Philippe Müllhaupt
Nationalité: Swiss & Irish
+41 21 693 38 38
EPFL › STI › STI-SGM › SGM-ENS
+41 21 693 38 38
EPFL › SB › SB-SPH › SPH-ENS
Site web: https://sph.epfl.ch/
+41 21 693 38 38
EPFL › STI › STI-SEL › SEL-ENS
Expertise
Commande non linéaire
Théorie de la commande
Mécanique générale
Systèmes dynamiques
Statistique
Théorie de la commande
Mécanique générale
Systèmes dynamiques
Statistique
Mission
Offrir une formation technique et scientifique rigoureuse en commande non linéaire, en mécanique classique et en théorie statistique
Travail en cours
Chercheur et enseignant dans les domaines de l'automatique, la statistique, les systèmes dyanmiques et la mécanique classique.
- E MSc. et BSc. en génie électrique (EPFL, 1993)
- DEA en Automatique et Traitement du Signal (Paris VI, 1994)
- PhD en Automatique (EPFL, 1999)
Formation
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1993 – 1993 EPFL
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1994 – 1994 Paris-Sud
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1999 – 1999 EPFL
Expériences professionnelles
A Matlab toolbox for scaled-generic modeling of shoulder and elbow
Scientific Reports. 2021. DOI : 10.1038/s41598-021-99856-y.Bayesian inference with Expectation Maximisation for the characterisation of antibiotic treatment recovery in Cystic Fibrosis
2021Feasibility of an alternative method to estimate glenohumeral joint center from videogrammetry measurements and CT/MRI of patients
Computer Methods In Biomechanics And Biomedical Engineering. 2021. DOI : 10.1080/10255842.2020.1808889.Muscle co-contraction in an upper limb musculoskeletal model: EMG-assisted vs. standard load-sharing
Computer Methods in Biomechanics and Biomedical Engineering. 2021. DOI : 10.1080/10255842.2020.1814755.On two isomorphic Lie algebroids for Feedback Linearization
2019On two isomorphic Lie algebroids associated with feedback linearization
2019. 8th International-Federation-of-Automatic-Control (IFAC) Symposium on Mechatronic Systems (MECHATRONICS) / 11th International-Federation-of-Automatic-Control (IFAC) Symposium on Nonlinear Control Systems (NOLCOS), Vienna, AUSTRIA, September 04-06, 2019. p. 280 - 285. DOI : 10.1016/j.ifacol.2019.11.792.Imprecise dynamic walking with time-projection control
2018A Closed-Loop EMG-Assisted Shoulder Model
Lausanne, EPFL, 2018. DOI : 10.5075/epfl-thesis-8658.Time-projection control to recover inter-sample disturbances, application to bipedal walking control
2018A simulation framework for humeral head translations
Medical Engineering and Physics. 2017. DOI : 10.1016/j.medengphy.2017.08.013.A framework for forward-dynamics simulation of the human shoulder
2016. 11th Conference of the International Shoulder Group, ISG 2016, Winterthur, Switzerland, 14-16 July 2016.Modelling of the human shoulder as a parallel mechanism without constraints
Mechanism and Machine Theory. 2016. DOI : 10.1016/j.mechmachtheory.2016.02.004.Modeling and Compensating Friction in Power Steering
2015. European Control Conference 2015, Linz, Austria, July 15-17. p. 2138 - 2143. DOI : 10.1109/ECC.2015.7330856.A Friction Compensation Control for Power Steering
IEEE Transactions on Control Systems Technology. 2015. DOI : 10.1109/Tcst.2015.2483561.Comparison of an EMG-based and a stress-based method to predict shoulder muscle forces
Computer Methods In Biomechanics And Biomedical Engineering. 2015. DOI : 10.1080/10255842.2014.899587.Musculoskeletal Model of the Human Shoulder for Joint Force Estimation
Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6497.Active Stability of Glenohumeral Joint Diminishes during the End-range Motions
2015. 21st Congress of the European Society of Biomechanics ESB 2015, Prague, Czech Republic, 5-8 July 2015.Application of Artificial Neural Networks in Assessing the Equilibrium Depth of Local Scour Around Bridge Piers
2015. ASME 2015 34th International Conference on Ocean, Offshore & Arctic Engineering OMAE2015, St. John’s, Newfoundland, Canada, May 31-June 5. DOI : 10.1115/OMAE2015-42387.A Cable-Driven Pendulum for Analysing the Stability of Joint Stiffness Control
2015Muscle Moment-Arms: A Key Element in Muscle-Force Estimation
Computer Methods in Biomechanics and Biomedical Engineering. 2015. DOI : 10.1080/10255842.2013.818666.Nonlinear Analysis of a Coaxial Microhelicopter with a Bell Stabilizer Bar
