parameter vector, a zonotope parameter identification algorithm is proposed to compute a set that contains the parameter vector, consistent with the measured output and the given bound of the noise. To guarantee our derived zonotope not growing unbounded with iterations, a sufficient condition for this requirement to hold may be formulated as one linear matrix inequality. Finally, a numerical example confirms our theoretical results.
- Published
- 2020
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10. Zonotope parameter identification for piecewise affine system.
- Author
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Jianwang, Hong and Ramirez-Mendoza, Ricardo A.
- Subjects
PIECEWISE affine systems ,PARAMETER identification ,LINEAR matrix inequalities ,ALGORITHMS ,CLASSIFICATION ,NONLINEAR systems - Abstract
This paper studies one identification problem for a piecewise affine system which is a special nonlinear system. As the difficulty in identifying the piecewise affine system is to determine each separated region and each unknown parameter vector simultaneously, here we propose a multi-class classification process to determine each separated region. This multi-class classification process is similar to the classical data clustering process, and the merit of our strategy is that the first-order algorithm of convex optimization can be applied to achieve this classification process. Furthermore, to relax the strict probabilistic description on external noise and identify each unknown parameter vector, a zonotope parameter identification algorithm is proposed to compute a set that contains the parameter vector, consistent with the measured output and the given bound of the noise. To guarantee our derived zonotope not growing unbounded with iterations, a sufficient condition for this requirement to hold may be formulated as one linear matrix inequality. Finally, a numerical example confirms our theoretical results. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
11. Chaos Generated by a Class of 3D Three-Zone Piecewise Affine Systems with Coexisting Singular Cycles.
- Author
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Lu, Kai, Xu, Wenjing, and Yang, Qigui
- Subjects
- *
PIECEWISE affine systems , *MATHEMATICAL proofs - Abstract
It is a significant and challenging task to detect both the coexistence of singular cycles, mainly homoclinic and heteroclinic cycles, and chaos induced by the coexistence in nonsmooth systems. By analyzing the dynamical behaviors on manifolds, this paper proposes some criteria to accurately locate the coexistence of homoclinic cycles and of heteroclinic cycles in a class of three-dimensional (3D) piecewise affine systems (PASs), respectively. It further establishes the existence conditions of chaos arising from such coexistence, and presents a mathematical proof by analyzing the constructed Poincaré map. Finally, the simulations for two numerical examples are provided to validate the established results. [ABSTRACT FROM AUTHOR]
- Published
- 2020
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12. Heteroclinic cycles and chaos in a class of 3D three-zone piecewise affine systems.
- Author
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Lu, Kai, Yang, Qigui, and Xu, Wenjing
- Abstract
Little seems to be known about heteroclinic cycles and chaos in three-dimensional piecewise smooth dynamical systems with two or more discontinuous boundaries. This article presents a new class of three-dimensional three-zone piecewise affine systems with two discontinuous boundaries and provides some criteria for the existence of heteroclinic cycles in the following cases: (i) one saddle point and two focus points, (ii) two saddle points and one focus point, and (iii) three saddle points. Moreover, sufficient conditions for the existence of chaos are established. Finally, two numerical examples are provided to show the feasibility of our theoretical approach. [ABSTRACT FROM AUTHOR]
- Published
- 2019
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13. Event-triggered feedback control for discrete-time piecewise affine systems subject to input saturation.
- Author
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Ma, Yifei, Wu, Wei, Görges, Daniel, and Cui, Baotong
- Abstract
The problem of event-triggered control is investigated for discrete-time piecewise affine systems subject to input saturation. Linear matrix inequality (LMI) based on local stability criterion is formed by introducing a nonlinear dead-zone function which represent saturation characteristics. Unique state feedback control gains can be obtained by solving the LMI problem under the event-triggering strategy. The domain of attraction is estimated and maximized with the controller synthesis via ellipsoidal approximations. The effectiveness of controller is illustrated by simulations of numerical examples. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
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14. Robust region elimination for piecewise affine control laws.
- Author
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Maddalena, Emilio Tanowe, Galvão, Roberto Kawakami Harrop, and Afonso, Rubens Junqueira Magalhães
- Subjects
- *
TRAVELING salesman problem , *PIECEWISE affine systems - Abstract
Abstract This paper is concerned with uncertain linear discrete-time systems controlled by a piecewise affine feedback law defined on a polyhedral domain. Assuming the initial state is contained in a given set, a novel algorithm is proposed to identify regions of the polyhedral partition which are guaranteed not to be visited during real-time operation. By dispensing with the need to store the aforementioned regions and associated control functions, the proposed method enables a reduction in both storage and on-line computational demands. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
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15. Dynamic-model-based switched proportional-integral state observer design and traffic density estimation for urban freeway.
- Author
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Guo, Yuqi
- Subjects
PID controllers ,TRAFFIC density ,EXPRESS highways - Abstract
Abstract In the face of the frequent occurrence of urban traffic congestion, only part traffic sensors can be utilized in the urban freeway, in order to more accurately estimate traffic densities and timely identify the congested road segments, a novel estimated algorithm of proportional integral state observer is proposed. Firstly, by embedding the Cell Transmission Model (CTM) into the Dynamic Graph Hybrid Automata (DGHA) framework, we model traffic flow over the urban freeway network. In modeling procedure, an urban freeway network is partitioned in term of three hierarchical structures which are freeway networks, links and cells, respectively. On the one hand, both the dual digraph of road segment structure and hybrid automata respectively are adopted to describe the freeway topology and the multi-modes of dynamic densities in road segments. On the other hand, a deterministic and reasonable constraint is used to reduce the number of combination modes, and thus the modeling procedure is modularized, rule-based and easily-extensible with the help of a combination algorithm. Therefore, the Piecewise Affine System (PWAS) model of the freeway network can be obtained. Secondly, In order to estimate the traffic densities of the urban freeway network, based on the dynamic model, we design a switched proportional integral state observer, and the observer design problem is transferred into the stability problem of the switching system. So the proportional gains and integral gains can be computed via introducing the Lyapunov function and using LMI technique, and thus the traffic densities can be estimated by the designed observer. Especially, the traffic congestion can be identified by checking whether the estimated densities are greater than the critical ones. Finally, a section of Beijing south third ring freeway as an example to verify the proposed approach, and the effectiveness and the feasibility are shown in the experiment results. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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16. Homoclinic orbits and an invariant chaotic set in a new 4D piecewise affine systems.
