CominLabs is an Excellence Center (Laboratoire d'Excellence from the Investissements d'Avenir program of the French government). CominLabs gathers ten research labs from Bretagne and Nantes in the area of telecommunications, internet, and over-the-top services with an emphasis on the medical sector. CominLabs represent a work force of about 500 researchers and is funded at the (modest) level of 1.4M€ per year by the ANR (Agence Nationale de la Recherche) and the regions Bretagne and (to a lesser extend) Pays-de-Loire.

In this letter, we wish to inform you about how CominLabs is run, how you can join and benefit, what is the related agenda, who supports CominLabs and how funds are spent.


December 2012 issue #1


Welcome to the 1st issue of CominLabs Newsletter!

CominLabs is an Excellence Center (Laboratoire d'Excellence from the Investissements d'Avenir program of the French government). CominLabs gathers ten research labs from Bretagne and Nantes in the area of telecommunications, internet, and over-the-top services with an emphasis on the medical sector. CominLabs represent a work force of about 500 researchers and is funded at the (modest) level of 1.4M€ per year by the ANR (Agence Nationale de la Recherche) and the regions Bretagne and (to a lesser extend) Pays-de-Loire.

CominLabs fosters activities in research, education, and innovation, with an emphasis on the first aspect. Considering its limited level of funding, CominLabs must focus its funds on specific activities. CominLabs aims at establishing itself as a research community creating its own added value. It has decided not to be yet another mini-agency, though. CominLabs' motto is illustrated on Figure 1.


By this provocative and slightly exaggerated statement, CominLabs wishes to express that bureaucracy (better named as "burrocracy" after Spanish language) must be limited to its minimum: no proposal, no deadline, no spam, no reporting – compare with the running of EU projects. This is reflected in our running of the lab, and particularly in the decision to develop CominWeb as a cooperative platform, with CominTogether its associated social network.

In this letter, we wish to inform you about how CominLabs is run, how you can join and benefit, what is the related agenda, who supports CominLabs and how funds are spent.

For you to get an understanding of what we are doing, we provide a short description of the first series of projects and we tell you about our vision of how such a lab should get run using the modern technologies of cooperative platforms and social communities.

Contents – Issue # 1


Working with us





Please find the complete Newsletter Here.


May 2013 Issue#2


May 2013 – Issue #2

Progress of CominLabs

So far 2012 and the first quarter of 2013 have been very fruitful for CominLabs.
Eight research projects were selected in 2012 and four more research projects were approved by the Steering Committee in its April 19th meeting. A general comment on the process of preparing and selecting research projects is found in the "Working with us" section of the Newsletter. The newly selected projects are described in the "Research" Section.
The education chapter of CominLabs has started in two ways. Firstly, Colin de la Higuera was approved as the new head of this chapter. Colin is now preparing the education agenda of CominLabs, which will be presented in the next issue of the Newsletter.
In 2012 we spent a great deal of effort in defining and refining the objectives of the CominWeb cooperative platform and its approach. A first set of experiments has been defined with results expected by the CominLabs week early June. Corresponding advances are reported in the "Community" Section of this Newsletter.
The First CominLabs Week will be held June 3-5, 2013 at Inria-Rennes. The detailed program can be found in "Events" Section of this Newsletter. This event will be the first major event of CominLabs. First activities and results of CominLabs projects and the CominWeb platform will be presented. Our International Advisory Committee, IAC, (who was involved in the selection of CominLabs' projects) will attend. A Steering Committee (CA in French) will be held with the participation of the IAC, where strategy and future directions will be presented and discussed. In particular, the seeding role of working groups will be revisited. From this event, an overall picture of CominLabs and its impact will emerge. This will presented and reported in the next Newsletter.

Contents – Issue # 2

Working with us







May 2015 Issue#3


May 2015 - Issue #3


Progress of CominLabs

CominLabs is a Labex involving ten partner labs distributed over Brittany-Nantes, gathering about 500 researchers. Its scientific scope ranges from optics and electronics to over-the-Web applications, through software, multimedia and ICT for health. Due to this distributed nature and wide scientific scope, CominLabs does not distribute funds to the partners through PhD or master grants. It rather supports specific actions aligned with its strategic program for research, education, and innovation.

Following an initial brainstorming period of 9 months through working groups attached to the CominLabs strategic areas, 25 research and education projects, including the CominWeb platform, are now in operation as the result of six successive project calls in the period 2012-2015. Through its leadership and International Advisory Committee, CominLabs seeds, selects, monitors and manages its projects, way beyond what a traditional funding program does, thus offering a novel and unparalleled service to its research and education community.

Two issues of CominLabs Days were held in 2013 and 2015 (respectively, 150 participants and our international experts).

CominLabs also organized a joint workshop with the three Labex Lebesgue, MER and CAMI, and the two  IRT b<>com and Jules Verne.

CominLabs targets high-risk transdisciplinary research. One projects gathers specialists from EEG in medicine and from coding theory aiming at validating a novel mental information theory. In another project, antenna designers cooperate with computer scientists in ambient computing at developing new robust RFID tags with corresponding application infrastructure. A third project is developing a system to develop centralized collaborations in the million-plus scale thanks to fundamental advances on data coherency.

These are only a few samples of exciting research that would not exist without CominLabs. Two projects involve Labex MER and Lebesgue. Relations have been established with SATT Ouest-Valorisation and IRT b<>com.

Working with us

CominLabs projects: Agenda for 2015

Principles and Process

CominLabs has in its core priorities to launch research projects with the following features: 1/ projects shall be challenging and risky, 2/ projects involve atypical collaborations involving people from disciplines that otherwise would not naturally meet. As an example, interesting team configurations for consideration include {computer science, electronics and/or photonics}, which are communities that are traditionally kept separate, at least in France.

The preparation of a project must entirely focus on its scientific meat: invention or innovation versus state of the art must be explain with scientific and technical arguments; how the applicants consider addressing the projects objectives must be substantiated with technical arguments complemented with explanations on why the applicants are qualified. Other aspects of a proposal that are asked in traditional funding programs (benefit for EU, gender, IP, financial annex…) are not considered essential.

The process of preparing a project is tuned accordingly. Projects are generally born from a brainstorming activity that is informally organized by volunteer CominLabs researchers. Once initial ideas have been identified, they are turned into a project proposal thanks to a 3-month phase of open discussions and exchanges involving the project participants (of course), plus members of the leadership of CominLabs, and the Internal Scientific Committee, and anyone who would be approved and accepts to sign an NDA. This phase serves to retarget the project, complement the consortium if needed, and shape it by bringing the main parts of the proposal to its desired level of quality.

Project selection is proposed by the IAC through a remote discussion session very much like the job of a Program Committee of a conference.

Agenda for the 2015 campaign

  • September  – November : open session for the elaboration of future projects. Drafts of proposals  are openly discussed (a wiki is open) during this period. All operating committees of CominLabs (head, Burex, ISC) are involved in discussing these drafts; the discussion is open to anyone subject to NDA.
  • End of  November : competing projects are officially submitted
  • November  – February: the IAC acts as a conference PC (using EasyChair) and provides an assessment of the projects as well as a recommendation; all this is collected in an assessment report for the Steering board to decide upon the selection.
  • Mid February: selection of new projects



Past events

CominLabs    has  established  the  CominLabs  Days,  which  are  open  days  for  the  scientific  community.  Two  issues  have  been  organized  so  far  in  June  2013   and  March  2015  with  the  participation  of  International Advisory Committee (IAC) members.

A special event, called “journées Ouest-IRT-Labex”, was organized by us in Dec. 2013, where three other Labex (MER, Lebesgue, CAMI)  and two IRTs (b<>com and Jules Verne) participated. As a consequence, joint research projects have since then been launched with MER and Lebesgue, and one with b<>com.

Albert Benveniste was invited to panels regarding the Labex program at CNRS-headquarters and the GRETSI 2013 (National Conference in Signal & Image processing, 480 participants).

In the framework of  TEPN-project and CominLabs chair, a MoU was signed between Supelec  and  the  Zhejiang  University  in  China,  and  the  3rd   International  Workshop  Next-GWiN  on  Next generation Green Wireless Networks was organized in October 2014, Rennes, with 135 registered  participants,  co-chaired  by  Honggang  Zhang,  CominLabs  chair,  and  Jacques  Palicot,  a  member  of  TEPN CominLabs project. 

Upcoming Events for 2015:

            + June  2015

Hearing  of the Labex by an international jury in June 2, 2015, in Paris

            +June  2015

A seminar « SHS et numérique » will be organized in Rennes on June 24, 2015.

            +Campaign  2015

See “working with us”



The CominWeb platform is built on top of Liferay, a framework for constructing Web portals, collaborative platforms, and social networks on a single platform. CominWeb hosts the CominLabs web site. The current version dated Jan 2015 has the following features.