Journal of the American Helicopter Society. 2014. DOI : 10.4050/JAHS.59.012003.Review of "Neutral wrenches of 3-parametric robot-manipulators of spherical rank 1" by Marksova, Marta, Appl. Math. 56, n0. 4, 405-416, 2011
Mathematical reviews + database fee. 2014.Review of "Stability analysis and design of nonlinear singular systems" by Yang, Chun Yu, Zhang Qing Ling, Zhou Linna, Springer, Heidelberg, LCNCIS 435, 2013
Mathematical reviews + database fee. 2014.Review of "Critical configurations of planar robot arms" by Khimshiashvili Giorgi, Panina Gaiane, Siersma Dirk and Zhukova Alena, in Cent. Eur. J. Math. 11, no. 3, 519-529, 2013
Mathematical reviews + database fee. 2014.Finite Dimensional Methods for Differential Flatness
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5749.A Quotient Method for Designing Nonlinear Controllers
European Journal of Control. 2013. DOI : 10.1016/j.ejcon.2012.10.001.Review of "A multiple time-scale solution for non-linear vibration of mass grounded system", by A. Shooshtari and A.A. Pasha Zanoosi, Appl. Math. Model., 34, 2010, no. 7, 1918-1929.
Mathematical reviews + database fee. 2012.Review of "Flexible Multibody Dynamics", by Bauchau, O. A., Springer, 2011.
Mathematical reviews + database fee. 2012.Quotient method for stabilising a ball-on-a-wheel system – Experimental results
2012. IEEE CDC 2012, Hawaii, December 2012. p. 1271 - 1278. DOI : 10.1109/CDC.2012.6426434.Bilinear Control Systems with Forced Integrable Filtration
2012. Int. Conf. on Numerical Analysis and Applied Mathematics (ICNAAM), Kos, Greece, September 19-25, 2012. p. 1450 - 1453. DOI : 10.1063/1.4756434.Application of Legendrian Foliations in Differential Flatness Problems
2012. IEEE CDC 2012, Hawaii. p. 3570 - 3575. DOI : 10.1109/CDC.2012.6426237.Quotient-method Algorithms for Input-affine Single-input Nonlinear Systems
Lausanne, EPFL, 2012. DOI : 10.5075/epfl-thesis-5467.Review of "Some nonlinear boundary value problems describing conflict control with continuous feedback and nonconvex target set", by S.A. Brykalov and Y.A. Latushkin, Nonlinear Analysis, 71, 2009, no 12, pp. 1116-1123
Mathematical reviews + database fee. 2012.Review of "The shape of some linear transformations", by Hou, Bo and Gao, Suogang, Linear Algebra Appl., 433, 2010, n0 11-12, 2088-2095
Mathematical reviews + database fee. 2012.Numerical algorithm for feedback linearizable systems
2012. 10th Int. Conference of Numerical Analysis and Applied Mathematics, Kos, Greece, September 2012. p. 1458 - 1461. DOI : 10.1063/1.4756436.Minimal State Representation for Open Fluid-Fluid Reaction Systems
2012. 2012 American Control Conference (ACC), Montreal, Canada, June 27 - 29, 2012. p. 3496 - 3502. DOI : 10.1109/ACC.2012.6315195.Review of "A characterization of one-element p-bases of rings of constants", by Jedrzejewicz, P., Bull. Pol. Acad. Sci. Math. 59 (2011), no. 1, 19–26.1732-8985
Mathematical reviews + database fee. 2012.Asymptotic Rejection of Nonvanishing Disturbances Despite Plant-Model Mismatch
Int. Journal of Adaptive Control and Signal Processing. 2012. DOI : 10.1002/acs.2292.Avoiding Feedback-Linearization Singularity Using a Quotient Method -- The Field-Controlled DC Motor Case
2012. American Control Conference, Montreal, Canada, June 27-29, 2012. p. 1155 - 1161. DOI : 10.1109/ACC.2012.6315095.Review of "Modeling, performance analysis and control of robot manipulators" Edited by Etienne Dombre and Wisama Khalil
Mathematical reviews + database fee. 2011.A quotient method for designing nonlinear controllers
2011. 50th IEEE Conference of Decision and Control (CDC)/European Control Conference (ECC), Orlando, FL, Dec 12-15, 2011. p. 7980 - 7987. DOI : 10.1109/CDC.2011.6160803.Review of "The complex solution to a quaternion matrix equation with applications", Ding, Yu-Han; Wang, Qing-Wen, Math. Sci. Res. J. 12, no. 9, pp. 215-224, 2008
Mathematical reviews + database fee. 2011.Stabilization of the cart-pendulum system through approximate manifold decomposition
2011. IFAC, Milano, Italy 2011, August 28th to September 2nd 2011. p. 10659 - 10666. DOI : 10.3182/20110828-6-IT-1002.01168.Review of "On functions whose graph is a Hamel basis. II", Krzysztof Plotka, Canad. Math. Bull. 52, No. 2, pp 295-302, 2009.
