the CV in PDF format - Hussein Hijazi - Free
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1 Marital status<br />
Curriculum Vitæ<br />
• Name : Husse<strong>in</strong> HIJAZI<br />
• Birth Date/place : 6 september 1980, Beirut, Lebanon<br />
• Nationality : French - Lebanese<br />
• Adress : 155 avenue de la république, 38170 Seyss<strong>in</strong>et Pariset, France<br />
• Status : Married<br />
• Phone : +33 (0)4 76 76 40 39 (office), +33 (0)6 18 21 37 94 (mobile)<br />
• E-mail : husse<strong>in</strong>.hijazi@hotmail.fr<br />
• Home page : http://husse<strong>in</strong>.hijazi.free.fr<br />
2 Diplomas<br />
• 2005-2008 : PhD <strong>in</strong> Telecoms and Signal Process<strong>in</strong>g from <strong>the</strong> Grenoble Institute of Technology.<br />
Title :<br />
HIGH SPEED RADIO-MOBILE CHANNEL ESTIMATION IN OFDM SYSTEMS<br />
Supervisors : Geneviève JOURDAIN † and Laurent ROS<br />
JURY<br />
Ms. Marie-Laure BOUCHERET Professor at ENSEEIHT of Toulouse Exam<strong>in</strong>ator<br />
Ms. Maryl<strong>in</strong>e HÉLARD Professor at INSA of Rennes Exam<strong>in</strong>ator<br />
M. Benoît GELLER Professor at ENSTA ParisTech Reviewer<br />
M. Dirk SLOCK Professor at EUROCOM, Sophia Antipolis Reviewer<br />
M. Jean-Marc BROSSIER Professor at INP of Grenoble President<br />
M. Laurent ROS Associate Professor at INP of Grenoble Supervisor<br />
• 2004-2005 : Master of Science <strong>in</strong> Signal, Image, Speech and Telecommunications (SIPT) from INP of<br />
Grenoble. Grade very good.<br />
• 1998-2004 : Bachelor of Eng<strong>in</strong>eer<strong>in</strong>g degree <strong>in</strong> Computer and Electrical Eng<strong>in</strong>eer<strong>in</strong>g from <strong>the</strong> Lebanese<br />
University. Grade very good.<br />
• 1997-1998 : Scientific Baccalaureate - Speciality Ma<strong>the</strong>matics, at Beirut, Lebanon. Grade good.<br />
3 Professional experience<br />
• December 2009 to date : Post-Doc at France Telecom - Orange.<br />
• September 2009 to December 2009 : Research eng<strong>in</strong>eer <strong>in</strong> telecommunications at National Center for<br />
Scientific Research (CNRS) - Univeristy of Lille 1, Laboratory of IEMN, Group TELICE.<br />
1
• 2008-2009 : Researcher and teach<strong>in</strong>g assistant at National Eng<strong>in</strong>eer<strong>in</strong>g school on Energy, Water and<br />
Environment (ENSE3)and department for Signals and Images of <strong>the</strong> Grenoble-Image-Speech-Signal-<br />
Automatics Lab (GIPSA-lab) of INP Grenoble.<br />
• 2005-2008 : PhD student at GIPSA-lab of INP Grenoble.<br />
• 2005 : Master f<strong>in</strong>al project «Performance evaluation of Turbo-BLAST».<br />
Laboratory of Electronics and In<strong>format</strong>ion Technology (LETI) of <strong>the</strong> French Atomic Energy Commission<br />
(CEA) at Grenoble.<br />
• 2004 : Eng<strong>in</strong>eer<strong>in</strong>g f<strong>in</strong>al project «Design of Oversampl<strong>in</strong>g Filter Banks».<br />
Lebanese University, Faculty of eng<strong>in</strong>eer<strong>in</strong>g, Beirut, Lebanon, <strong>in</strong> collaboration with <strong>the</strong> SUPELEC<br />
University, Paris, France.<br />
• 2003 : Tra<strong>in</strong><strong>in</strong>g of 2nd year eng<strong>in</strong>eer<strong>in</strong>g at Organisme de Gestion et d’Exploitation de l’ex-société<br />