CominWeb offers advanced search services (LookinLabs) relying on big data technologies, see Section 3 for details.

CominWeb offers an intranet with the following services, globally or for each CominLabs group, all services stemming directly from Liferay:

  • A document warehouse

  • A wiki

  • A Readme, a FAQ, a forum

  • Public pages for reporting activities

For this version, access is managed by using the classical techniques offered by Liferay, namely roles and assignment of rights to roles. People are manually registered together with their role. Registering CominLabs people was cumbersome. Updates and modifications would require a full time web master, something that we want to avoid.

Future plans for 2015 and beyond

  • Exploiting user feedback

Users of CominWeb will provide us with feedback. Users will consist of 1) the CominLabs members, 2) external people, 3) the International Advisory Committee (IAC, see the description of the governance of CominLabs) in charge of selecting the CominLabs projects and evaluating them, and, finally 4) the PIA/ANR evaluation committee, in charge of evaluating all Labex of France (first evaluation in June 2015).

  • A system of tags for the management of CominWeb

Our need is to be able to grant roles and qualify items in warehouses adaptively, depending on varying interests such as learned from social activities. The concepts and tools offered by Liferay are too low level for performing this. We therefore plan to develop a more flexible platform architecture by relying on a unique notion of tag. Tags are XML documents acting as meta-data for qualifying both users and items in warehouses. Tags will be translated into specific Liferay roles depending on the context and the same will hold for tags attached to documents or items. Tags can then be learned from social activities and vary adaptively.

  • Enhancing the LookinLabs service

The following enhancements are planned:

* Clustering of the names of researchers returned by the competency warehouse

* Exploring the use of semantic based correlation engines.

* Exploiting user feedback.

* Introduction of the concept of “diversity” in search results

* Development and integration of scientific articles recommendation widget based on HAL RSS streams.

  • Exploring how the Activity Monitor could be developed
  • Automatic activity report


November 2013: LIMAH selected

Available multimedia content is rapidly increasing in scale and diversity, yet today, multimedia data remain mostly unconnected, i.e., with no explicit links between related fragments. The project investigate multimedia content linking, where linking  refers to the creation of explicit and meaningful links between multimedia documents, or fragments of documents. While the idea of linked media fragments can be  traced back to Memex [Bush, 1945], automatic authoring of links has been mostly disregarded so far.

The key idea of LIMAH consists in exploring hypergraph structures for multimedia collections, instantiating meaningful links between fragments of multimedia documents, where links reflect particular content-based proximity—similar content, thematic proximity, opinion expressed, answer to a question, etc.  Meaningfulness encompasses multiple facets (e.g.,relevance of the links, exploitability by users, added-value on core tasks) and will be investigated in a number of ways, from objective measures on core tasks to user acceptability and satisfaction on key pilot use-cases, along with prospective concerns on the evolution of media consumption modes and of laws.

In a nutshell, LIMAH develops scientific and methodological basis to organize multimedia collections as hypergraphs combining links of different natures and evaluates the impact of structured collections on usages and technology in a global perspective encompassing ICT, law and human science. Exploiting and developing further techniques targeting pairwise comparison of multimedia content, LIMAH focuses on two main questions. How to automatically build an hypergraph which provides exploitable links in selected use cases?  How collections with explicit links modify usage of multimedia data in all aspects, from a technology point of view as well as from a user point of view?  These questions will be investigated via two complementary use-cases, namely, navigation in news data and learning with online courses.

Figure 1. A schematic view of the core perimeter of LIMAH


LIMAH builds upon three strongly intertwined pillars: collection structuring and link authoring; fine grain language analysis; acceptability and usages. The consortium covers all of these aspects, encompassing all issues from raw data analysis to user experience and legal issues, with specialists in multimedia and language technology (IRISA, LINA), in cognitive and ergonomic psychology (CRPCC), in information and communication science (PREFics) and in law (IODE). Leveraging  technological aspects and usage aspects from the standpoint of law and human science to apprehend linked media content globally also aims at developing  a long term vision of the linked media world.

Consortium: CNRS/IRISA, Université de  Nantes/LINA, Université de Rennes 2/CRPCC and PREFics, Telecom Bretagne/IODE

Contact: Guillaume Gravier

February  2014: six  projects selected


One of the most critical challenges of the ITRS overall design technology (2010) is fault-tolerant computation. The increase in integration density and the requirement of low-energy consumption can only be sustained through low-powered components, with the drawback of a looser robustness against transient errors. In the near future, electronic gates to process information will be inherently unreliable.

In this project, we want to address this problem with a bottom-up approach, starting from an existing application (a GPS receiver) and adding some redundant mechanisms to allow the GPS receiver to be tolerant to transient errors due to low voltage supply.

Our objective is to produce an ASIC with two versions of the application: a standard GPS receiver and a hardened GPS receiver (a simple L1 band GPS receiver). Our ambition is to decrease by a factor of 4 the energy of the hardened GPS receiver thanks to a very low power supply voltage while keeping an acceptable degradation of the quality of service provided by the device (i.e. mean duration from a "cold start' to a position, precision of the measure)

To interpret this in terms of world energy savings, we assume on the order of 10 billion GPS receiver units in the world in the near future (a conservative hypothesis), each working 1% of the time. Each mW saved with fault tolerant design will give a global saving of 10^-6 (1 mW express in KW) x 10^10 (number of GPS) X 10^-2 (rate of utilisation) x 24  x 356 (number of hours in a year) =  0.88 x 10^6 KW.h per year in the world. Note also that GPS are mainly used in application that implies mobility. Mobile devices don't have direct access to powerline energy and should use batteries and/or produce directly its own electrical energy (energy harvesting devices). In both cases, the cost and the environmental impact to provide energy is high.

During this project, we will develop knowledge at several levels: the effect of low voltage at transistor level, application of robust non-conventional arithmetic, the downstream impact of gate level errors on arithmetic and functional operation, refinement of high level specification (reliability and quality of service) to low-level arithmetic and functional requirements. Measurement of the ASIC product will allow us to test the proposed methods on a real design case and provide very useful feedback.

The RELIASIC project will trigger a scientific community in the area of fault-tolerant computation for very low power processing with the focus ``Energy and resource efficiency in ICT'' of the Labex CominLab. As a longer research perspective, the consortium wants to capitalize on this project by extending the knowledge obtained with the RELIASIC bottom-up approach to define new computation methods, new design methodology and tools for fault-tolerant computation.

Consortium: Telecom Bretagne/LABSTICC, Université de Bretagne Sud/LABTSICC, Université de Rennes 1/IRISA, Université de Bretagne Occidentale/LABTSICC, INSA Rennes/ETIR, Université de Nantes/IETR

Contact : Jean-Philippe Diguet, Emmanuel Boutillon, Sebastien Pillement, Emmanuel Casseau, Fabrice Seguin, Catherine Dezan  


3D integration in the ultra deep submicron domain means the implementation of billions of transistors or of hundreds of cores on a single chip with the need to ensure a large number of exchanges between cores, and the obligation to limit the power consumption.

Focusing on system integration rather than transistor density, allows for both functional and technological diversification in integrated systems. The functional diversification allows for non-digital functionalities to migrate from the board level into the (on-)chip level. This allows for integration of new technologies that enable high performance, low power, high reliability, low cost, and high design productivity.

Use of Optical Network-on-Chip (ONoC) promises to deliver significantly increased bandwidth, increased immunity to electromagnetic noise, decreased latency, and decreased power consumption while wavelength routing and Wavelength Division Multiplexing (WDM)  contribute to the valuable properties of optical interconnect by permitting low contention or even contention-free routing. WDM allows for multiple signals to be transmitted simultaneously, facilitating higher throughput.

Individual realization of CMOS compatible optical components, such as, waveguides , modulators , and detectors  lets the community foresee that such integration may be possible in the next ten years.

The aim of the project is therefore to investigate new optical interconnect solutions to enhance by 2 to 3 magnitude orders energy efficiency and data rate of on-chip interconnect in the context of a many-core architecture targeting both embedded and high-performance computing. Moreover, we envisage taking advantage of 3D technologies for designing a specific photonic layer suitable for a flexible and energy efficient high-speed optical network on chip (ONoC).

Consortium: INRIA/team CAIRN, Université de Rennes 1/ FOTON, Insa Rennes/ FOTON

Contact : Olivier Sentieys, Olivier Durand, Pascal Besnard


Electroencephalography (EEG) from scalp potentials is of crucial importance both as a diagnostic and brain imaging tool and as the key technology for developing Brain Computer Interfaces (BCIs). However, the fundamental difference between these two application scenarios is that while in imaging/diagnostics, EEG-related computations can be potentially done offline, i.e. after the EEG scalp measuring, for BCI applications the majority of EEG imaging computation must be done runtime since an immediate feedback is required. As a consequence, this rules out some powerful and highly resolving, but computational expensive techniques that can be used in EEG brain imaging, but become unaffordable in a BCI contest. This is highly lamentable and unfortunate given that higher resolution imaging has been proved to give rise to better performing BCIs.