Mathematical reviews + database fee. 2011.Feedback Linearizability and Flatness in Restricted Control Systems
2011. 18th IFAC World Congress, Milano, Italy, August 28, 2011. p. 13362 - 13367. DOI : 10.3182/20110828-6-IT-1002.01987.Review of "Condition number related to the outer inverse of a complex matrix", by D. Mosic and D. Djordjevic, Appl. Math. Comput. 215, 2009, no.8, pp 2826-2834
Mathematical reviews + database fee. 2011.Iterative Learning Control Using Stochastic Approximation Theory with Application to a Mechatronic System
Advances in the Theory of Control, Signals and Systems with Physical Modeling; London: Springer, 2010. p. 49 - 64.Modeling and Flatness of Rigid and Flexible Cable Suspended Underactuated Robots
2010. 2010 IEEE International Conference on Control Applications Part of 2010 IEEE Multi-Conference on Systems and Control, Yokohama, Japan, September 8-10, 2010. p. 1307 - 1312. DOI : 10.1109/CCA.2010.5611216.Review of "On symplectic polar spaces over non-perfect fields of characteristic 2", De Bruyn, B. and Pasini, A., Linear Multilinear Algebra 57, no. 6, pp. 567-575, 2009
Mathematical reviews + database fee. 2010.Advances in the Theory of Control, Signals and Systems with Physical Modeling
New York, Heidelberg, Berlin: Springer Verlag, 2010.Modeling and Flatness of Rigid and Flexible Cable Suspended Underactuated Robots
2010. IEEE Multi-Conference on Systems and Control, Yokohama, Japan, September 8-10, 2010. p. 1307 - 1312. DOI : 10.1109/CCA.2010.5611216.Review of "Some remarks on Eisenstein's criterion", Woo, Sung Sik, Commun. Korean Math. Soc. 23 (2008), no.4, 499-509
Mathematical reviews + database fee. 2010.Review of "Rigid body dynamics in terms of quaternions: Hamiltonian formulation and conserving numerical integration" Betsch, P. and Siebert, R., International J. Numer. Methods, Engrg. 79, no. 4, pp. 444-473, 2009
Mathematical reviews + database fee. 2010.A musculoskeletal shoulder model based on pseudo-inverse and null-space optimization
Medical Engineering and Physics. 2010. DOI : 10.1016/j.medengphy.2010.07.006.Overactuated systems coordination
Lausanne, EPFL, 2009. DOI : 10.5075/epfl-thesis-4299.Review of "Generalized Differential Galois Theory." P. Landesmann, Trans. Amer. Math. Soc. 360 (2008) no. 8, pp 4441-4495.