- Author
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Yang, Qigui and Lu, Kai
- Abstract
It is a challenging task to prove mathematically the existence of homoclinic orbits in a high-dimensional dynamical system. Here we first introduce a new four-dimensional (4D) piecewise affine system and then establishes useful yet general conditions on the existence of an orbit homoclinic to a spiral saddle-foci and chaos in the system. Rigorously mathematical analysis is also provided. A 4D example with both a homoclinic orbit and an invariant chaotic set is used to depict the effectiveness of analysis and prediction. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
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17. Fault recoverability analysis of nonlinear systems: A piecewise affine system approach.
- Author
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Ren, Wenjing, Yang, Hao, and Jiang, Bin
- Abstract
The recoverability reflects the capability of the system to tolerate the worst faults over a prescribed set under admissible energy constrains. In this paper, a piecewise affine (PWA) controller is designed for a PWA approximation of the nonlinear dynamics, which can stabilize the original nonlinear system under some conditions. By analyzing the upper bound of the piecewise linear quadratic control performance of the PWA system, a novel fault recoverability evaluation scheme is further proposed for the nonlinear system with respect to the given limit of admissible control performance. A longitudinal flight control example is taken to show the effectiveness of the proposed method. [ABSTRACT FROM AUTHOR]
- Published
- 2017
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18. Automatic adaptation of basal therapy for Type 1 diabetic patients: A Run-to-Run approach.
- Author
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Toffanin, Chiara, Messori, Mirko, Cobelli, Claudio, and Magni, Lalo
- Subjects
TYPE 1 diabetes ,TREATMENT of diabetes ,INSULIN therapy ,BLOOD sugar measurement ,HYPERGLYCEMIA prevention ,PATIENTS - Abstract
Type 1 diabetic patients require adjustments of their basal therapy due to insulin requirement changes. A very promising automatic approach is based on the so-called Run-to-Run (R2R) strategy, which adjusts the insulin therapy based on the performance measured during the previous run, usually of 1 day. Previous R2R approaches were based on a few blood glucose measurements. In this paper, the use of a subcutaneous continuous glucose monitoring is exploited in order to obtain more relevant clinical performance indices, such as the percentage of time spent below 70 mg/dl, above 180 mg/dl, and the average glucose. Different priority is given to hypo- and hyperglycemia control and, in particular, the primary goal is to reduce the time below 70 mg/dl, whereas the secondary is to reduce the time above 180 mg/dl and to reach a desirable glucose concentration. In doing so, a switching control law is achieved. A procedure for the convergence analysis of the proposed R2R approach is introduced by resorting to the Lyapunov theory for piecewise affine systems. Performance is studied for the algorithm by means of an extensive in silico trial performed on 100 adult patients of the UVA/Padova simulator. Five scenarios characterized by over- and underestimation of the initial basal therapy, random variations of the patient insulin sensitivity, meal variations, and intra-day circadian variability are considered. After a week the time in range [70–180] mg/dl is significantly ( p -value < 0.001) increased with a reduction of the time spent below 70 mg/dl by using the proposed algorithm. [ABSTRACT FROM AUTHOR]
- Published
- 2017
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19. Individuals, populations and fluid approximations: A Petri net based perspective.
- Author
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Silva, Manuel
- Abstract
Discrete Event Systems (DES) theory and engineering are mainly driven by needs that arise in many different human-made systems (manufacturing, communications, logistics, workflow management, traffic, etc.). With the accelerated increase in the complexity and size of new technological constructions, the state explosion problem in DES analysis and synthesis becomes more and more acute. Two traditional conceptual and complementary ways of dealing with the computational complexities in the Petri nets (PN) framework are structure theory (that investigates the relationship between the behavior of a net system and its structure) and fluid relaxations , here leading to particular classes of hybrid systems. In the second case, the expected computational gains for analysis and synthesis problems are usually achieved at the expense of the fidelity or accuracy of the relaxed model. This invited overview will mainly focus on the second strategy, nevertheless always interspersed with basic structural concepts and methods. Using an example-driven approach, starting with a DES “view of the system”, the legitimization and improvement of fluidization process, the aggregation of local states by symmetries and the decolorization of models will be briefly addressed, together with reflections about the analysis of the new models obtained. As the linearization of a continuous dynamical system, the fluidization of a DES is a relaxation that has to be used with care, depending on the problem at hand. This abstraction is here considered from two complementary perspectives: at logical and at performance levels, both for untimed and timed PNs. On the one hand, the expressive power of timed fluid PNs under infinite server semantics is such that the simulation of Turing machines is possible. From a complementary perspective, the expression of modeling capabilities such as non-monotonicities and bifurcations may also be revealed for steady-state behaviors. Symmetries (more generally, lumping ) seek to group together “equivalent” behaviors and decolorization seeks to abstract identities, in order to create new collectivities of processes and resources. The synergy between symmetry-decolorization state-aggregation approaches and fluid relaxations is highlighted. In fact, the first approaches not only reduce the state space, but also “produce” populations, thus proceed upgrading the applicability of fluidization. Opening the window, related issues such as control, optimization, observation or diagnosis are briefly pointed out. For conciseness, this work is limited to fully fluid (or continuous) PN models and their relationships with the corresponding discrete systems. [ABSTRACT FROM AUTHOR]
- Published
- 2016
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20. Distributed model predictive control for constrained piecewise affine system with control coupling and its application in quadruple-tank.
- Author
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Guoqi Zhong, Zhiyuan Liu, and Houhua Jing
- Subjects
PREDICTIVE control systems ,AUTOMATIC control systems ,NONLINEAR systems ,PIECEWISE affine systems ,QUADRATIC programming - Abstract
Copyright of DYNA - Ingeniería e Industria is the property of Publicaciones Dyna SL and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
- Published
- 2015
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21. Rotating Switching Surface Control of Series-Resonant Converter Based on a Piecewise Affine Model.
- Author
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Momeni, Mohammad, Kelk, Homayoun Meshgin, and Talebi, Heidarali
- Subjects
- *
ELECTRIC switchgear , *CONVERTERS (Electronics) , *HYBRID systems , *SIGNAL processing , *MICROCONTROLLERS - Abstract
In this paper, the control signal of the series-resonant converter is considered as a slope of a switching surface. The output characteristic of the converter, for an ideal case and above the resonant frequency, is achieved based on the slope of the switching surface. This output characteristic leads us to find the related slope for a specific converter gain. Nonlinear state equations of the series-resonant converter with new control input are represented in widely used class of hybrid systems that have been called piecewise affine systems. Considering the effects of the slope variations in the switching surface, a simple and efficient control law is achieved. The main advantage of the proposed method is the absence of microcontroller and frequency modulator integrated circuits in hardware implementation. This property makes the proposed method more beneficial in high-frequency applications. Experimental results confirm our theoretical investigations. [ABSTRACT FROM AUTHOR]
- Published
- 2015
- Full Text
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22. A novel hybrid modeling of DC-DC series resonant converters.