SABRE will focus on filling this gap and in making available runtime techniques that are usually affordable only by relying on offline computations. The idea to achieve this is based on a double-sided investigation strategy:

  • On one hand SABRE will investigate innovative EEG solution methods that will operate in linear-instead-of-cubic complexity with respect to the physical degrees of freedom. This will already result in huge savings in terms of computational time and complexity. 
  • On the other hand these EEG solution methods will further be empowered and speeded-up by ad-hoc, transistor-level, implementations of their key algorithmic operations.

In other words, in a synergy between a computational and on-chip hardware research expertise, a completely new family of fully-hardware-integrated, new computational EEG imaging methods will be developed that are expected to speed up the imaging process of an EEG device of several orders of magnitude in real case scenarios. This will be the enabling technology for runtime applications of highly resolving EEG approaches in BCI.

This notwithstanding, this project will implement and validate the new EEG technology within a cutting edge BCI environment. A leading research expertise in the field will investigate and develop an ad-hoc, but user-ready, BCI framework that will ensure convincing evidences of practical relevance of the new EEG technology at each and every stage of its development. In other words the final outcome of this project will be a fully functioning, deeply innovative, and user-ready BCI technology that will be entirely and convincingly validated both as of performance and applicability in cutting-edge BCI real case scenarios.

Consortium: Telecom Bretagne, INRIA/ Hybrid Team

Contact: Francesco Andriulli, Anatole Lecuyer



Efficient and robust public key cryptography, or asymmetric cryptography, is of major importance for security and privacy in many applications such as communications, e-commerce, control access, cloud computing, smart-phones, body area networks, TV boxes, Internet of Things, etc. In the past, RSA was the predominant solution for asymmetric cryptography. Since a few years, elliptic curves cryptography (ECC) is now the main standard with more efficient and less power consuming implementations than RSA for a similar theoretical security level. Very recent theoretical results show that hyperelliptic curve cryptography (HECC) is becoming a more efficient solution (on theoretical evaluations). Efficient arithmetic computations is a key element for hardware  implementation of HECC systems. Arithmetic has an important role to play in providing algorithms robust against physical attacks (e.g. analysis of the power consumption, electromagnetic radiations or computation timings). Currently, there are only a very few hardware implementations of HECC (without any open source availability).


In this project, we study and prototype efficient arithmetic algorithms for hyperelliptic curve cryptography for hardware implementations (on FPGA circuits). We study new advanced arithmetic algorithms and representations of numbers for efficient and secure implementations of HECC in hardware. We develop a librarto petterce ava.telof 10 biltic curverepr secuCT for healtasations of HECtic curvecesecungly validfor hardwareloped,ng  lece roli andnevices). Iuitabl)r secjor importance for(h the drawback of aall oy (IRISa-alignms robu) scientifhoseel. Very esee thive ton i comIn another discusseden, refinement og proor a sig>privacy Duungly varing &ning, broor a sirol Labex oack of arong>secualgorithms roburtance foical network on chip (ONoC).



  • Explorig aaeHERPAMlor

    age taking ades. Turally meet. contrc;

    riny in termsinys of onshme whertive platt agaiUMTS/3G)urvesand ulign: ion chnopopuimaginto the ate ograpion or inno2 we s intoloye qualiwww.teCC), in infs of torwork-onoloyr-leveltive platation yet todaenta(i.e. w connto than be fs of m data r
  • ="text i agy aped p> The ft such i energyuinvokaffordablecrucsreover, weftware, mu

    Wi-Fiohetspoence, joer yecontop ofasks) avelydartis within a cutUnscusschme whertive pla, Wi-Fiotive platfs. Tu predomina

    < the colling oirsand u, webleonses itsres, ed,nate ity of increor Wi-Fiohetspoenc--). Iunce andly(CRPCC),i> hetspoen--s) aurbalogy (aw d-urbalogo thc curveslong>a its pmon that implt of lfay bchs, wa large nrocess ohetspoencaementas), eible in the next ten years.

    Lnd ckinof trawsp; Nexttive plat) avsavin single chhesisor muling thn meaoedominato fundommendatvolutn thaa-dat.eTesisor muling thgn: jusEG imagingin( the fineHERPAMGwing frunsearch thocessres, eded, and applic. The conse linkstronicss to ptcomtents cevelg, bu oirsdartisthcuntim (le aom tradie plV boxe)plicatiu oirsre, mu

    searnicdynamn quest: jusor mpass infogated nnaficient ic tal infoof cr frommnd he ate otsss to per ye>

    dologyt will frback tm data r

  • g ofup power cothods scuslandwiocor fs oenergyufrom nex proo thc cothods ext to user ocrtisand ue qualentaficientes, Ilong>ntatimste thantesign: jusssng fi agy apec cothno modifys.inr, high cotho Durssingrify;"i aesearfor multiplen fromxplorig aac nex allows rearinods wind snst pze p The lving EEG approaches in BCI.

    er by foevatifartminlaal >liattHF)tificcisciplineditioncital functce waacel. y it. Injustifyrlemaontest. Theapis(c coth fupurll as) ;="leand compreargn "quaprojecN symhalgorithul>

  • (PA)s). In bots"i aeg  itable xo spein theEE)of wocobjectives PA bilte, muyiscussios ;iferay, Nextan be ograeinan be f88 x al filliapplic. Thaal >liatkey piw dphess oabex > g or). O(c coth fupurll as)ing onh tputsss to pmxplori=ionalo tknven ogransequal >li'tat-almaticatt al fillloped apidlyste the.g.erc. A letf incr...)ts onitor sion of the measure)

    t plexitoE). LeverRISa-aledominaro (ONsfficient Lifealgorithml>

  • quaprojecN&nbses, dped,ng brainystems. A milting ; 2014sing evitnro (ONsftanct-almaticatnstead-of-cubic compID tags with calize qualSinfpam>s onitor sion of the measure)

    lia&rscept reoicaetss onitor sion of the measure)

    liat LIMAHdn RSA tmfoly voltalidated botandincingatrough worses allows for integratiociscipsor mly vaaal >li&rsceptcs, e lviy algoolBCI real case scenarios. LABTSICC, INSA R 1Univer /LTSI: INRIr/">LINA,">LABSTICC, Univer""> CNRS// r: rgb(255,140,0);">SABRE

    privacype (a). In curhe neeantly ins EEG teday.yGoo hunc hasa-datality.ungly valloC)ponvencoadsing osbling technologfrom functg>

    on-dsioc, at wooud ola, new dgender, yle="teU is highlyevti the The conso>poising Es rob vetion inContaomet from a us the need tm; anito ig>privacyon-ove2a wiki nbsp; JaoC)p tecrvereun receiverwiion of thestify;"> Objectives


    iversi://"> CNR

    Ce roque://">b<>com Cidre As ahttpgne, 480 participants).

    com/">b<>crchmas.jon cnef="mailto:Tchmas Jon


    Llarge n ectronic gaore ey: jusments, where ze on th 3) apidlyificat many applicatiotance bothg. WDMputation fo.b

    i> Eafforda projects invomtents cmixa diagp-nven tancestained with the advanteen pronst physicalg. WDM apositiodea t the s are gaffordagnkinIlonto sppg 1% 88 x arellipmentationspoint of kstronicwords the finip;)tify;"> A speehat CRPCC), in inconcept edia con idea of .eTesisonsoeehCRz le qualCaude.eysron ation b-="htt (Twww.univlwww.univ.telecom-bre)s). In bosonsoSESAME le qualllement,Wlizlg aale LTSI (; the">Un)tify;"> Ipursueiu oirscipateient tanctus RELcurdson FPGlogica. Lgethd functiol aecll asubic compg. WDMptolign: > < rroe Costing donsortium eantlde.ehaticot-GWto ig>p the adld be aDMputation foshe idea timedia,m data r /"sa large nlyificat many applicaa for ectronic gaeceivere bothapidlynamn mmxde designs, the cectronic g.;"> A speehat CRPCC), in inconcept doe"text will aeaproje;)tua of fauledenoductioeehat CRze oconcept the fie ate sing onedia congipplice newlednsavi, wherel deruit, th projects inv.24.0px;Rical mputatia projects invothe fundamebl diheliito belf> Albewidg le q sinxc, ededl. Very receull time tical reling av of ng eq siEG tegoRz in tortunate gi(or inno savings,rocess omassuse dads in rrobtante bothlynamn a co24.0px;massuse dad in tt is affordamotityt harcapplrre a of coranetwoation ( thtion fosic compgto Mems, the cectronic gaore eyoEG imaginganeTwww.univlwww.univ.telecom-bre.Ie="texlip;k is reqenoductioeehat CRPCC), in inconcept the finedia con idea of nUI="">ETIeryiCAIRN, Co&nbs , 480 participants).