Radio-Orient (O.G.E.R.O), divided <strong>in</strong> 3 parts :<br />
- course on <strong>the</strong> basics of telecommunication circuits (PSTN, RNIS, Frame Relay, ATM, FDDI) and<br />
<strong>the</strong> fundamuntals of networks (hierarchies, rout<strong>in</strong>g and configuration routers)<br />
- telephone site visits at OGERO with configuration and operation on transmission and switch<strong>in</strong>g<br />
systems Alcatel, Ericsson and Siemens<br />
- project for a study on ISDN<br />
4 Teach<strong>in</strong>g<br />
• 2000-2004 : Teach<strong>in</strong>g of ma<strong>the</strong>matics courses (<strong>in</strong> frensh and english) for <strong>the</strong> secondary scientific classes<br />
(concentrations : life sciences, general sciences, sociology and economics), at IBN-ROCHOD high school<br />
, Beirut, Lebanon.<br />
• 2005-2008 : Teach<strong>in</strong>g dur<strong>in</strong>g my <strong>the</strong>sis. My teach<strong>in</strong>g was ma<strong>in</strong>ly held <strong>in</strong> <strong>the</strong> follow<strong>in</strong>g eng<strong>in</strong>eer<strong>in</strong>g<br />
schools : Ecole Nationale Supérieure d’Ingénieurs Electriciens (ENSIEG), Ecole Nationale Supérieur<br />
d’In<strong>format</strong>ique et de Mathématiques Appliquées (ENSIMAG) and Ecole Nationale Supérieure d’Electronique<br />
et de Radioélectricité (ENSERG), of <strong>the</strong> Grenoble Institute of Technology (INPG), and Polytech’<br />
Grenoble of Joseph Fourier University (UJF).<br />
• Septembre 2008-2009 : Researcher and teach<strong>in</strong>g assistant with <strong>the</strong> eng<strong>in</strong>eer<strong>in</strong>g school ENSE3 of Grenoble<br />
INP. I had <strong>the</strong> opportunity to teach <strong>in</strong> different <strong>in</strong>stitutions : ENSE3, PHELMA and Department<br />
of Telecommunications of Grenoble INP.<br />
In summary, I conducted lessons for a total of 402 h at university and of 1296 h at high school. The<br />
courses are described <strong>in</strong> Table 1-a and Table 1-b.<br />
Table 1-a : Teach<strong>in</strong>g Program<br />
Course Class Course Outl<strong>in</strong>e<br />
Ma<strong>the</strong>matics<br />
Probability and statistics<br />
Transforms of <strong>in</strong>tegrals<br />
Secondary scientific classes<br />
- high school<br />
1st year eng<strong>in</strong>eer<strong>in</strong>g - option<br />
: PMP<br />
1st year eng<strong>in</strong>eer<strong>in</strong>g - option<br />
: PMP<br />
Calculus - algebra - complex numbers - trigonometry - geometry -<br />
arithmetic - probability and statistics.<br />
Mesure and probability of random variables - expectation - characteristic<br />
functions - change of variables - regression curves - estimation<br />
of parameters - statistical hypo<strong>the</strong>sis test.<br />
Complex functions - <strong>in</strong>tegration <strong>in</strong> <strong>the</strong> complex plane - Cauchy’s <strong>in</strong>tegral<br />
- residue <strong>the</strong>orem - Fourier transform - Laplace transform and<br />
Z-transform.<br />
2
Table 1-b : Teach<strong>in</strong>g Program<br />
Course Class Course Outl<strong>in</strong>e<br />
Signal Process<strong>in</strong>g<br />
Digital Communication<br />
In<strong>format</strong>ion and Cod<strong>in</strong>g<br />
Theory<br />
Electronic<br />
2nd year eng<strong>in</strong>eer<strong>in</strong>g, options<br />