Mathematical reviews + database fee. 2009.Dynamics and Control of 2D SpiderCrane: A Lie-Bäcklund Approach
2009. European Control Conference, Budapest, August 2009. p. 808 - 813. DOI : 10.23919/ECC.2009.7074503.Quotient method for controlling the acrobot
2009. CDC 2009, Shanghai, December 2009. p. 1770 - 1775. DOI : 10.1109/CDC.2009.5400729.End-to-end adaptation scheme for ubiquitous remote experimentation
Personal and Ubiquitous Computing. 2009. DOI : 10.1007/s00779-007-0184-x.Velocity-Scheduling Control for a Unicycle Mobile Robot: Theory and Experiments
IEEE Transactions on Robotics and Automation. 2009. DOI : 10.1109/TRO.2009.2014494.Dynamical biomechanical model of the shoulder: null space based optimization of the overactuated system
2009. 2008 IEEE International Conference on Robotics and Biomimetics, Bangkok, December 14-17, 2008. p. 67 - 73. DOI : 10.1109/ROBIO.2009.4912981.Introduction à l'Analyse et la Commande Non Linéaire
Lausanne: PPUR, 2009.Review of "The inversion formulae for automorphisms of polynomial algebras and rings of differential operators in prime characteristic", by Bavula, V. V., J. Pure Appl. Algebra, 212, 2008, no. 10, pp 2320-2337
Mathematical reviews + database fee. 2009.Stabilization of a 2D-SpiderCrane Mechanism Using Damping Assignment Passivity-based Control
2008. IFAC World Congress, Seoul, July 2008. DOI : 10.3182/20080706-5-KR-1001.00536.Review of "Geometrical derivation of Lagrange's equations for a system of rigid bodies."
Mathematical reviews + database fee. 2008.Dedicated controller design for a dual-stage opto-mechatronic system
2008. IEEE/ASME International Conference on Advanced Intelligent Mechatronics, Xian, China, 2-5 July 2008. p. 457 - 464. DOI : 10.1109/AIM.2008.4601704.Review of "On the determination of the basin of attraction for stationary and periodic movements"
Mathematical reviews + database fee. 2008.Review of "Standard bases for local rings of branches and their module of differentials"
Mathematical reviews + database fee. 2008.Control of the Toycopter using a Flat Approximation
IEEE Transactions on Control Systems Technology. 2008. DOI : 10.1109/TCST.2007.916333.Review of "The Holditch sickles for the open homothetic motions"
Mathematical reviews + database fee. 2008.Review of "Holditch-type theorems under the closed planar homothetic motions"
Mathematical reviews + database fee. 2008.Jet-Scheduling Control for SpiderCrane: Experimental Results
2008. IFAC World Congress, Seoul, July 2008. p. 3148 - 3154. DOI : 10.3182/20080706-5-KR-1001.00535.On Achieving Periodic Joint-Motion for Redundant Robots
2008. IFAC World Congress, Seoul, 6-11 July, 2008. p. 4355 - 4360. DOI : 10.3182/20080706-5-KR-1001.00734.Real-time compensation of hysteresis in piezoelectric-stack actuator tracking a stochastic reference
2008. American Control Conference, Seattle, June 2008. p. 2939 - 2944. DOI : 10.1109/ACC.2008.4586942.Review of "Quantum field theory and the Jones polynomial."
Mathematical reviews + database fee. 2008.Jet-scheduling control for flat systems
Lausanne, EPFL, 2008. DOI : 10.5075/epfl-thesis-3996.Review of "Control of chaos and its relevancy to spacecraft steering" by E. E. N. Macau and C. Grebogi in Phil. Trans. R. Soc. A, vol. 364, p. 2463-2481
Mathematical reviews + database fee. 2007.Fast Step-response Evaluation of Linear Continuous-time Systems with Time Delay in the Feedback Loop
2007. IFAC World Congress Seoul, Seoul, june 2008. p. 2631 - 2636. DOI : 10.3182/20080706-5-KR-1001.00443.Trajectory Tracking through Overactuation for an Optical Delay Line
2007A Two-Time-Scale Control Scheme for Fast Systems
Assessment and Future Directions of Nonlinear Model Predictive Control; Springer, 2007. p. 551 - 563.Review of "The dynamics of legged locomotion: models, analysis, and challenges" by Ph. Holmes, R. J. Full, D. Koditschek, and J. Guckenheimer, SIAM Rev. 48 (2006), no. 2, 207-304
Mathematical reviews + database fee. 2007.A Two-Time-Scale Control Scheme for Fast Unconstrained Systems