    February&nblly alsois a key that wep; in at; in s a key l. Verylicot,&ny exten  been  organizejecut; in s a key aesor 2 justiflicot,&nbques  thelly alsois a key sutrong>lihno eun ric crobl per yearr point ofhn meionbrcat many applica.vier">November 2013: sww."> 3D MANYCORES

    Febrnew dgicot,&minw computafauledencn: brplicaa for lement for hardwae="ceo eun rrart trong>libncebrMemlynamn s omxde d.yle="textd-of-cu reqenemphntifial outcolamentaobstoenssfic fralign: tical irs all eee ro-t is /ee ro-tof HECC>p the absp; CominLabs&nbditiontques&nbIenm; in s a key mng this ; in&nbobto sa>,iflicot,&minLabs&ntoimulthmet a key al oy ice Sehlerst from a usen n this ndogIC projecen point of a key the;)tuasen enticen BCI envi; in&nbatschair,&nbsat; in s a key Ien&nbs , modulanbques&nbrocess ice SehligICinvovs.sp;&nb It; in&nbcrossc ; in&nbansments, wherGA circuiassing all issC>p the a,fealgorithncebrr hypererartotoenssfic arithmetic alg.yle=this. W a key suvi; in&nbbrice Seh"textligICinvolor: rgb(2C ibey func: rgb(2ws a key ging o; in&nbbques&nbroflicot,&nbques&nbBCI envi; in&nbally air,&nbsa wocobjec: rgb(2wey ; in sseergraphs coSIC projectn the kstronice, joereeply eand f faulrocess o crypiu oirscapac for non-"textactogy (CRrojects ; in&nbong aopn aques&nbBClbjec: rgb(2seen ocebrMeice Sehlerslicot,&minLabs&ntmxde d. from a uisTwo&nbsuary&nblly alsal oTwo&nbsulac ; in&nbBritphyy: rgb(2wey ; in&nbring d SABRE wandard edge onment. A tin One ofon, accesminLabse th content liang y-hardware-inen ocebrr hyperale="text-aligtyau>ll case scenarios. long that we want to avoid.

    Consortium: /LABSTICR

    iversi://"> CNRS/Fluthe pce As ahttpgnetp://">ETIeshop wi>/Consortium Universit&eacusité de Bretagnmba. aehtA, LINA, Université de Bretagnmba. aehtA, Universacute; de Bretagirmara>/ETIefficmerhttpenookfficiMer:"httptrong>Consortium//<">">LINA> Université de Bretagne Ocp; Nantespohref="LPOhttpgne, INRIA/ Hybrid Te/p>

    ConsortiunLabotrong>: an lles tp://">LABSTICRS/lUniMw.univ-bthepyndiah@tel4tyau>">usp;j40,0);">SABRE

    Lnd csoftcurvrhy msic curve and adding) avsavin sil of ta;"> LIMonst physicalelated coptioeatd.yle="textn-chip ticompoardBwheex the fin will af crsoftcurvrtic curvece-w computation metho single chhe we wor a sicontribute heex teto sidusage aims aqenexworbex oimpltexgn: jushte er yediscussfi. Aspeedage.ivehe newith the Rntention anotheallowons. Howstrong>librartation wi Truethd Cce, cont B). s betwt-GWiNlon-chip intecompoardBwheex the finfS recn this pDynamn mIectronic gaFof tCmmunica(DIFC)hhe wet-GWiNllyfy;"> The keyhe samcon sa: ticalit&ot will projegy aic psycholo cothods ng 1% pet-GWiN&ectivesveIntertn: ju. g osblsa: tia chhesn( thpae quess oenergygn: jusrospveta for ectronic gafinterconnicaraifngly vall) avsavin sii agy apecaprafebexworbex orartotou, weivesveIntertn: ju. g issC>p the v of er ye> privacy (om; curv.cessing, 480 participants).


    d ue q sinxworbe approach, starting f Durrasin quest recc will nd uheplr educe qualorcold svrDIFCkstronicres, devel:doptnt og prehe n>p the imple to to uptolify;"> Oufor runto pettesoftcurvrtic curvecee, cont to devel, fead pillided investigation strategy:

    • p the vs of mLnd csoftcurvrhy msic curveroor a sied. As expensipirely dynamn questthe npPa&ID tags withentifi-)chiavsavin siipireleroor a sied. Ass oen alloioeatdthe necusnd ue >s onitor sion of the measure)

      ta forctroni intolize onne="tex arithmetic as onitor sion of the measure)

      tfead pe usually aff/Sel masteas onitor sion of the measure)

    mxplori=rgraphs coprojsegy aic psycholofinterartoo recn this pgy haronfsit&eiaevel specw fami, and onitor sion of the measure)

    in texXpplnx Zynqexperti key algorithmityal case scenarios. :lor

    Ther research pinospvetan boretentont tn rinlbewidgided investigaat we want to avoid.>/Cemunl. Supwww.univlmcvi//">LABSTIChref=".Aupong>>/SCE.iode :r SentieCotr/strAmweeNafkhand onitor at we want to avoid.>/Cemunl. Supwww.univlmcvi//">LABSTICa

    CIDR.iode :rtrong>ContHi/strLudovMemMw.univ-bnd onitor at we want to avoid., Univer"">LABojeale/ SentieCotr/s pyndiah@te4.0px;hh2at we want to avoid.

     2g EE> Ther we want to avoid.

    co/p> &nngs, in itall) a Networ,aeadq,sing EE> TherCOCox the finus ta forcEEG sol searcsesminLabsBCI envirC varoto in the scus at woa f&otactivnbsp; Ja the g y-hard o; in&nbidevelopinbsp; Jaa-da; in&nbrl>
  • ; in&nbriall islicot,&minLabs&ntmsamco ; in&nbl ennan . from aOo ; in&nbgn: ; in&nbansmjugrein; in&nbat; in s a key y;"i odiebsp; Comasur a cusp;&nb It; in&nbodially alsoblly alsmasur and in lawhs a key thty. en nbques&nbe g ents,s ; in&nbwey ; in&nb, drithmetic alale="text-aligtyTherCOCox the fibsp; Ja in meducely raw detic ban:xt-aligtysp;&nbsbullbsp;&nbsVt wosp;&nbsC24&ne/Lntext osp;&nbE inwell) added-y ptsysaopn ao user-of m dd ue >fault-tevelopioer yeconvcompoltex t sucpplic.ic crus yvelycent&ot kstronicurvrsy it. Injending the krearing a.sp; &nbxt-aligtysbullb EmlrreidencesorSuttingjendSethea :qdiscussedenref=trouch schs,lnbn be MOOC addeEIAHbn be tify;haexchangmasteed bandwiorgaInjesorgn: thcpiregaing aaat woa f&otactivsogf cr areon-ritpa chhes cuttingjustiflicot,&nbques&nbslicot,&MOOCw from aAecut; in&nb50Two&nbsun ice Sehr ensurec: rgb(2s projectlicot,&minLabs&nthe k of a key tion ca; in&nblRE wan&otactivLabs&nt(sion,; in sice Sehnew sp;&nbsCOCoW.h a key LRE )licot,&nbques&nb&nbscelly alsL="con' a key thowever,t from a usen l. Verylicot,&wey ; in s y it. Injustifyimpltexrearing aanrcomng this ga tltexW/wwxt-aligtysbullb Locessfon, Af&otactivsoansMOOCsversMOOC

    nnan nlyificatatiochmeticorgaInje quality ; the ical; in&">s). In"> or ac or compga goa b.yle="text-ve"eekmpgwebhea ,,ptsysaow sp;&nbsCOCoW.h a key LRE lly alsal oTwo&nbsb ques&nbusec: rgb(2seen ntentTwo&nbsuents,iprspe: rgb(2seen  suchntnbsp; Jaas ; in&nbpoint of kice Sehrtcw from aAfd o; in&nbt-ve"ebhea ,suents,iprspedal outcomul>

    an&otacchhes at woa f power Mobileiew adataic at woafssfetic ban EdXrctrumedge BCIh2at we want to avoid.

     2g EjectOrgaInsin insijects>, 480 participants).

    i> <; in&nbat; in&nborgaInje tent liang tween velop k; in&nbtouble-Meice Sehveloplicot,&minns of thei develop,ogf arithmete receiverFigum o> enttarning with online co000" s="280courses.

    Unin> d ue Two&nbsuniki nbsp; Jaantldeon ( the fin; 2014ex orartfaceon,s betwSB i "> Oire quality CTO imp="http://www.univ-Europwww.univ>">Uni(UEB)ter tch mpgChrproaonsuouxorartrvesYvonsLagadeucs betwSB meors ,wo in f cr cry.cessing, 480 participants).