: SICOM , ASI , IEE<br />
and SEM<br />
1st, 2nd and 3th year eng<strong>in</strong>eer<strong>in</strong>g<br />
and Masters - options<br />
: RICM , TST , ARR<br />
, ATIS , MASTER SIPT<br />
and MASTER CSE<br />
2d eng<strong>in</strong>eer<strong>in</strong>g - options :<br />
TST and ARR<br />
1st year eng<strong>in</strong>eer<strong>in</strong>g - option<br />
: PMP<br />
Analog signal - Concept of Digital Signal - Time sampl<strong>in</strong>g - Quantization<br />
- Discrete Fourier transforms - Apodization - Spectral Analysis -<br />
Numerical filters (FIR and IIR) - Matched filter, - Multi-scale analysis<br />
- Spectrogram - Scalogramme - Wavelets - Noise reduction and Speed<br />
measurement.<br />
Signals and Spectra (Energy and power signals , Power spectral density<br />
of determ<strong>in</strong>istic power waveforms , Power spectral density of periodic<br />
waveforms , Autocorrelation function , Transfer function and<br />
power transfer function of l<strong>in</strong>ear and time-<strong>in</strong>variant systems) - Baseband<br />
Signal<strong>in</strong>g (Pulse amplitude Modulation , Pulse code modulation<br />
, Sampl<strong>in</strong>g , quantiz<strong>in</strong>g and encod<strong>in</strong>g , Non-uniform quantiz<strong>in</strong>g<br />
, Bandwidth of PCM signals) - L<strong>in</strong>e Codes and Spectra (B<strong>in</strong>ary l<strong>in</strong>e<br />
codes , Spectra of b<strong>in</strong>ary l<strong>in</strong>e codes , Spectra of multilevel polar NRZ<br />
signals , Differential encod<strong>in</strong>g and decod<strong>in</strong>g , Regenerative repeaters<br />
, Pulse width modulation , Pulse position modulation , Time-division<br />
multiplex<strong>in</strong>g , Frame synchronization) - Intersymbol Interference (Nyquist’s<br />
first method , Raised cos<strong>in</strong>e-rolloff Nyquist filter<strong>in</strong>g , Nyquist’s<br />
second and third methods) - Bandpass Signal<strong>in</strong>g (Complex envelope<br />
representation of bandpass waveforms , Representation of modulated<br />
signals , Spectrum of bandpass signals , Power of bandpass signals)<br />
- AM, FM and Digital Modulated Systems (Amplitude modulation ,<br />
Double-Sideband suppressed carrier amplitude modulation , synchronization<br />
, Costas loop and squar<strong>in</strong>g loop , S<strong>in</strong>gle sideband amplitude<br />
modulation , Phase modulation and frequency modulation , Spectra<br />
of PM and FM signals , Frequency-division multiplex<strong>in</strong>g and FM stereo<br />
, On-Off key<strong>in</strong>g , Phase-shift key<strong>in</strong>g , Frequency-shift key<strong>in</strong>g ,<br />
Differential phase-shift key<strong>in</strong>g) - OFDM - CDMA.<br />
Source and Channel Models (Discrete and cont<strong>in</strong>uous sources , Discrete<br />
and cont<strong>in</strong>uous channels , Probabilistic characterization of stationary<br />
, time-<strong>in</strong>variant and memory-less sources , Probabilistic properties<br />
of Markov sources , Probabilistic characterization of stationary<br />
, time-<strong>in</strong>variant and memory-less channels , B<strong>in</strong>ary symmetric<br />
channels , M-ary symmetric channels , erasure channels , Gaussian<br />
channels) - Shannon In<strong>format</strong>ion Measures ( Entropy as a measure of<br />