2007. Int. Workshop on Nonlinear Model Predictive Control, Freudenstadt-Lauterbad, August 26-30, 2005. p. 551 - 563. DOI : 10.1007/978-3-540-72699-9_46.Review of "Trajectory tracking of leader-follower formations characterized by constant line-of-sight angles"
Mathematical reviews + database fee. 2007.A Numerical Sufficiency Test for the Asymptotic Stability of Linear Time-Varying Systems
Automatica. 2007. DOI : 10.1016/j.automatica.2006.10.014.Review of "On Lagrange multipliers in flexible multibody dyanmics" by B. Simeon, Comput. Meth. Appl. Mech. Eng., vol. 195, p. 6993-7005
Mathematical reviews + database fee. 2007.Review of "Rational constants of monomial derivations" by A. Nowicki and J. Zielinski, J. Algebra 302 (2006),no. 1, 387-418
Mathematical reviews + database fee. 2007.Strategy for the Control of a Dual-stage Nano-positioning System with a Single Metrology
2006. 2006 IEEE International Conference on Robotics, Automation & Mechatronics (RAM), Bangkok, Thailand, June 7-9, 2006. DOI : 10.1109/RAMECH.2006.252649.Quotient Submanifolds for Static Feedback Linearization
Systems & Control Letters. 2006. DOI : 10.1016/j.sysconle.2005.12.002.Velocity Scheduling Controller for a Nonholonomic Mobile Robot
2006. Chinese Control Conference, Harbin, August 2006. p. 2103 - 2108. DOI : 10.1109/CHICC.2006.280926.Dynamics of torque control continuously variable transmissions
Lausanne, EPFL, 2006. DOI : 10.5075/epfl-thesis-3646.Experimental Results for a Nonholonomic Mobile Robot Controller Enforcing Linear Equivalence Asymptotically
2006. IEEE Conference on Industrial Electronics and Applications, Singapore, May 2006. DOI : 10.1109/ICIEA.2006.257233.SpiderCrane: Model and Properties of a Fast Weight-Handling Equipment
2005. 16th IFAC World Congress, Prague, July 4-8, 2005. DOI : 10.3182/20050703-6-CZ-1902.00750.Improving tokamak vertical position control in the presence of power supply voltage saturation
Plasma Physics and Controlled Fusion. 2005. DOI : 10.1088/0741-3335/47/10/008.Real-Time Interaction over the Internet: Model for QOS Adaptation
2005. 16th IFAC World Congress, Prague, July 3-8, 2005. p. 85 - 90. DOI : 10.3182/20050703-6-CZ-1902.02287.Introduction à l'analyse et la commande des systèmes non linéaires
--, 2005.Interactive 3D Simulation of Flat Systems: The SpiderCrane as a Case Study
2005. CDC/ECC, Seville. p. 6222 - 6227. DOI : 10.1109/CDC.2005.1583158.Analysis of Cascade Structure with Predictive Control and Feedback Linearization
IEE Proceedings on Control Theory and Applications. 2005. DOI : 10.1049/ip-cta:20041309.PRIMA astrometry operations and software
2004. New Frontiers in Stellar Interferometry, Glasgow, Scotland, United Kingdom, June 21, 2004. p. 1203 - 1211. DOI : 10.1117/12.550865.A Globally Stabilising Controller under Saturated Input for Linear Planar Systems with One Unstable Pole
2004. p. 4681 - 4686. DOI : 10.23919/ACC.2004.1384051.The PRIMA Astrometric Planet Search project
2004. New Frontiers in Stellar Interferometry, Glasgow, Scotland, United Kingdom, June 21, 2004. p. 424 - 432. DOI : 10.1117/12.551481.A Quotient Subspace Algorithm for Testing Controllability and Computing Brunovsky's Outputs
2004. p. 2161 - 2164. DOI : 10.1109/CDC.2004.1430368.Enhancing tokamak control given power supply voltage saturation
2003. IX Int. Conference on Accelerator and Large Experimental Physics Control Systems.Improving the region of attraction of ITER in the presence of actuator saturation
2003Enhancing Tokamak Control given Power Supply Voltage Saturation
2003.Improving tokamak vertical position control in the presence of power supply voltage saturation
2003. 30th EPS Conference on Controlled Fusion and Plasma Physics.Improving Tokamak vertical position control in the presence of power supply voltage saturation
2003. EPS Conference on Plasma Physics and Controlled Fusion, St Petersbourg, July 2003.Improving the Region of Attraction of ITER in the Presence of Actuator Saturation
2003. p. 4616 - 4621. DOI : 10.1109/CDC.2003.1272289.Precise & Rapid Unsteady Pressure Transducer Signal Processing Using a Transfer Function Modeling Technique