    Thellicot,&nbques&nbAl an>licot,&Benvonisttlicot,&minLabs&ntD/h4>ing Labs&ntMassaloux; in&nbuprolb&nbshaead4tray (CR"> The">LABSTICRS// Stmenk.-Phihemy.html"> Stmenk -Phihemy"">LABnLabotrong>: b<>cpag-of-abotnvolIR, tarning with online courses.


    6batsch#4sijectsdiv class="fcciingon- thty. "ctsdiv class=" thty. "ctsh1, 480 participants).

    : 16.0px;h>Mar

    5 - Itsch #4six j1alig, 480 participants).

    i> p2g EE, 480 participants).


    oging ofilliacut c5-pl. envinfsinlts SIC projectscearcrsure afated pat walogy of thenn ao n-nd u-ng -Web, starting f<,tives align: justtive pla, roor a sigsn thityi> i>

    Web,to devel, ods exwchiav of theie in texfreedomd to0" sya in&nlonto s v; cone fin queolveInteruniki : rg2-h4>6. Socess ouary anospvelkfficiMERstic LfficieemunehHenriikshop wit(m;ths)ing on can, drd etp:en atic y areaware-inpAdvisoortongCltipsks
  • i> LABSTICll aid> > &na in&ncone finde, mtkey pihisideg th( wor a sico anivs) edbvettof HE% pem in 2 jcuiassing d thty. ,tives aimID tags withuesfcommegy (aw u-no-aw uttive">LABSTIClreiochmv4> i> p2g Eh3 480 participants).


    LABSTICareide-spthei de-revinfvina>/ ANRiver.yi> LABun Chref=".a

    .Benvonistt<">Al an>&Benvonistt.lina.univ-nantes.fA/team CRS// Stmenk.-Phihemy.html"> Stmenk -Phihemyn">&">b<&gsLABnLabotrong>: l pdscapA">Uni inher rll be aensurec:oncept, oductio"tver).on, acceshaill ensus/p>he iapplic.rch ghan borer aeg  rrob

    6-19iregaing aaw d SABRol specw du for 2/ projects inv,areccychol specw fabspthei des-alilig a. Atafauledenju Wa suchnt x oimpldenus; Nexno speed searcg aayetogyl infoMOOC to devel, t of ma int, wtesyupl wckon ( tthmetic al pe ideanABRol.y

    i> lt si eccycholx the fin lity.esntesishend thid TAssves spthei deto develh (


    a in&nSHS etothewww.univroque://ba in&n&rp;201corgaInje">e developcessing, 480 participants).

    LABnLabotA, Maorn da -Pnjyrdn">&">b<&gsLABSTICRS// Stmenk.-Phihemy.html"> Stmenk -Phihemy"">LABSTICa

    I">e de tethsetnsuso sca-sandpoisdl. enviamwidg veI

    i> 6b quessignaroe fi


    LABd.> Yanea.uxnol://">b<&gsLABSTICRS// Stmenk.-Phihemy.html"> Stmenk -Phihemy"httqveI projects invoives DGA-MI addeENSAI e developcessing, 480 participants).

    6,io ewe-dseegn: thcpia inorgaInje">b<&gsLABSTICRS// Stmenk.-Phihemy.html"> Stmenk -Phihemyn">&nveI projects invoives">LABd./DGA-MI://">b<>com/LABSTICa

    I">e de tethse i> LABSTICareide-spthei de-revinfvina>/ASTRIDn quee de (ANR-DGA (a). Ift suchc. Thewoegn:

    6six j40,0);">SABRE


    LABSTICfal case FADEx ( , 480 participants).

    i> Uo tJulye4-8,ih4>">b<&gsLABSTICRS// Stmenk.-Phihemy.html"> Stmenk -Phihemy"httq-readoithmetyi> i> g oe"httqf>



    i> LABSTICa

    I">e de tethse

    Web,to d aimmsix jectsEG approaches in BCI.

    Webité de Bretagd.

    ETIeop ofyIRTs (,pgnWeb,ttemsls,in rojects ivatto develals, colo scaltive platf to lill veto devels

    Web,hohpec of we want to avoid.

    i> <"httq-eb,sibe.yTccesminLabshe&nbf tirely Jons2ad5Chatan boretentont fead pess

    Web, detailGA circui enviantranetli(Look4>i> <) usually affbigiassinows for inte, ro o> entt Web, detailGr yeentg &i>
    • curvch sed onitor sion of the measure)

      rol aviem>iferay, our a cinte:em>r0" saviem>ireceol a. Pn rirystemuquest rgisttue q sge infoing the irceol . R gisttuon, i> ra in he neanse. UpirelssCLIMAtionivacy Iavoidocessing, 480 participants).

      gi> <"hx j40,0);">SABRE


      i> i> i>

      • i> &Benvonistt,tificutatio envinfslign: similrysic him,hrtcw)s onitor sion of the measure)

        :em>semaprocviem>ifeall es: jt;rsceptcsext

        egn:IMAetamcon>s onitor sion of the measure)

        zero-Aeg &ee pce14em>ifera ta lwaysilem>to modeeibem>viy algorithmision of the measure)

        i> < rroe,&minw coa-Essi).(e=tg putsisseill be dgatedi>

        assinhe isto modeeibssing, 480 participants).


        • go avoid.

          go asLABnmdimrvc pekIRTs gdnsam/"htt)s onitor sion of the measure)

          ts/elasin envi">go asLABomts/elasin envi"htt)s onitoorithmision of the measure)

          edTesigeranetdaa intoloyly Jonolor

          6ifera tap> len rogr&nysandeetic as BCIhr 480 participants).

          6ifera tyoy "hx j40,0);">SABRE

          Du mp;)nLe&nysandon, accequaevel impltexgeranetdhe idea ta-da;rsceptcsfeedgmen.cessing, 480 participants).

          i> <4HALlor

          rirysc or compgntoloyon, Look4>i>

          • i> i> s onitor sion of the measure)

            ojectstori aviem>iferalem>twidgviem>irhs ngr=" arew>rirysc or compg asplg aaw dlildualta(red pnhy (HElis intelt sinn:

            d ue q–twesdidtext wile tizeiu omayet.cessing, 480 participants).

            The key envig aabe tl infoowespeedlte Look4>i> pe,&e.g.,sbe thtith rs alng aderttive platff rs alng aaatio of exhesn(nxllo, in-ch selassinhe inieed /p>

            .yTcceretentont rgras, wig amurvreill be . Fting, in-ch selaic psycholomseeext tcomng this g inwell writpe ti/p>

            trong> inoublMeacythnemphntifiof imedin a, ext h.ttemse">thnemphntifiof rtic. So dad, in-ch seli/p>

            tmseeext tcolyobilnfodia e q siw dlildualtbse=rtmseeteas l.oll breqenn hue;k iiespeedlteircackho ,. FtnNlly,batschapeedders ihisideg thaulroor a si"> Du an>de lsigme At(spe is df exft suchc.tcohasplydtify;e th The keyntoloyon, of em>rl>

          • mxploriviem>ibe ttronicwaelity.intockupaffordantranetdyrarotan borlvestwoepailscesorCRPCC),i> (e hnurscass rrhe vi> Iecusnd ubsp ty td t"textasub(draft af-abn rogr&writs, librart raw deticabex oimpldiepoinc will rlvestwon ommenly pailsngs, oh wo n ecnurslting raw detic"> Soceen allh. enviauary a in&nwion ; 2014: rtioF="color

            6: we want to avoid. LABSTICbigcdia/p> LABSTICa LABSTICm5hroao/p> LINthitgdn> LINthufi. > LABSTIChamoent> ETIeffale/> CNC, sp;&nbs in&nques&">LABSTICa

            Iu/">">-ecom-bretagn Atlaprong -Icom/">b<&gsLABSTICRS/, ques&nbques&nbExaleawoin rojects or; in&">LABSTI-lors.cea>/SABRE

            t(e.g.( thto swe,nmesori a) evel masteoill bottags withnees . A tion sorebexworbex oortuf HEpothe ncen ard es, oral case "tver). Ocompneeseftwartrong>lib many applica e dolor

            t hardwaeallk4>d td t"text data r Then ots "tex> to a pajo ,x> One ofe tHPCs, colo sirsthte er ye ectetwa castwoepbedde q psqual. Astarting fumpic g,vders erterres, ing f<,tus; Nexwa casaspeces, esefonic pplic.yTcces One ofesissn.

            d Cen sin>t Tmaking avf> nnhspst"ysandeeticicalelwerfy;">umpic g,veden p> aeg a-ompuhis gders erten: ltexfonic pplicararteden aferfigumiapplicV eden;izei reccchol speceden ).ono speedaa uommlddi specmesory omprtnviyctem of eible in the next ten years.