<strong>the</strong> amount of uncerta<strong>in</strong>ty of a discrete source , Differential entropy<br />
of cont<strong>in</strong>uous sources , In<strong>format</strong>ional divergence between two probability<br />
distributions , Knowledge reduces uncerta<strong>in</strong>ty : <strong>the</strong> conditional<br />
entropy , Mutual <strong>in</strong><strong>format</strong>ion , Venn’s diagram : relationship between<br />
entropy , conditional entropy and mutual <strong>in</strong><strong>format</strong>ion , Cha<strong>in</strong> rules for<br />
entropy and mutual <strong>in</strong><strong>format</strong>ion) - Basic Inequalities <strong>in</strong> In<strong>format</strong>ion<br />
Theory - Cod<strong>in</strong>g and Shannon Limits (The rate of a code , Distortion<br />
<strong>in</strong>troduced by a code , Channel capacity and cost functions , Source<br />
cod<strong>in</strong>g <strong>the</strong>orem , Zero-error compression and <strong>the</strong> entropy of a source<br />
, Huffman code , Channel cod<strong>in</strong>g <strong>the</strong>orem , Jo<strong>in</strong>t source and channel<br />
cod<strong>in</strong>g) - The Rate-Distortion Function and Capacity (General<br />
properties of <strong>the</strong> capacity , The rate-distortion functions of b<strong>in</strong>ary<br />
sources , M-ary uniform sources and Gaussian sources , Channel capacity<br />
of discrete and cont<strong>in</strong>uous adder channels) - Error-Correct<strong>in</strong>g<br />
L<strong>in</strong>ear Block Codes (Rate of a code , Encod<strong>in</strong>g and <strong>the</strong> generator matrix<br />
, Parity-check matrix and syndrome decod<strong>in</strong>g , Error detect<strong>in</strong>g<br />
capabilities of a l<strong>in</strong>ear code , Error correct<strong>in</strong>g capabilities of a l<strong>in</strong>ear<br />
code , Cod<strong>in</strong>g ga<strong>in</strong>s under hard-decision detection and soft-decision<br />
detection).<br />
Bipolar transistor (Static characteristic , Transistor as a switch , ,<br />
common-emitter amplifier) - synchronous detection (direct measurement<br />
of signal detected (photodiode) , implementation of <strong>the</strong> model<br />
synchronous detection , noise <strong>in</strong>jection), Nonl<strong>in</strong>ear operational amplifier<br />
(Schmitt trigger, astable multivibrator , Integrator , function<br />
generator), programmable logic component of type FPGA - analog<br />
spectrum analyzer - operational amplifier (measurement of imperfections<br />
(polarization current , offset, Slew rate, output impedance<br />
, frequency ga<strong>in</strong>) - Voltage follower).<br />
3
5 Research<br />
Dur<strong>in</strong>g my three years of <strong>the</strong>sis at Grenoble-Image-Speech-Signal-Automatics Lab (GIPSA-lab), Department<br />
of Images and Signals (DIS), I worked on channel estimation and equalization for a OFDM high speed<br />
mobile receiver, under <strong>the</strong> supervision of M. Laurent Ros and Ms. Geneviève Jourda<strong>in</strong> (died <strong>in</strong> October<br />
2006). This work concerns <strong>the</strong> systems of radio communication and broadcast<strong>in</strong>g such as (WIMAX, WIFI,<br />
DVB-H, ...).<br />
Durant three months (1 september to 30 november 2009), I have been work<strong>in</strong>g as a research eng<strong>in</strong>eer<br />
