+@article{cds13:ij,
+inhal = {no},
+domainehal = {INFO:INFO_DC, INFO:INFO_CR, INFO:INFO_MO},
+equipe = {and},
+classement = {ACLI},
+impact-factor ={1.255},
+isi-acro = {MECHATRONICS},
+author = {Couchot, Jean-Fran\c{c}ois and Deschinkel, Karine and Salomon, Michel},
+title = {Active {MEMS}-based flow control using artificial neural network},
+journal = {Mechatronics},
+volume = 23,
+number = 7,
+pages = {898--905},
+doi = {10.1016/j.mechatronics.2013.02.010},
+url = {http://dx.doi.org/10.1016/j.mechatronics.2013.02.010},
+abstract = {These last years several research works have studied the application of Micro-Electro-Mechanical Systems (MEMS) for aerodynamic active flow control. Controlling such MEMS-based systems remains a challenge. Among the several existing control approaches for time varying systems, many of them use a process model representing the dynamic behavior of the process to be controlled. The purpose of this paper is to study the suitability of an artificial neural network first to predict the flow evolution induced by MEMS, and next to optimize the flow w.r.t. a numerical criterion. To achieve this objective, we focus on a dynamic flow over a backward facing step where MEMS actuators velocities are adjusted to maximize the pressure over the step surface. The first effort has been to establish a baseline database provided by computational fluid dynamics simulations for training the neural network. Then we investigate the possibility to control the flow through MEMS configuration changes. Results are promising, despite slightly high computational times for real time application.},
+publisher = {Elsevier},
+month = oct,
+year = 2013,
+note = {Available online. Paper version to appear},
+
+}
+
+
+@inproceedings{cds12:ip,
+inhal = {no},
+domainehal = {INFO:INFO_DC, INFO:INFO_CR, INFO:INFO_MO},
+equipe = {and},
+classement = {ACTI},
+author = {Couchot, Jean-Fran\c{c}ois and Deschinkel, Karine and Salomon, Michel},
+title = {Suitability of Artificial Neural Network for {MEMS}-based Flow Control},
+booktitle = {dMEMS 2012, Workshop on design, control and software implementation for distributed MEMS},
+pages = {1--6},
+editor = {Bourgeois, Julien and de Labachelerie, Michel},
+address = {Besan\c{c}on, France},
+publisher = {IEEE CPS},
+month = apr,
+year = 2012,
+
+}
+
+