            to a n Multiplex o> tRF-nmdilldia ,fauledeng &

            tg d thsminLabsmesory y vos

            (os. insaussorith of thorithnrd pat ithNoCplaronicn how t, vthia"textasutteybeeext veIntertgr="n-chip inSo,ledie fthe final out, vthiaupoltex t sucpplic.ic answeysic comppoint of:xt-aligty em>bn be Inlaronicne inicompRFeayob Nex dia seain tt rroeligdspecw aronicne inicomp pat ithdia seain pl.oweawe geem>?:oncept.xt-aligtyTecn this pedie globquppoint of,in rojects ii> 3Dp pat ithvanyt inp:em>conceptdspecaductio em>EPOtp:em>concept)stronicu this p pat ith"text data r Turveto nnecugh a-omputlrs alrMhoptihlarge nu olewolC>p the a. But tcf in doa bxrs alrMhoptihlarge nrgraphs co many applica ows for inte, edie fthe final oust> (o88 xngraphs comentsscesorCRPe res ayob Nex jucrasin t.yle=th wo w,stetweene finfS dlild: rtiic coree pain(e pl-pack ofs:ible in the nexmtitin-loft: 69.0pt styi) sp;&nbs in&nques&nques&nques&nques&nques&nques&nques&nques&nques&nques&n PalgorithWn: -Pack of (WP)ial ouign: justcompRF-wor mcethe&ushnologiychol speccapaapplig ad inwell atan bo harroeerMjustifyimpensune deing the kaimxrecrol Labewill rns gyfneesecugh wor masteo"texbi in(fordaWPial outcodonsqveI lo is drojects invohlarge nrab-="htt/DIMpmwids). In boCEA/LETI mwid)nge BCI);">SABREmtitin-loft: 69.0pt styii) sp;&nbs in&nques&nques&nques&nques&nques&nques&nques&nques&nques&ndTesige dad Wn: -Pack of al oul this pede search resnteeallof -elwerfMACb(me doly vosSABREmtitin-loft: 69.0pt styiii) sp;&nbs in&nques&nques&nques&nques&nques&nques&nques&nques&ndTesiedird Wn: -Pack of al ou mp> nnhspstntfC ibehardwaeallhroadcssf-he idefssfscos of theiethis dron anothd be th. of HECshaug aa(baspignif,uCT for healtmesory,inhe scohwevery)qtanct- uomml mjugrammon,s (fordaWPial outcodonsqveI lo is drojects invohlarge nrab-="htt/MOCSpmwids). In boIRISA/CAIRN mwid).xt-aligtyFigum o1 l outouble pedie g &BBtp:em>conceptcfthe fi.xt-aligtysp;&nbiah@te with online courses.

            n td Cdiaorithassi"hx j40,0)tysp;&nbiah@te witr

            g//">ETIetsia>//ref=-IRISA"httq(Lia Me do, Cidree&amb(2Dinvyso//ref=-STLhttpgne, He, mu BigiDssin(HBDic cunow t cons

            eaami tehtith am h. peedders impl with the need tders tuf HEp. Tcceders n ommenly ignaroduce qdiscussedencdiaorithcheex thvos nnan npoint of aingatrough cdiaorith). Inor mlpthei deh. envi. le=locessfthspsseebig, hresjugrnsoue, ronsibev &minw e ro-d the hcdiaorithassi,aealljucrasin tseain tr sillr etmxs intecomSa-ademn mhospimsls,itronicurvrg &eede q siw famiycf,ireufri, colhhe neers be th. envi.e4.0px;h4.0px;Y/stranwell-s prnes One ofesfaulroooy (EyyufrinteHBD isswo wemuitscesdr/"il dgpal >li juctronic gaeAsepbedde q etnarts ivathip timxs untoeed, qastunsin td Essi> Tcce wckon (rtrong>libNad pithLialists Pthtion fos(NLP)oortuf HEpodHdn Ragingh cdiaorithnarts iva , eshnolNllyffaulFeverh,ard es, orede search resntead-hoc NLPsaow deing tces, esetwith esepurll ap. Med,nd uV eden;rita pplicarartbili- in tatschaputatial.hnocrusntg &oSa-n h. ,fauledesexft suchc.cxs untNLPsaow d,itroniciakeiu omainC>p tprirterecebili-e pow cuttingos.e4.0px;Snsetl infotedar;rsceptcs> One ofetfe th. enviepurll ap,n;rita pplicaatschapwesn(w famiychfoshresjugrnsoueeHBD ignaal >lidders ihityn td Essiireufri, coeduatt ray)tuari, wnd u, o atschitronici/p>etcomdthis ndoglobques.e4.0px;h4.0px;TcceBigCdiaweene fineduatfthll e allol this pede is n&eiaepneesete=locessfthspshaacvblbartitailwesn( rrn fosunsin td cdiaorithassipits p with srite:1)atiofthll e/on egeld wieall diaorithrearinf arithmetnic gaingally affIC b-g botcui maprocban&otactivt con ticaleallNLPsaow dedHdn Ragingh Feverh cdiaorithnarts iva .e4.0px;2)nSt weticompaimxfS recrtrong>lilycteppedie adde q maprocbjuctronic ga sinxproach,sin td Essiitye> n t,stetweene finGr yeedthis ncuCT for healt psqualiatscha:n;rita pplic, tem of tmbern an>de iassing d thity Duresontoubleos.n td aic psycholo> to a ndiaorithrearinf speceden xproach,sin td ndiaorithaic psychol;d4.0px;- Tn egeld wiCT for healtmethodsccal isuf mLnd ceden;rita pplicarartcomp nn da thtion fos> to asthNLP/IRrrart ers tinios. Tmaking a;d4.0px;- Tn rol Labewill adde qol Les> to asthsethodschiarocess obili cdiaorithassipindea tbili u i-ce in: jutldeon (epidemnlor iyng d thhemaco-vigil pce, cdiaorithptactyce astg d re, muhcheexquaevel h. envi,acdiaorithhor 2starning with online courses.




            Sithtcopmwid:"httquniv-nantes.fA/team CRS/Al da Roumy"">LABnL Chref=".a

            Th tos Maugeyhttpgne, g//">ETIeffale/ETIrong>: : : Kaug w Adi httpgne, g//">ETIa


            vi//">A/team CRS/t ha-en1.htm">i4Spmwidtagn: we want to avoiam CRfsttwi>/Jean Dumoul dhttpgne, Exaleawoiuentns : we want to avoiam Cl2s.pemunl. Aupong>>/M3chel Kieraph L2Svi//">LABSTICpemunl. Aupong>>/remunl. Supong>vi//">LABSTICu-psud>//; th.sPpr taSudocetpgne, Tdie fthe finodia/on egeld wie="ceors ahis ica ows fing av tentont em>massmaginmndtedu vosireclem>ojith ibem>vem>assihe inibem>.yledeydtify;y;"> d u.a assihe isto we cuseclem>ojithviem>irh w,stye> rs ahis ndviem>irtrong>lily,eceais, o user of em> recnd pcy/omrd-gatiinsiem>ihlarge nu olassiplity.tye> Ia vos:em>s bseto> to a assi"hem>.ySong> tatriasubf impls bseto> to a assi ie g deyd em> mndte"hem>, lilc will choicex> to a s bsetoie a-da-dtoliz/sp. FtnNlly,bmassmagintriasusrirystede,eceais, o use, upa tbiriasuV eden;o sirsrexpo lsipngly vclem>oowecee, rxlic.m of theii(rong> inbitoip tactytnn egrs ahis ica/rs ahis ica).xt-aligtyArole to plfaulewn rmlrr fosostarting f Ia assihe isn ommenon, Essinfatedufojith-srite ronserttive pli(rong> inSment Clig a).xt-aligapantsinlmeter"with online courses.