<strong>in</strong> Telecommunications at CNRS - Univeristy of Lille 1, <strong>in</strong> Laboratory of <strong>the</strong> Institute of Electronics, Microelectronics<br />
and Nanotechnology (IEMN), Group Telecommunications, Interferences and Electromagnetic<br />
Compatibility (TELICE). I extended my work<strong>in</strong>g of <strong>the</strong>sis from s<strong>in</strong>gle antenna (SISO-OFDM) to multiantenna<br />
(MIMO-OFDM), under <strong>the</strong> supervision of M. Eric Simon and Ms. Mart<strong>in</strong>e Liénard (Professor at<br />
<strong>the</strong> University of Lille 1 and Team Leader Telecommunications <strong>in</strong> <strong>the</strong> Group TELICE). This work has<br />
been carried out <strong>in</strong> <strong>the</strong> framework of <strong>the</strong> CISIT (Campus International sur la Sécurité et Intermodalité des<br />
Transports) project and funded by <strong>the</strong> French M<strong>in</strong>istry of Research, <strong>the</strong> Region Nord Pas de Calais and <strong>the</strong><br />
European Commission (FEDER funds).<br />
S<strong>in</strong>ce december 2009, I make a post-doc at France Telecom - Orange on <strong>the</strong> Infrastructure pseudo-cell<br />
of <strong>the</strong> wireless sensor network <strong>in</strong> urban area, under <strong>the</strong> supervision of M. Benoît Miscope<strong>in</strong>.<br />
My research <strong>in</strong>terests <strong>in</strong>clude OFDM, MIMO, time-vary<strong>in</strong>g channel, channel estimation and synchronization<br />
<strong>in</strong> urban and rural areas and <strong>in</strong> submar<strong>in</strong>e areas, GSM, sensor network.<br />
6 Reviewer<br />
I am serv<strong>in</strong>g as a reviewer for <strong>in</strong>ternational journal and conference papers.<br />
Journals : - IEEE Transactions on Signal Process<strong>in</strong>g<br />
- IEEE transactions on Communications<br />
- IEEE Transactions on Wireless Communications<br />
- IEEE Transactions on Vehicular Technology<br />
- IEEE Signal Process<strong>in</strong>g Letters<br />
- EURASIP Journal on Wireless Communications and Network<strong>in</strong>g<br />
Conferences : - IEEE Global Communications Conference (GLOBECOM)<br />
- IEEE International Communications Conference (ICC)<br />
- IEEE Wireless Communications and Network<strong>in</strong>g Conference (WCNC)<br />
- IEEE International Symposium on Personal, Indoor and Mobile Radio Communications<br />
(PIMRC)<br />
- European Signal Process<strong>in</strong>g Conference (EUSIPCO)<br />
7 Publications<br />
The details of my publications are shown <strong>in</strong> Table 2.<br />
4
Journals<br />
International<br />
Conferences<br />
Table 2 : List of publications.<br />
[ ] Complex Amplitudes Track<strong>in</strong>g Loops for Multipath Slow Fad<strong>in</strong>g Channel Estimation <strong>in</strong><br />
OFDM Systems, L. Ros, H. <strong>Hijazi</strong>, E. Simon and B. Ros submitted to IEEE Transactions on Signal<br />
Process<strong>in</strong>g.<br />
[ ] Jo<strong>in</strong>t Carrier Frequency Offset and Fast Time-vary<strong>in</strong>g Channel Estimation for MIMO-<br />
OFDM Systems, Simon, H. <strong>Hijazi</strong> and L. Ros submitted to IEEE Transactions on Vehicular Technology.<br />
[ ] Fast Time-Vary<strong>in</strong>g Channel Estimation <strong>in</strong> MIMO-OFDM Systems, H. <strong>Hijazi</strong> and E. Simon<br />