- Author
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Afshang, Hamid, Tahami, Farzad, and Molla-Ahmadian, Hamed
- Abstract
The subject of modeling and stability analysis of dc-dc resonant converters is still a challenge. The conventional large signal nonlinear model of the resonant converter is derived using the sinusoidal approximation and averaging followed by linearization about an operating point. Models obtained with such method involve considerable approximation, and produce results that are limited for higher performance designs. Therefore, it is essential to investigate the stability of the resonant converters using a more sophisticated model. Because of semiconductors switching, dc-dc resonant converters are intrinsically hybrid systems consist of discrete input and continuous states. The complexity of the stability analysis and controller design is increased when the system variables are a combination of discrete and continuous variables. In this paper a novel hybrid modeling framework is proposed for the DC-DC series resonant converters that is effective for operating both above and below resonance and when the converter operates either in continuous or discontinuous conduction modes. By defining the discrete input based on continuous states, a new hybrid system is obtained which has both continuous input and continuous states. [ABSTRACT FROM PUBLISHER]
- Published
- 2013
- Full Text
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23. MULTI-PARAMETRIC CONSTRAINED OPTIMAL CONTROL OF A PNEUMATIC ARTIFICIAL MUSCLE.
- Author
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Andrikopoulos, George, Nikolakopoulos, George, Arvanitakis, Ioannis, and Manesis, Stamatis
- Subjects
ARTIFICIAL muscles ,OPTIMAL control theory ,PIECEWISE affine systems ,COMPUTER simulation ,FEEDFORWARD control systems ,NONLINEAR systems - Abstract
The Pneumatic Artificial Muscle (PAM) is a highly non-linear form of actuation that is characterized by a decrease in the actuating length when pressurized. Its non-linear nature and time-varying parameters cause difficulties in modelling their characteristics and designing controllers for high-performance positioning systems. In this article, the control problem of a PAM is considered. A constrained linear and PieceWise Affine (PWA) system model approximation is utilized and a controller composed of: a) a feedforward term regulating control input at specific setpoints, and b) a Constrained Finite Time Optimal Controller (CFTOC) handling any deviations from the system's equilibrium points is synthesized. Simulation studies are used to investigate the efficacy of the suggested controller. [ABSTRACT FROM AUTHOR]
- Published
- 2012
24. State feedback redesign for PWA system with regional pole placement performance using LMI.
- Author
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Rungtweesuk, Prachya and Wongsaisuwan, Manop
- Abstract
This paper considers a state-feedback controller which guarantees the stability of a class of nonlinear systems over the desired region and ensures some practical performance criteria of the closed-loop system. We apply the piecewise affine technique together with the regional pole placement and linear quadratic regulator in order that all design formulations are cast as a linear matrix inequality (LMI) optimization problem. Moreover, the discrete-time controller is also obtained from the continuous-time controller via LMI approach. The numerical example has been provided and we apply the proposed method to the bicycle control using gyroscopic stabilization. The simulation result shows that the obtained controller gain can stabilize the original nonlinear system perfectly under the required specification. [ABSTRACT FROM PUBLISHER]
- Published
- 2012
- Full Text
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25. Active fault tolerant control of piecewise affine systems with reference tracking and input constraints.
- Author
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Gholami, M., Cocquempot, V., Schiøler, H., and Bak, T.
- Subjects
- *
FAULT tolerance (Engineering) , *PIECEWISE affine systems , *FEEDBACK control systems , *ADAPTIVE control systems , *ACTUATORS - Abstract
SUMMARY An active fault tolerant control (AFTC) method is proposed for discrete-time piecewise affine (PWA) systems. Only actuator faults are considered. The AFTC framework contains a supervisory scheme, which selects a suitable controller in a set of controllers such that the stability and an acceptable performance of the faulty system are held. The design of the supervisory scheme is not considered here. The set of controllers is composed of a normal controller for the fault-free case, an active fault detection and isolation controller for isolation and identification of the faults, and a set of passive fault tolerant controllers (PFTCs) modules designed to be robust against a set of actuator faults. In this research, the piecewise nonlinear model is approximated by a PWA system. The PFTCs are state feedback laws. Each one is robust against a fixed set of actuator faults and is able to track the reference signal while the control inputs are bounded. The PFTC problem is transformed into a feasibility problem of a set of LMIs. The method is applied on a large-scale live-stock ventilation model. Copyright © 2013 John Wiley & Sons, Ltd. [ABSTRACT FROM AUTHOR]
- Published
- 2014
- Full Text
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26. Pneumatic artificial muscles: A switching Model Predictive Control approach.
- Author
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Andrikopoulos, George, Nikolakopoulos, George, and Manesis, Stamatis
- Subjects
- *
ARTIFICIAL muscles , *SWITCHING theory , *PREDICTIVE control systems , *CONTROL theory (Engineering) , *MATHEMATICAL proofs , *FEEDFORWARD control systems , *SCHEME programming language - Abstract
Abstract: In this article, a switching Model Predictive Controller (sMPC) for a pneumatic artificial muscle (PAM) is presented. The control scheme is based on a switching PieceWise Affine (PWA) system model approximation that is able to capture the high nonlinearities of the PAM, while improving the overall model accuracy, and is composed of: (a) a feed-forward term regulating control input at specific reference set-points, and (b) a switching Model Predictive Controller handling any deviations from the system's equilibrium points. Extended experimental studies are being presented that prove the overall scheme's efficiency. [Copyright &y& Elsevier]
- Published
- 2013
- Full Text
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27. Switching model predictive control of a pneumatic artificial muscle.
- Author
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Andrikopoulos, George, Nikolakopoulos, George, Arvanitakis, Ioannis, and Manesis, Stamatis
- Abstract
In this article, a switching Model Predictive Controller (sMPC) scheme for the position control of a Pneumatic Artificial Muscle (PAM) is being presented. The control scheme is based on a constrained linear and PieceWise Affine (PWA) system model approximation that is able to capture the high nonlinearities of the PAM and improve the overall model accuracy, and is composed of: a) a feed-forward term regulating control input at specific reference set-points, and b) a switching Model Predictive Controller handling any deviations from the system’s equilibrium points. Extended simulation studies were utilized in order to investigate and evaluate the efficacy of the suggested controller in the positioning problem of a PAM. [ABSTRACT FROM AUTHOR]
- Published
- 2013
- Full Text
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28. ANALYSIS OF GLUCOSE REGULATION USING FUZZY CLUSTERING BASED PIECEWISE AFFINE APPROXIMATION APPROACH.