2002. 16th Symposium on Measuring Techniques in Transonic and Supersonic Flow in Cascades and Turbomachines, Cambridge, UK, September 2002.Predictive Control of Fast Unstable and Nonminimum-phase Nonlinear Systems
2002. p. 4764 - 4769. DOI : 10.1109/ACC.2002.1025412.Condition for Bifurcation of the Region of Attraction in Linear Planar Systems with Saturated Linear Feedback
2002. p. 3918 - 3923. DOI : 10.1109/CDC.2002.1184977.Analysis of Exclusively-kinetic Two-link Underactuated Mechanical Systems
Automatica. 2002. DOI : 10.1016/S0005-1098(02)00048-1.Global Stability without Motion Planning May Be Worse than Local Tracking
2001. p. 1106 - 1110. DOI : 10.23919/ECC.2001.7076063.Control of a Reduced Size Model of US Navy Crane Using Only Motor Position Sensors
Nonlinear control in the year 2000 volume 2; Springer, 2001. p. 1 - 12.Modelling and Motion Planning for a Class of Weight Handling Equipments
2000.Modeling and motion planning for a class of weight handling equipment
Systems Science. 2000.A Simple Output Feedback PD Controller for Nonlinear Cranes
2000. p. 5097 - 5101. DOI : 10.1109/CDC.2001.914758.Analysis and control of underactuated mechanical nonminimum-phase systems
Lausanne, EPFL, 1999. DOI : 10.5075/epfl-thesis-2024.Cascade Control of the Toycopter
1999. p. 3226 - 3231. DOI : 10.23919/ECC.1999.7099824.Modelling, Flatness and Simulation of a Class of Cranes
Periodica Polytechnica, Electrical Engineering. 1999.On the Nonminimum-phase Characteristics of Two-link Underactuated Mechanical Systems
1998. p. 4579 - 4583. DOI : 10.1109/CDC.1998.762049.A Two-Time-Scale Controller for Decoupling a Differentially Cross-Coupled System
1997. p. 3839 - 3841. DOI : 10.1109/ACC.1997.609574.A Toy More Difficult to Control Than the Real Thing
1997. p. 1652 - 1657. DOI : 10.23919/ECC.1997.7082340.A Discrete-time Decoupling Scheme for a Differentially Cross-coupled System
1996. p. 301 - 306.Enseignement et PhD
A co-dirigé les thèses EPFL de
Robert Fuchs, Davide Buccieri, Yvan Michellod, Willson Sudarsandhari Shibani, Basile Graf, David Ingram, Ehsan Sarshari
Cours
Commande non linéaire
ME-523
Les systèmes non linéaires sont analysés en vue d'établir des lois de commande. On présente la stabilité au sens de Lyapunov, ainsi que des méthodes de commande géométrique (linéarisation exacte). Divers exemples illustrent la théorie (exercices papier crayon et simulations à l'ordinateur).
Commande numérique des systèmes dynamiques
ME-324
On introduit les bases de l'automatique linéaire discrète qui consiste à appliquer une commande sur des intervalles uniformément espacés. La cadence de l'échantillonnage qui est associée joue un rôle primordial pour assurer la stabilité et la performance du système bouclé.
Eléments de statistiques pour les data sciences
EE-209
Théorie de l'estimation: estimateurs du maximum de vraisemblance, information de Fisher, inégalité de Cramer-Rao, intervalles de confiance. Tests d'hypothèses: cadre de Neyman-Pearson: test du rapport de vraisemblance, tests paramétriques et non-parmétrique. Inférence bayésienne Modèles linéaires
Introduction à la commande des systèmes dynamiques
ME-273
Cours introductif à la commande des systèmes dynamiques. On part de quatre exemples concrets et on introduit au fur et à mesure un haut niveau d'abstraction permettant de résoudre de manière unifiée les problèmes d'asservissement et de régulation, en particulier les questions de stabilité.
Linear system theory
EE-611
Microinformatique (pour GM)
ME-303
Comprendre les microcontrôleurs et apprendre à les mettre en oeuvre, en particulier pour la commande de systèmes mécaniques.
Physique générale : mécanique
PHYS-101(d)
Le but du cours de physique générale est de donner à l'étudiant les notions de base nécessaires à la compréhension des phénomènes physiques. L'objectif est atteint lorsque l'étudiant est capable de prévoir quantitativement les conséquences de ces phénomènes avec des outils théoriques appropriés.