submitted to European Transactions on Telecommunications.<br />
[ ] Hybrid Cramer-Rao Bound for Dynamical Time-vary<strong>in</strong>g Channel and Carrier Frequency<br />
Offset Estimation <strong>in</strong> MIMO-OFDM Systems, H. <strong>Hijazi</strong> and E. Simon submitted to IEEE Transactions<br />
on Signal Process<strong>in</strong>g.<br />
[1] Jo<strong>in</strong>t Data QR-Detection and Kalman Estimation for OFDM Time-vary<strong>in</strong>g Rayleigh Channel<br />
Complex Ga<strong>in</strong>s, H. <strong>Hijazi</strong> and L. Ros, IEEE Transactions on Communications, vol. 58, no. 1, pp.<br />
170-178, January 2010.<br />
[2] Analytical Analysis of Bayesian Cramer-Rao Bound for Dynamical Rayleigh Channel Complex<br />
Ga<strong>in</strong>s Estimation <strong>in</strong> OFDM System, H. <strong>Hijazi</strong> and L. Ros, IEEE Transactions on Signal<br />
Process<strong>in</strong>g, vol. 57, no. 5, pp. 1889-1900, May 2009.<br />
[3] Polynomial estimation of time-vary<strong>in</strong>g multi-path ga<strong>in</strong>s with <strong>in</strong>tercarrier <strong>in</strong>terference mitigation<br />
<strong>in</strong> OFDM systems, H. <strong>Hijazi</strong> and L. Ros, IEEE Transactions on Vehicular Technology,<br />
vol. 58, no. 1, pp. 140-151, January 2009.<br />
[4] Rayleigh Time-vary<strong>in</strong>g Channel Complex Ga<strong>in</strong>s Estimation and ICI Cancellation <strong>in</strong> OFDM<br />
Systems, H. <strong>Hijazi</strong> and L. Ros, European Transactions on Telecommunications, vol. 20, pp. 782-796,<br />
June 2009.<br />
[5] Bayesian Cramer-Rao Bounds for OFDM Slowly Vary<strong>in</strong>g Multi-path Rayleigh Channel<br />
Estimation, H. <strong>Hijazi</strong> and L. Ros, ELSEVIER Signal Process<strong>in</strong>g Fast Communication, vol. 89, pp.<br />
111-115, January 2009.<br />
[6] Jo<strong>in</strong>t Carrier Frequency Offset and Fast Time-vary<strong>in</strong>g Channel Estimation for MIMO-<br />
OFDM Systems, E. Simon, H. <strong>Hijazi</strong> and L. Ros, IEEE International Symposium on Communications<br />
Systems, Networks and Digital Signal Process<strong>in</strong>g (CSNDSP), July 2010 .<br />
[7] Channel Estimation for MIMO-OFDM Systems <strong>in</strong> Fast Time-Vary<strong>in</strong>g Environments, H. <strong>Hijazi</strong>,<br />
E. Simon, M. Liénard and L. Ros, IEEE International Symposium on Communications, Control<br />
and Signal Process<strong>in</strong>g (ISCCSP), March 2010.<br />
[8] Paths Complex Ga<strong>in</strong> Track<strong>in</strong>g Algorithms for OFDM Receiver <strong>in</strong> Slowly-Vary<strong>in</strong>g Channels,<br />
L. Ros, H. <strong>Hijazi</strong> and E. Simon, IEEE International Symposium on Communications, Control and<br />
Signal Process<strong>in</strong>g (ISCCSP), March 2010.<br />
[9] Jo<strong>in</strong>t Estimation of Carrier Frequency Offset and Channel Complex Ga<strong>in</strong>s for OFDM Systems<br />
<strong>in</strong> Fast Time-vary<strong>in</strong>g Vehicular Environments, E. Simon, H. <strong>Hijazi</strong>, L. Ros and M. Berb<strong>in</strong>eau,<br />
IEEE International Conference on Communications (ICC) : Workshop on Vehicular Connectivity,<br />
May 2010.<br />
[10] Bayesian Cramer-Rao Bound for OFDM Rapidly Time-vary<strong>in</strong>g Channel Complex Ga<strong>in</strong>s<br />
Estimation, H. <strong>Hijazi</strong> and L. Ros, IEEE Global Communications Conference (GLOBECOM), December<br />