- Author
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GHOSH, S. and MAKA, S.
- Subjects
- *
PHYSIOLOGICAL control systems , *BLOOD plasma , *GLUCOSE , *INSULIN , *SYSTEM analysis - Abstract
This paper deals with the analysis of the nonlinear glucose regulation system from its Piecewise Affine (PWA) equivalent Piecewise Affine (PWA) equivalent model. The use of PWA model was motivated by the fact that it has developed as an attractive tool for nonlinear system analysis in recent years, since it allows the use of well developed concepts in the field of linear systems and control theory. The analysis mainly involves the behavioral study of the system at steady state for different types of input and different sets of physiological parameters. The number of affine systems required to represent a nonlinear system is an important consideration in PWA modeling. In this paper, the optimal number of piecewise affine systems is obtained by a technique based on a fuzzy clustering. From the PWA representation, it is possible to determine the equilibrium point (basal condition) of the glucose regulation system quite easily without solving a complex transcendental equation. The presence of a compensating mechanism between insulin sensitivity and insulin secretion is utilized by the PWA model to determine a particular profile (characteristics) for insulin sensitivity for a modified insulin secretion characteristics that would maintain a normal basal glucose level. A condition for the existence of a stable limit cycle of plasma glucose concentration as a function of delay in hepatic glucose production is determined from the model. This allowed determining the point of hopf bifurcation without carrying out extensive simulations, as is done with the existing models. The response obtained from the numerical simulation of the model, is in line with the experimental results. [ABSTRACT FROM AUTHOR]
- Published
- 2010
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29. Non-synchronized Observer-based Control of Discrete-time Piecewise Affine Systems: an LMI Approach.
- Author
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GAO, Ya-Hui, LIU, Zhi-Yuan, and CHEN, Hong
- Subjects
OBSERVABILITY (Control theory) ,DISCRETE-time systems ,PIECEWISE linear topology ,LYAPUNOV functions ,MATRIX inequalities ,ELLIPSOIDS - Abstract
Abstract: This paper presents a novel observer-based control scheme for discrete-time piecewise affine systems based on a piecewise-quadratic Lyapunov function. The key issue addressed in this paper is that the currently active region of the system is unknown, and can not be inferred from the measured outputs. By approximating polytopic operating regions by ellipsoids and using the singular value decomposition technique to treat the constraint of matrix equality, the suggested control method can be formulated as linear matrix inequalities (LMIs), and solved much more efficiently than existing methods which could be only cast as bilinear matrix inequalities. A numerical example is also given to verify the proposed approach. [Copyright &y& Elsevier]
- Published
- 2009
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30. Optimal complexity reduction of polyhedral piecewise affine systems
- Author
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Geyer, Tobias, Torrisi, Fabio D., and Morari, Manfred
- Subjects
- *
POLYHEDRAL functions , *MODULAR functions , *ELLIPTIC functions , *ALGORITHMS - Abstract
Abstract: This paper focuses on the -hard problem of reducing the complexity of piecewise polyhedral systems (e.g. polyhedral piecewise affine (PWA) systems). The results are fourfold. Firstly, the paper presents two computationally attractive algorithms for optimal complexity reduction that, under the assumption that the system is defined over the cells of a hyperplane arrangement, derive an equivalent polyhedral piecewise system that is minimal in the number of polyhedra. The algorithms are based on the cells and the markings of the hyperplane arrangement. In particular, the first algorithm yields a set of disjoint (non overlapping) merged polyhedra by executing a branch and bound search on the markings of the cells. The second approach leads to non-disjoint (overlapping) polyhedra by formulating and solving an equivalent (and well-studied) logic minimization problem. Secondly, the results are extended to systems defined on general polyhedral partitions (and not on cells of hyperplane arrangements). Thirdly, the paper proposes a technique to further reduce the complexity of piecewise polyhedral systems if the introduction of an adjustable degree of error is acceptable. Fourthly, the paper shows that based on the notion of the hyperplane arrangement PWA state feedback control laws can be implemented efficiently. Three examples, including a challenging industrial problem, illustrate the algorithms and show their computational effectiveness in reducing the complexity by up to one order of magnitude. [Copyright &y& Elsevier]
- Published
- 2008
- Full Text
- View/download PDF
31. Simultaneous identification of piecewise affine systems and number of subsystems using mixed logical dynamical systems theory.
- Author
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Zanma, Tadanao, Fuke, Keizo, Chang Ma, Shang, and Ishida, Muneaki
- Subjects
- *
SYSTEM identification , *SYSTEM analysis , *DYNAMICS , *MATHEMATICAL programming , *MATHEMATICAL analysis - Abstract
This paper addresses system identification of a switched system in which each subsystem is expressed by a piecewise affine system. The system considered is expressed by a mixed logical dynamical system for which some design methods are already known. For identification, in most cases, a number of subsystems, that is, switching points, are given in advance. However, it is not easy to find switching points for multivariable systems. Therefore, in this paper, we propose a simultaneous identification technique that takes into account the number of subsystems and their parameters. The proposed method is applied to several examples to show its effectiveness. © 2008 Wiley Periodicals, Inc. Electron Comm Jpn, 91(5): 1–10, 2008; Published online in Wiley InterScience (
www.interscience.wiley.com ). DOI 10.1002/ecj.10109 [ABSTRACT FROM AUTHOR]- Published
- 2008
- Full Text
- View/download PDF
32. Stabilizing low complexity feedback control of constrained piecewise affine systems
- Author
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Grieder, Pascal, Kvasnica, Michal, Baotić, Mato, and Morari, Manfred
- Subjects
- *
AUTOMATIC control systems , *PREDICTIVE control systems , *COMPUTATIONAL complexity , *MATHEMATICAL programming , *LYAPUNOV functions - Abstract
Abstract: Piecewise affine (PWA) systems are powerful models for describing both non-linear and hybrid systems. One of the key problems in controlling these systems is the inherent computational complexity of controller synthesis and analysis, especially if constraints on states and inputs are present. In addition, few results are available which address the issue of computing stabilizing controllers for PWA systems without placing constraints on the location of the origin. This paper first introduces a method to obtain stability guarantees for receding horizon control of discrete-time PWA systems. Based on this result, two algorithms which provide low complexity state feedback controllers are introduced. Specifically, we demonstrate how multi-parametric programming can be used to obtain minimum-time controllers, i.e., controllers which drive the state into a pre-specified target set in minimum time. In a second segment, we show how controllers of even lower complexity can be obtained by separately dealing with constraint satisfaction and stability properties. To this end, we introduce a method to compute PWA Lyapunov functions for discrete-time PWA systems via linear programming. Finally, we report results of an extensive case study which justify our claims of complexity reduction. [Copyright &y& Elsevier]
- Published
- 2005
- Full Text
- View/download PDF
33. Piecewise affine modeling and hybrid optimal control of intelligent vehicle longitudinal dynamics for velocity regulation.