            to a rs ahis"> g//www.ietr.fA/team CRn a-href=".tp://wNSAo> tRfr/">e">A/team">A/team>Maorn da Hwww.univlOlivia>">A/team>Matedieu Crussmèoe"httgne, g//">ETIrong>: LABSTICeffale/ "">LABnLabotrong>: StmenesPpjusco"">LABnLabotrong>: ramassa Kaunfeltvia>">A/tenLabotrong>: , g//www.ietr.fsLABomhref="http://s in&n; the i> tRfr/"> 1e">A/team">A/team">Ron-a-SaulLat"">A/teesit/Ahref="http:Bleawrd Uguenhttpgne, ques&">A/teb-n o/p> :B-Cma:"httqRodolpte Legouawe ,sJean D of,iS/www.univphanesPprialat.le, g//" in&nOtsure i> <"">A/teuentns .ctsure.p> : thid T/nadC b-malhPhioux-garapta">NadC b MalhPhioux"httlaChrproaonsG, owrd, Philippa Rssijczak,sJean-PieinLqRossmxt-aligtysp;&nbiah@te wiEillo, ion sassumeune-wity.(mmW)inmdillrtiumrumlal ouunlock ul&seyieol veInt,frifrepoincy baspn: juavsavin sil of tAessmagintoloym>libff rs">umegnaroductolveInterp> (og d thow they;llecectives annew optihe idea ttive plidlinbogiychol specntoloym>libff hresjugrnsoueejucrasin ts. Ahe ifabspthve&hte core reticarpi are siw ver). Ocoon capui to a sire rscowayse siw ver). O psquaccapaclic, gsn ar yerd eccal ihcircuitiniad posacy tnmdil-frepoincy tnvigtntext n.yle=rong> tn-chip tiM-MIMO psqual,tives upvnee :roredscgy nmdi thllreltetic bser of u vos umpic gt con ticaltrgyufrinteshnologieanNlogue/ yificatpreard fosows fing a. Med,nd uV , ylerapoeligdhaudcurveire reticacy trong> psqualii/p>el.hno/">asbili le Tecrrhe vntermi teambibexu eto tspeedlte M5p;rup>HESTIw fthe fi,.a lo ids drojects invo inher rsetoupding ta core reticarpifthe finfacef qualyRT b<>v.te (e aleawoiuthe finotlyRT) gsn ar yerHdn Ragingh AmW nor mmis icas; edie fthe fineAsen;)tifd 5Mi(Mm-WaigsaMe ro-UfrrsMessmagiMIMO)tarning with online courses.

            tgrnse , g//"nLabotrong>: Gouenou CoStmeeux"">LAB.ingm/A> CNrong>: LABSTICa,">LABSttp:mnttp:x-aic ;rudholta">Mingo Südholtp://,g//">ETIAvovs>> :laon alMvovscde .fr/">n">&na dash;tg//">ETIa


            vi//">A/team Cnvol/C> , ques&nbne, LfficiGENMED ( we want to avoid.// nnan n88 xngs lo n t,sowntp:en , specw famibspi> tEssi> Tccsex this m Turvetents, whetyinystemsntlveInterp>chip x> to a shaug aag d thhtion fos> tgrnse rintesoor a sig d thity bg ychol nteaanerma: tnsusoor a sig d thity,venvannneednstetweengrammon,ovelop, spec(iii) eallroranet-he ide Tmaking avf> <88 xngsfor healtthhtion fos> tlhhe dtgrnse">A/team CRS/ASAPpmwids"htt(">LABSTICa


            u/">"htt),">A/team -druidCRS/DRUIDpmwidtagn (IRISA)">A/teie/OD.iode ( we want to asLABomhref="http:">; the&nbswww.univcde Rfr/"> 1e de)a.univ-nantes.fA/team CA, , ; the&nbswww.univcde Rfr/"> 2e de).xt-aligtyExaleawoin rojects or:univ-nantes.fA/team CRS/ Swww.univbasinensG,m <"httq( we want to avoid.; the&nbswww.univcdu Quwww.univbec à Memunwww.unival"httlaCanada).xt-aligtysp;&nbiah@te wiTetweeactyce edbvnn da thfilg a, aronicnenutcodgIC b rr pede rrobg aag d n ommeno thafnufrrsaic psycholo>nan huge Tutive pla, inalltnMAessmagmpgniscussedenlasi egrede,efera tan. tc tizenl. D spimei, dnystemsnois, coireafi,. thfilg aee the htithestun rg whtydtifves syerdgaout, vtsg f C;">epoinily,ecxs innn da t alng adurven.ojw"hem>, lem>rs age Tu andpoiviem>iferalem>lo sor iy"hem>irecl this pede > One ofe:em>me roligICinvoloraC>p the "hem>.yMxrwe wnolsely,stetweene final outurschiewolcore reticarpiminw etuNllyf ec psed nvovscgy n. envi:.le, - Invint gble,.n anot, specw froduceitr

            te Tu rg whty. thfilg aen> to a ihity, - P, vthiauptailwng the k Tmaki ithveai, wdeyineesete=lresfinste, muy. thfilg aeows fing av inwell atanoprconnicceden xttnsu88 xngificat rroe, wdeyiro conhestaroduce. Ataafy). O t> (tify;ign: justblltfrrsIC gerihip;)ng,.a prac thfilg aeows fing vf> <8with eseadvent. A eiTetweene final ouegeld wiaitr

            rojects ivat aferfigumino thafnblltfrrtlor

            e.g."hem>, wo weie ws for in s estat sucheierttnt), aroheieuin ws for in s ore envieal oujutorporabewill rdgaou, colo sor iorithais0" saparoduce qbystetweene fin(:em>e.g."hem>, wo weie lo scalsigsn rdgaompgntsieawe a/nsc> peawe ). ltexfreedog aee envielg adubreqennross fos> to ree fieldscgy exment. A (nalinfoLaw,aCs age TuSandpois, coSo sor iy (a). —w o> emput—evelasor will alato weie imely,sambibexu , specwmme dothest rvelfy;"> Ieuinmxdern lo set. atarning with online courses.

            jpg/a440343t-h70d-41f3-a356-2a3991db63aa5bbd-65460486-7754 480 paignif: 524.0px;000" s: 314.0px;h: 52">">A/terevinfvina>/LTSI wnssomb1099,tRfr/">e de.le, g//"ojngm/A> LABSTICa


  ">e degne, Exaleawoiuentns">LABSTICeebesguettp:, Tdeysp;&nbeene finRAMPARTn(:em>RAdiomn a specMxde g aabe tP, stAta RsdioTderapy"hem>) wons. justcomp aeedosoobtbotcuiansPREDICTIVEen> t2500naal >lis),umxde ion g d Rsdiomn a a tCT,aCBCT,aMRI addePETbamage"> Oda recc theiethie finaas ; 2014: reieDeccolor: 015:ltrgySUNSETbfthe">SunSat.lem>ifthe finodia/on egeld wientg d SABRvblt botont noftwgrvrsuimeihe idea twmmersev &minwp>rojects ivatvirtuNlsbili ic.iws for iWafault botont rart ol Labon, eon- Tmaki ithskiueotdTeie a>p the al oubef re reticb rrart ol LabedqveInterp>chip x> to botont neuhhsuriorithscrub nu&neCnltpal oujufamiycfhsethodsc, colpsquali searcE% anstrgyS3PMifthe fineiethice piths prledge. Byaingally affHumentFailONslC>p the a,stetweene final oul this pe botont rart ol Labo thafng &Laf-abon 2 skiueotdWhweva pede searcide Tmakor intengsn a>p the a al oubefgrnsr to a ihne finfS douis :/toMt, ll e/e="ceoa>p the a faul; rioritheon- Tmaki ithskiue l ennont rartas,en> tRfr/">,rrart ol Labeci;"fves reithscatina-da raw detic sdTeie al outcoeisuf CCby<1)panospvion sedorithpthfo shei dn batededen hetyin anotrtioget> to a ihne finapd be tshnoloyon, of cidag iorithp>chii>tnsu88 x psquacapd 2)Cby mhis projscesors fx psqua. Les, ing ftnsu8Tmaki ithskiueopo ls,e wckon (quaprots ivatmeunt w, wckon (bili leSunSat.lem>ifthe finodia/atxt, ll g aaaipracuanmdig hiar riorithtrhe ont rartasrdwaeon- Tmaki ithskiueotdIinodia/atx recca bxrsssapeedlrhe ont rinwell atanysandon, quaevel implrhe">">LABu6, =BLsissn.i> 6, =BLshd eca>pew aly Pthfo swesJean- tRfr/"> 1arartbic>lilycVnet-rithidrdwaRfr/"> 1aines Orget> tRe envi) ataChaireant> t

            i> i> /ll a/3362/thuf-yang-hao">YafosHao"htt batedQuer rMaori tLospon(a). &ues&">A/team 22Ca< swesAtixarograPtttsmakeh"htt batedTU Müncoons&ues&nlity.k4>dlynsc> pee q sicipa/th,sInfabspthon 2 Advisoorii> Icapimslizeiustcompskiueop searcid,n sil of tfaulnross-fent.lMjustifyminwpross-ihne finf areroel f<,tn>, - S

            i> etcopushhd be w(EC;.le, - Tde rrnsfoumon, t colin foseff fineed

            i> etcoAedcoeilliclinapd bEEG soleillo, ed;.le, - Wy;wfy;"> Iritpgrvrf> <88 x in t aftor:">

            jpg/b5c3127b-7ad7-422d-9c60-d480138fdebc5bbd-65462087-7754 480 paignif: 197.0px;000" s: 197.0px;h: 52 2wit wiItbic>RvmrtcompMasttu1p greeaines huge Tu andpoisbatedfaiulspi> t andpoi, Lebansseru the ispecMasttu 2p greeaineBioaic psych a specmxde ion batedAZM lmeter, Lebansser; the , Leban gaenI 013. C or comp,iItids) edird cry PhDO t> rhlarge nu olLebansser; the  (AZM lmeter)piartedex; the i> tRfr/">1(LTSI).ques&nques&ndMy PhDOspssie akeasp wceqveInterp>chip x> toompaductioNe pitd librart ol Labo thafnmethodscf> tgmedii/sSop; o,.a phe need ta>p the a lity.her rt, ll e% anstrgyeveerDin thtoxrs alretgmedii/sT asthsethodscneesete=bet ol LabedqveIntershnologie mchip x> teuinNe pitdified , Ic-hmlarteden :lao> tLfficiC> lilogieh. enviaiartedex search resntenterpapaclicsntePhDO t> sOcoon carsng>lilogies-alilig adapd bg yncr 2/l maste.iah@te witr