2009.<br />
[11] On-l<strong>in</strong>e Bayesian Cramer-Rao Bounds for OFDM Slowly Vary<strong>in</strong>g Rayleigh Multi-path<br />
Channel Estimation, H. <strong>Hijazi</strong> and L. Ros, IEEE International Symposium on Wireless Communication<br />
Systems (ISWCS), Occtober 2008.<br />
[12] OFDM High Speed Channel Complex Ga<strong>in</strong>s Estimation Us<strong>in</strong>g Kalman Filter and QR-<br />
Detector, H. <strong>Hijazi</strong> and L. Ros, IEEE International Symposium on Wireless Communication Systems<br />
(ISWCS), October 2008.<br />
[13]Polynomial estimation of time-vary<strong>in</strong>g multi-path ga<strong>in</strong>s with ICI mitigation <strong>in</strong> OFDM<br />
systems, H. <strong>Hijazi</strong> and L. Ros, IEEE International Symposium on Communications, Control and<br />
Signal Process<strong>in</strong>g (ISCCSP), March 2008.<br />
[14] Time-vary<strong>in</strong>g channel complex ga<strong>in</strong>s estimation and ICI suppression <strong>in</strong> OFDM systems,<br />
H. <strong>Hijazi</strong> and L. Ros, IEEE Global Communications Conference (GLOBECOM) , November 2007.<br />
[15] OFDM Channel Parameters Estimation used for ICI Reduction <strong>in</strong> time-vary<strong>in</strong>g Multipath<br />
channels, H. <strong>Hijazi</strong>, L. Ros and G. Jourda<strong>in</strong>, European Wireless Conference (EW), April 2007.<br />
5
National Conference<br />
8 Miscellaneous<br />
8.1 Languages<br />
Table 2 : List of publications.<br />
[16] Estimation de canal et suppression d’<strong>in</strong>terférence pour les récepteurs OFDM à grande<br />
mobilité, H. <strong>Hijazi</strong> and L. Ros, Traitement du signal et des images, Actes du 21e colloque GRETSI,<br />
September 2007.<br />
[17] Borne de Cramér-Rao Bayésienne associée à l’estimation des ga<strong>in</strong>s complexes de type<br />
Rayleigh avec un spectre de Jakes pour les récepteurs OFDM à grande mobilité, H. <strong>Hijazi</strong> and<br />
L. Ros, Traitement du signal et des images, Actes du 22e colloque GRETSI, September 2009.<br />
• Frensh : Read, spoken and written fluently.<br />
• Arabic : Read, spoken and written fluently.<br />
• English : Read and Written : fluent, spoken : advanced.<br />
8.2 Computer<br />
• System : L<strong>in</strong>ux, W<strong>in</strong>dows, Microsoft Office.<br />
• Programm<strong>in</strong>g language : Matlab, Mustig, C, Pascal, Visual basic 6, latex.<br />
8.3 Scientific Competence<br />
• Signal Process<strong>in</strong>g : Digital spectral analysis, filter<strong>in</strong>g <strong>in</strong> discrete and cont<strong>in</strong>uous time, Kalman filter,<br />
estimation, detection, Fourier analysis, time-frequency analysis.<br />
• Telecommunication : Analog and digital communication, synchronization and equalization, channel<br />
estimation, systems OFDM, CDMA and MIMO, <strong>in</strong><strong>format</strong>ion <strong>the</strong>ory, source cod<strong>in</strong>g, channel cod<strong>in</strong>g,<br />
turbo-code.<br />
• Ma<strong>the</strong>matics : Numerical analysis, complex analysis, probability and statistics.<br />
• Miscellaneous : Image process<strong>in</strong>g, electronics, electromagnetism and automatic (well known courses).<br />
8.4 Hobbies<br />
• Sport : Foot, P<strong>in</strong>g Pong, Basketball and Swimm<strong>in</strong>g.<br />
6