- Author
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Sun, Xiaoqiang, Wu, Pengcheng, Cai, Yingfeng, Wang, Shaohua, and Chen, Long
- Subjects
- *
HYBRID systems , *INTELLIGENT control systems , *AUTONOMOUS vehicles , *AUTOMATIC automobile transmissions , *VELOCITY , *PIECEWISE affine systems , *QUADRATIC programming , *TRAFFIC safety - Abstract
• A complete model of vehicle longitudinal dynamics is built based on the PWA method. • A computational MLD framework is derived based on the developed system PWA model. • The HMPC control strategy for the MLD model of the intelligent vehicle is designed. In this paper, a novel piecewise affine (PWA) modeling framework and a hybrid optimal control scheme based on the developed PWA model for the intelligent vehicle longitudinal dynamics are proposed. The proposed methodology approximates the nonlinear characteristics of the system major components, i.e. the engine, the automatic transmission and the tire, using the PWA representation method firstly. Due to the affine submodel switching behaviors of the PWA model and the fact that the intelligent vehicle must be worked in two discrete modes (driving and braking) for regulating the longitudinal velocity automatically, the control procedure of the intelligent vehicle longitudinal dynamics actually shows a hybrid nature with both continuous variables and discrete events. Thus, to further solve the system hybrid control problem, the intelligent vehicle longitudinal dynamics whose major components are modelled in the PWA form is further transformed into a computational mixed logical dynamical (MLD) model in this work, based on which a hybrid model predictive control (HMPC) strategy, which can simultaneously calculate the switching sequences of the intelligent vehicle longitudinal working modes (binary control inputs) and the throttle angle and braking pressure (continuous control inputs) during autonomous velocity regulation, is designed by solving a mixed-integer quadratic programming (MIQP) problem. Simulation and experimental results are finally provided to verify the superior control performance of the designed hybrid controller in longitudinal velocity regulation under typical driving conditions. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
34. Nonlinear system identification for prostate cancer and optimality of intermittent androgen suppression therapy.
- Author
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Suzuki, Taiji and Aihara, Kazuyuki
- Subjects
- *
NONLINEAR systems , *DIAGNOSIS , *PROSTATE cancer , *ANDROGEN drugs , *CANCER prognosis , *GAUSSIAN processes , *COMPARATIVE studies - Abstract
Highlights: [•] Dynamics of prostate cancer under intermittent androgen suppression (IAS) is studied. [•] Two nonparametric methods to predict prognosis of prostate cancer are proposed. [•] They are based on variational Bayesian and Gaussian process techniques, respectively. [•] The predictive performances of the proposed methods are compared with clinical data. [•] Optimality of the conventional IAS therapy is considered. [Copyright &y& Elsevier]
- Published
- 2013
- Full Text
- View/download PDF
35. Positive Invariance of Constrained Affine Dynamics and Its Applications to Hybrid Systems and Safety Verification.
- Author
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Shen, Jinglai
- Subjects
- *
HYBRID systems , *HEURISTIC algorithms , *VECTOR analysis , *TRAJECTORIES (Mechanics) , *EIGENVALUES , *EIGENFUNCTIONS , *SWITCHING theory - Abstract
Motivated by long-time dynamic analysis of hybrid systems and safety verification problems, this paper addresses fundamental positive invariance issues of an affine dynamical system on a general polyhedron and their applications. Necessary and sufficient algebraic conditions are established for the existence of a positively invariant set of an affine system on a polyhedron using the tools of lexicographic relation and long-time oscillatory dynamic analysis. A linear program based algorithm is proposed to verify these conditions, and its computational complexity is analyzed. The positive invariance results are applied to obtain an explicit characterization of global switching behaviors of piecewise affine systems. Further, the positive invariance techniques developed in this paper are exploited to show the decidability of safety verification of a class of affine dynamics on semialgebraic sets. [ABSTRACT FROM PUBLISHER]
- Published
- 2012
- Full Text
- View/download PDF
36. A fuzzy clustering based technique for piecewise affine approximation of a class of nonlinear systems
- Author
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Ghosh, S. and Maka, S.
- Subjects
- *
NONLINEAR systems , *GLUCOSE , *FUZZY logic , *CLUSTER analysis (Statistics) , *APPROXIMATION theory , *BIFURCATION theory , *NUMERICAL analysis , *COMPUTER simulation - Abstract
Abstract: In recent years piecewise affine (PWA) modeling has developed as an attractive tool for the approximation of various complex nonlinear systems. In spite of the wide application of PWA modeling, the optimal approximation of a continuous time nonlinear system with scalar functions by the minimum number of affine systems has not been addressed properly in literature. This paper deals with a fuzzy clustering based approach for the optimal PWA approximation of a class of continuous time nonlinear systems. The technique is based on the trade-off between increasing the approximation accuracy of the various nonlinear functions and simplifying the approximation by the minimum number of subsystems. As an application, the technique is utilized to obtain a PWA approximation of the glucose regulation system. Numerical simulations depicted that, for a given number of subsystems, the derived glucose regulation model provides an optimal approximation of the original nonlinear system. The model also provided some biological insight about the interactions involved in glucose regulation. [Copyright &y& Elsevier]
- Published
- 2010
- Full Text
- View/download PDF
37. De l'identification des systèmes (hybrides et à sortie binaire) à l'extraction de motifs
- Author
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goudjil, abdelhak, Laboratoire d'automatique de Caen (LAC), Université de Caen Normandie (UNICAEN), Normandie Université (NU)-Normandie Université (NU)-École Nationale Supérieure d'Ingénieurs de Caen (ENSICAEN), Normandie Université (NU), Normandie Université, Mohammed M'Saad, STAR, ABES, École Nationale Supérieure d'Ingénieurs de Caen (ENSICAEN), and Normandie Université (NU)-Normandie Université (NU)-Université de Caen Normandie (UNICAEN)
- Subjects
Bounded nois ,Identification ,[SPI.AUTO] Engineering Sciences [physics]/Automatic ,Sortie binaire ,Motifs ,Systèmes à commutations ,Binary sensors ,Pattern ,Piecewise affine system ,Systèmes affines par morceaux ,Switched systems ,Bruit borné ,[SPI.AUTO]Engineering Sciences [physics]/Automatic - Abstract
In this thesis, we deal with the identification of systems and the extraction of patterns from data. In the context of system identification, we focus precisely on the identification of hybrid systems and the identification of linear systems using binary sensors. Two very popular classes of hybrid systems are switched linear systems and piecewise affine systems. First, we give an overview of the different approaches available in the literature for the identification of these two classes. Then, we propose a new real-time identification algorithm for switched linear systems, it's based on an Outer Bounding Ellipsoid (OBE) type algorithm suitable for system identification with bounded noise. We then present several extensions of the algorithm either for the identification of piecewise affine systems, the identification of switched linear systems described by an output error model and the identification of MIMO switched linear systems. After this, we address the problem of the identification of linear systems using binary sensors by introducing an original point of view. We formulate the identification problem as a classification problem. This formulation allows the use of supervised learning algorithms such as Support Vector Machines (SVMs) for the identification of discrete time systems and the identification of continuous-time systems using binary sensors. In the context of pattern extraction, we first present an overview of the different pattern extraction algorithms and clustering techniques available in the literature. Next, we propose an algorithm for extracting patterns from data based on clustering techniques., Les travaux de cette thèse portent sur l'identification des systèmes et l'extraction de motifs à partir de données. Dans le cadre de l'identification des systèmes, nous nous intéressons plus précisément à l'identification des systèmes dynamiques hybrides et l'identification des systèmes dynamiques linéaires ayant une sortie binaire. Deux classes très populaires des systèmes hybrides sont les systèmes linéaires à commutations et les systèmes affines par morceaux. Nous faisons tout d'abord un état de l'art sur les méthodes d'identification de ces deux classes. Nous proposons ensuite un algorithme basé sur une méthode d'identification de type OBE "Outer Bounding Ellipsoid" pour l'identification en temps réel des systèmes à commutations soumis à un bruit borné. Nous présentons ensuite plusieurs extensions de l'algorithme soit pour l'identification des systèmes affines par morceaux, l'identification des systèmes à commutations décrits par un modèle du type erreur de sortie et l'identification des systèmes MIMO à commutations. Nous abordons ensuite le problème d'identification des systèmes linéaires ayant une sortie binaire en introduisant un point de vue original consiste à formuler le problème d'identification comme un problème de classification. Ceci permet de proposer deux algorithmes d'identification basés sur l'utilisation des SVMs. Le premier algorithme est dédié à l'identification des systèmes à temps discret et le deuxième algorithme est dédié à l'identification des systèmes à temps continu. Dans le cadre de l'extraction de motifs, nous présentons dans un premier temps un état de l'art sur les algorithmes d'extraction de motifs et sur les techniques de la classification non supervisée. Ensuite, nous proposons un algorithme d'extraction de motifs à partir des données basé sur des techniques de classification non supervisée.
- Published
- 2017
38. Lyapunov stability for piecewise affine systems via cone-copositivity
- Author
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Francesco Vasca, Domenico Tangredi, Raffaele Iervolino, Iervolino, Raffaele, Tangredi, Domenico, and Vasca, Francesco
- Subjects
Lyapunov stability ,Discrete mathematics ,Opinion dynamic ,0209 industrial biotechnology ,Piecewise quadratic Lyapunov function ,021103 operations research ,Asymptotic stability ,0211 other engineering and technologies ,02 engineering and technology ,Quadratic function ,Saturated system ,Cone-copositivity ,Piecewise linear function ,Matrix (mathematics) ,Polyhedron ,020901 industrial engineering & automation ,Exponential stability ,Multi-agent system ,Control and Systems Engineering ,Piecewise ,State space ,Applied mathematics ,Piecewise affine system ,Electrical and Electronic Engineering ,Mathematics - Abstract
Cone-copositive piecewise quadratic Lyapunov functions (PWQ-LFs) for the stability analysis of continuous-time piecewise affine (PWA) systems are proposed. The state space is assumed to be partitioned into a finite number of convex, possibly unbounded, polyhedra. Preliminary conditions on PWQ functions for their sign in the polyhedra and continuity over the common boundaries are provided. The sign of each quadratic function is studied by means of cone-constrained matrix inequalities which are translated into linear matrix inequalities (LMIs) via cone-copositivity. The continuity is guaranteed by adding equality constraints over the polyhedra intersections. An asymptotic stability result for PWA systems is then obtained by finding a continuous PWQ-LF through the solution of a set of constrained LMIs. The effectiveness of the proposed approach is shown by analyzing an opinion dynamics model and two saturating control systems.
- Published
- 2017
39. Stability of piecewise affine systems through discontinuous piecewise quadratic Lyapunov functions
- Author
-
Stephan Trenn, Francesco Vasca, Raffaele Iervolino, Iervolino, Raffaele, Stephan, Trenn, and Vasca, Francesco
- Subjects
Lyapunov function ,0209 industrial biotechnology ,Asymptotic stability ,0211 other engineering and technologies ,02 engineering and technology ,PWQ-LF ,tate-space method ,Linear matrix inequalitie ,discontinuous piecewise quadratic Lyapunov function ,Symmetric matrices ,symbols.namesake ,Polyhedron ,020901 industrial engineering & automation ,Quadratic equation ,Exponential stability ,conewise linear system ,Stability analysi ,Applied mathematics ,Symmetric matrix ,linear system ,piecewise affine dynamic ,Mathematics ,021103 operations research ,Lyapunov method ,opinion dynamics model ,Linear system ,Numerical stability ,ampled data system ,witching systems (control) ,piecewise affine system ,candidate Lyapunov function ,polyhedra intersection ,ufficient condition ,Electronic mail ,polyhedral partition ,symbols ,Piecewise ,quadratic inequalitie ,piece-wise quadratic function ,vectors field ,vector ,PWA system ,tate space - Abstract
State-dependent switched systems characterized by piecewise affine (PWA) dynamics in a polyhedral partition of the state space are considered. Sufficient conditions on the vectors fields such that the solution crosses the common boundaries of the polyhedra are expressed in terms of quadratic inequalities constrained to the polyhedra intersections. A piece-wise quadratic (PWQ) function, not necessarily continuous, is proposed as a candidate Lyapunov function (LF). The sign conditions and the negative jumps at the boundaries are expressed in terms of linear matrix inequalities (LMIs) via cone-copositivity. A sufficient condition for the asymptotic stability of the PWA system is then obtained by finding a PWQ-LF through the solution of a set LMIs. Numerical results with a conewise linear system and an opinion dynamics model show the effectiveness of the proposed approach.
- Published
- 2017
40. A new hybrid system identification algorithm with automatic tuning
- Author
-
Fabien Lauer, Gérard Bloch, Centre de Recherche en Automatique de Nancy (CRAN), and Université Henri Poincaré - Nancy 1 (UHP)-Institut National Polytechnique de Lorraine (INPL)-Centre National de la Recherche Scientifique (CNRS)
- Subjects
0209 industrial biotechnology ,switched system ,System identification ,Mode (statistics) ,Support Vector Regression ,02 engineering and technology ,General Medicine ,piecewise affine system ,[SPI.AUTO]Engineering Sciences [physics]/Automatic ,Support vector machine ,Nonlinear system ,Identification (information) ,Noise ,020901 industrial engineering & automation ,Data point ,Control theory ,Hybrid system ,hybrid system ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Algorithm ,system identification ,bounded error ,Mathematics - Abstract
See also the companion paper "Switched and piecewise nonlinear hybrid system identification", F. Lauer and G. Bloch, available at http://hal.archives-ouvertes.fr/hal-00203121/en; International audience; Hybrid system identification is composed of two subproblems: estimate the discrete state or mode for each data point, and estimate the submodel governing the dynamics of the continuous state for each mode. For linear hybrid systems, the paper proposes to tackle these problems in a single step by simultaneously approximating each submodel while associating data points to each of these. The method borrows ideas from bounded-error approaches and Support Vector Regression to extend the algebraic procedure. The algorithm can easily deal with noise by fixing a predefined accuracy threshold. This bound on the error can be different for each mode when the noise level is considered to switch with the system. An extension of the algorithm to automatically tune itself in accordance with the noise level of each mode is also provided. The method can be seen as an an extension of the algebraic approach, but also as an alternative to the bounded error approach when a predefined or preferred model structure is given or when the noise level is unknown. An extension of the method to nonlinear submodels is provided in the companion paper (Lauer and Bloch, 2008).
- Published
- 2008
- Full Text
- View/download PDF
41. Multi-parametric constrained optimal control of a pneumatic artificial muscle
- Author
-
Georgios Andrikopoulos, George Nikolakopoulos, Ioannis Arvanitakis, and Stamatis Manesis
- Subjects
Information technology - Automatic control ,Informationsteknik - Reglerteknik ,Optimal Control ,Constrained Control ,Reglerteknik ,Pneumatic Artificial Muscle ,Control Engineering ,Piecewise Affine System ,Feedforward Control - Abstract
The Pneumatic Artificial Muscle (PAM) is a highly non-linear form of actuation that is characterized by a decrease in the actuating length when pressurized. Its non-linear nature and time-varying parameters cause difficulties in modelling their characteristics and designing controllers for high-performance positioning systems. In this article, the control problem of a PAM is considered. A constrained linear and PieceWise Affine (PWA) system model approximation is utilized and a controller composed of: a) a feedforward term regulating control input at specific setpoints, and b) a Constrained Finite Time Optimal Controller (CFTOC) handling any deviations from the system’s equilibrium points is synthesized. Simulation studies are used to investigate the efficacy of the suggested controller. Godkänd; 2012; 20120527 (geonik)
- Published
- 2012
42. A continuous optimization framework for hybrid system identification
- Author
-
René Vidal, Fabien Lauer, Gérard Bloch, Machine Learning and Computational Biology (ABC), Laboratoire Lorrain de Recherche en Informatique et ses Applications (LORIA), Centre National de la Recherche Scientifique (CNRS)-Institut National Polytechnique de Lorraine (INPL)-Université Nancy 2-Université Henri Poincaré - Nancy 1 (UHP)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Institut National Polytechnique de Lorraine (INPL)-Université Nancy 2-Université Henri Poincaré - Nancy 1 (UHP)-Institut National de Recherche en Informatique et en Automatique (Inria), Centre de Recherche en Automatique de Nancy (CRAN), Université Henri Poincaré - Nancy 1 (UHP)-Institut National Polytechnique de Lorraine (INPL)-Centre National de la Recherche Scientifique (CNRS), Center for Imaging Science (CIS), Johns Hopkins University (JHU), architecture hybride et contraintes, ArHyCo, ANR-2008 SEGI 004 01-30011459,architecture hybride et contraintes, ArHyCo, ANR-2008 SEGI 004 01-30011459, Institut National de Recherche en Informatique et en Automatique (Inria)-Université Henri Poincaré - Nancy 1 (UHP)-Université Nancy 2-Institut National Polytechnique de Lorraine (INPL)-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche en Informatique et en Automatique (Inria)-Université Henri Poincaré - Nancy 1 (UHP)-Université Nancy 2-Institut National Polytechnique de Lorraine (INPL)-Centre National de la Recherche Scientifique (CNRS), and ANR-08-SEGI-0004,ArHyCo,Architectures Hybrides et Contraintes(2008)
- Subjects
Continuous optimization ,robustness to outliers ,0209 industrial biotechnology ,Mathematical optimization ,Optimization problem ,switched system ,System identification ,02 engineering and technology ,[STAT.OT]Statistics [stat]/Other Statistics [stat.ML] ,piecewise affine system ,[SPI.AUTO]Engineering Sciences [physics]/Automatic ,Parameter identification problem ,020901 industrial engineering & automation ,Control and Systems Engineering ,Discrete optimization ,Hybrid system ,hybrid system ,0202 electrical engineering, electronic engineering, information engineering ,Random optimization ,identification ,020201 artificial intelligence & image processing ,Electrical and Electronic Engineering ,Multi-swarm optimization ,large data sets ,Mathematics - Abstract
International audience; We propose a new framework for hybrid system identification, which relies on continuous optimization. This framework is based on the minimization of a cost function that can be chosen as either the minimum or the product of loss functions. The former is inspired by traditional estimation methods, while the latter is inspired by recent algebraic and support vector regression approaches to hybrid system identification. In both cases, the identification problem is recast as a continuous optimization program involving only the real parameters of the model as variables, thus avoiding the use of discrete optimization. This program can be solved efficiently by using standard optimization methods even for very large data sets. In addition, the proposed framework easily incorporates robustness to different kinds of outliers through the choice of the loss function.
- Published
- 2011
- Full Text
- View/download PDF
43. Multi-parametric constrained optimal control of a pneumatic artificial muscle
- Author
-
Andrikopoulos, Georgios, Nikolakopoulos, George, Arvanitakis, Ioannis, Manesis, Stamatis, Andrikopoulos, Georgios, Nikolakopoulos, George, Arvanitakis, Ioannis, and Manesis, Stamatis
- Abstract
The Pneumatic Artificial Muscle (PAM) is a highly non-linear form of actuation that is characterized by a decrease in the actuating length when pressurized. Its non-linear nature and time-varying parameters cause difficulties in modelling their characteristics and designing controllers for high-performance positioning systems. In this article, the control problem of a PAM is considered. A constrained linear and PieceWise Affine (PWA) system model approximation is utilized and a controller composed of: a) a feedforward term regulating control input at specific setpoints, and b) a Constrained Finite Time Optimal Controller (CFTOC) handling any deviations from the system’s equilibrium points is synthesized. Simulation studies are used to investigate the efficacy of the suggested controller., Godkänd; 2012; 20120527 (geonik)
- Published
- 2012
44. Piecewise affine approach to inferring cell cycle regulatory network in fission yeast
- Author
-
Francesco Amato, Walter Curatola, Mukesh Bansal, Carlo Cosentino, Diego di Bernardo, Cosentino, C., Curatola, W., Bansal, M., di Bernardo, D., and Amato, F.
- Subjects
Mathematical optimization ,Basis (linear algebra) ,Linear model ,Health Informatics ,Network topology ,Least squares ,Set (abstract data type) ,Nonlinear system ,Signal Processing ,Linear regression ,Biological model ,Piecewise affine system ,Identification ,Algorithm ,Biological network ,Mathematics - Abstract
A novel identification method is presented, aimed at the reconstruction of biological networks, exploiting a piecewise affine modelling approach. The iterative identification algorithm is based on least squares linear regression. Biological process modelling requires the use of nonlinear descriptions, due to the presence of nonlinear phenomena, such as multiple equilibrium points. On the other hand, experimental knowledge suggests that the behaviour of many biological systems can be described with good approximation by means of piecewise affine models. On the basis of these considerations, the present work focuses on the problem of identifying a piecewise affine model fitting a given set of experimental data. The problem is tackled by means of a two-step procedure: the first step consists of determining an optimal splitting of the experimental data set into pseudo-linear subintervals, by identifying the points where nonlinear phenomena occur; subsequently, a linear model, representative of the network topology, is identified for each subinterval. The devised technique is assessed by comparing identification results with a well-established in silico model of the cell division cycle in fission yeast, developed by Novak and Tyson. Finally it is applied to an in vitro experimental data set, published in literature, in order to infer a genetic interaction network involved in the cell cycle of fission yeast.
- Published
- 2007
45. Hybrid Theory Based Time-Optimal Control of an Electronic Throttle
- Author
-
Nedjeljko Perić, Mario Vasak, Mato Baotić, Ivan Petrović, Perić, Nedjeljko, Petrović, Ivan, and Butković, Željko
- Subjects
Engineering ,business.industry ,Feed forward ,PID controller ,Control engineering ,Optimal control ,Throttle ,Industrial and Manufacturing Engineering ,Electronic throttle control ,Model predictive control ,Control theory ,Control system ,Precomputation ,constrained time-optimal control ,piecewise affine model ,friction ,unscented Kalman filter ,electronic throttle ,Electrical and Electronic Engineering ,model predictive control ,time-optimal control ,piecewise affine system ,business - Abstract
An electronic throttle is a dc-motor-driven valve that regulates air inflow into the combustion system of the engine. The throttle control system should ensure fast and accurate reference tracking of the valve plate angle while preventing excessive wear of the throttle components by constraining physical variables to their normal-operation domains. These high-quality control demands are hard to accomplish since the plant is burdened with strong nonlinear effects of friction and limp-home nonlinearity. In this paper, the controller synthesis is performed in discrete time by solving a constrained time-optimal control problem for the piece- wise affine (PWA) model of the throttle. To that end, a procedure is proposed to model friction in a discrete-time PWA form that is suitable both for simulation and controller design purposes. The control action computation can, in general, be restated as a mixed-integer program. However, due to the small sampling time, solving such a program online (in a receding horizon fashion) would be very prohibitive. This issue is resolved by applying recent theoretical results that enable offline precomputation of the state-feedback optimal control law in the form of a lookup table. The technique employs invariant set computation and reachability analysis. The experimental results on a real electronic throttle are reported and compared with a tuned PID controller that comprises a feedforward compensation of the process nonlinear- ities. The designed time-optimal controller achieves considerably faster transient, while preserving other important performance measures, like the absence of overshoot and static accuracy within the measurement resolution.
- Published
- 2005
- Full Text
- View/download PDF
46. Electronic Throttle State Estimation and Hybrid Theory Based Optimal Control
- Author
-
Mato Baotić, Nedjeljko Perić, Mario Vasak, and Ivan Petrović
- Subjects
Nonlinear system ,Engineering ,Model predictive control ,Electronic speed control ,Discrete time and continuous time ,Control theory ,business.industry ,Control engineering ,Kalman filter ,electronic throttle ,piecewise affine system ,model predictive control ,unscented Kalman filter ,business ,Optimal control ,Throttle - Abstract
Electronic throttle body (ETB) is a car device that regulates air inflow into the motor's combustion system. Its performance has a major impact on the quality of the overall engine speed control. However, due to the usage of cheap components and some design features the ETB exhibits several nonlinear phenomena. This nonlinear behavior and the fact that there is only one measurement available - low quality measurement of the throttle position - makes a design of the throttle controller a challenging task. Our approach is to model the ETB as a discrete time PieceWise Affine (PWA) system and apply Model Predictive Control (MPC) strategy to design an explicit state-feedback control law. Since MPC is a full-state controller and there is only one measurement available the rest of the states have to be estimated. We have chosen Unscented Kalman Filter (UKF) for the estimation purpose since it was performing the best in the presence of strong, almost discontinuous, process nonlinearities. In the end, MPC and UKF algorithm were implemented and tested on the real electronic throttle for the case of set-point reference. Experimental results indicate that the performance of cheaply produced components can be significantly improved with a good control strategy.
- Published
- 2004
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