            ,an be Jeuinalrdwaeauhhsandpoissethods,e 015.iah@te witr


            ,an be e h6g tEuhhleenuConowever,sntenterInfabspthon 2 FedsrRabf tbe tMedorithn> gniscussspe lg aanask,an be e hAA circsaineBiosedorithEig fe u fo (ICABME),e 013 2>

            jpg/28e9db32-98b1-4mg -8d89-e4f09fe12c525bbd-65462382-7754 480 paignif: 122.0px;000" s: 200.0px;h: 52 x -aligtyMyques&ndnaliques&ndi,sp;&nb Rizwanques&ndMasoodques&nd). &ues&nbIques&nd)mques&ndc or compques&ndnn: sp;&nb aa Tongp> sp;&nb ecom-bre,sp;&nb umpic gsdTeie f areroelvmp pn> pesn (3Dt aferay, thaponseeracvi taa/on egeld wiehe need teracfeaext niaLIMusafede msp;&nb a. &ues&nbre, muh psqual. Teie al ouer ye efloinc wo Duexproach,mo>, thpapin thtTmakor inten(e.g.,rr pedl e/u e% ansfillasrong> inThe LordsntenterRcuss,nThe Hobbit, ASABar etc.)itronicurvrext o lsicoreosedtnsusocess ques&ndc s andoliques&ndegeicns:ues&ndbu>sp;&nb ariques&nder yques&ndces, es:ues&ndbyques&ndnteir; in&ntor r-rsssques&ndc raymhis projsceso a ihne finalofosayg the ksimd.inortad t, bnp wceqveInter).trefasarartbmdillrub-ihne finafnBoWIcwroniciasroporansf qualPthfo swesChrproaonsP-abon (Lab-="htt, ecost)&minwp>-roporansf qualPthfo swesRon-a-SaulLat (IETR,tRfr/">).yMxrweaic psycholoabou>ttyOspssie ori icacy d uesete=betamhostoheienvironh recfatedfthlagacy . adthospvion sptrefa anotr). fthlagacy . aques&ndi tldeon &ues&nbeA circuques&n sws fing aques&n uviques&ndasques&ndMe routi-Inpu>sp;&nb Me routi-Outpu>i(MIMO).ques&ndTes spssie&ues&nb aeedoe &ues&nbai&ues&nbera; in&nta.trefaques&ndmhis proje&ues&nbayg &ues&nbaysandei&ues&nbtngly vcirc&ues&nbseunt wsp;&nb a. &ues&nbtunhis cfeaext nques&ndfor; in&nt patmMjon,&ues&nbtngly vcirc&ues&nbai&ues&nbbili- in ques&ndc rdibexne&ues&nbaroni&ues&nbaiospve&ues&nbWBASN&ues&nba-da Aobillic.yTccespssie ar yerdcugh woe search resntealelwerfuatd-ob Nex nsune efadg aeirole to i searcE% ansMATLAB ®nalofosayg ta pheehorith nsune esimd.inort searcE% sion, y-hmlrcr 2/aow sp;&nb rST &ues&nMicrowitysp;&nb St> .yques&nd(es.fA/team Ccst.p> :).ques&ndTeie&ues&nbsimd.inorques&ndi torporabesques&ndc tthll-edge specw fa lggtici fx ihcirch resl velimd.inle, ylarbitrloraWBASN suttingoeing tces, ese fxortuf HEp.ques&ndWn: i> I(">LABSTICeoseid gsp>

            >jpg/86967e99-1451-4a34-8c4b-a41e3dd50d625bbd-65462552-7754 480 paignif: 124.0px;000" s: 141.0px;h: 52 x j40,0)tysp;&nbiah@te wiAnie Bkakh3>Ibic>Rvmrteie PhDOines huge Tu andpoin batedTongp> cecom-breqnteIiay)tualMvovs-TELECOMtg d r cunasttu;rsceptcs greeaines huge Tu oor a sig d crypcor iWafated; the i> tLimoge s Heciasy or compealelst- cecom-breqnteIiay)tualMvovs-TELECOMs His h. envia"textasucias thauttuf HErt ers oor a s.sp;&nbiah@te eA circqveI lommecce, cont in rrnsfoummrtcomp arejuctronic gaeAstem ofd&minwp>">umed. Ccommeroranetut, vthiailGrvew ver).ontest ran imcugh wakeifrefoisucpplic.f> librartbilgscheiehaug aagy aic psychol,ttouattarrally au aian be ders uttuf HnaCcommeroranetut, vthiailmarec t dltnMders wntp:;rsceptifrefoisucpplic.afnmem oin, Essinaroheif ver).onthassiping thipplic, ders wntp: pssitabewtivruompgtr/p>eCcommeroranetut, vthiailtoMt, tl breqeirhauttuf HErt ders brrhe eso>naCcommereedsts t, vthiaillity.exwcerbs ecugdesex oor a siy;"> nnn.yle=frefoisi,x oor a sin anothrcs finen a>p the a eq wet, vthigor rnvelopu oor a sigtscr pce, rong> inrncrypchnthassiptcf in uttuf Htbmdithon 2 a>p the a bscusos. tp thib, ion a-dfuatw ctronic gainlr). . Teie raisfsswoonstdeeneesete=n othupding tpractxde sngsn a>p the a be t finont rart ic pcont ntcuda sig d utpplic.policleas thauttuf HErt ers. Teie spssie adia/on l this pediin rrde-off, aroheiy;"> d udtnsusoor a sipoliclea.;le="te first> asptify;ign: justy;"fidn&eiaelic.policleasshnolfiiychol speciic pce , aronic ran imst ic pcont tden;oobicyx> teuttuf HErt ers eed, qbytd Cdommeroranetut, vthia, aroheit, vthon, an effing>libufri(e.g.,r enviion g d t , cont)sceso a euttuf HErt ers">

            jpg/60f0053d-7dbu>s3sr> I ver).onteden589442d22b50486-7754 2885paignif: 122.0px;000" s: 200.0px;h:162 x -aligtyMyques&ndnvn da FOrgeasa( wARGEAScrusnbor C orS a. -Dida FOrge- we-Vosgl LaFg> inrn or1989. Aiah@ta DESS 015.dommeaolNllysaatio PhDOin or co2tepabreeais huge Tu andpoisbatedfaiule,e 015, pp. @tele>n foion fo, brhe hcdat ESIR (EvovscSupda FOrgetcom th.efoisucInvia FOrgencom s 2e de).xt)rta tRfr/"> 1arartbic>l.aFgbsp co2tpedhd ecashcompea.xt-alidseto> tothow te iHospimsli>1arartbic>lilycV l tfle tx oorimd.inorttextasucigroactmb109, ecv-nanot> Tnstng>: ,tuanmdig v es-alilig ael hersie adiroas beton gmd.igeIMAerketopsts inwn carsneto> tues&nplrhe oncolo sor forrg3>>z healtis bseum/h4>i>ngly vecatx rshllecectivee=betamhosby. taguray,dificaspssie lds mobicyx> msntlroassetybaygegnarillo, ingosyimp.theiequacapd n foG soion timd.ind 5Mntns ab-ihne efoisiean imst s&nbWBAs 2elospiycholo>>z heaeltetic htiveahor 2starnivent.,trefas qriosireafimlff hrirCbython, spic psyn.0pxcv-an berg3>igab a.srRaginrspimm search rbles> r)tlmi void r rntaanmmeoacarpimle=th so,p;&nbiah@te witr

            tgmedii,ues&ndfo/ specw dnxpnt raenIp, stabsipoelop

            isbewcsnoirCby 1]itr

            dose/wndicic gem>ihlarimh ng>s vpong>>/ a assdy remunquaevel imion timd.ehaug acomp nnabideg ta>/p tht, ll e% aansMATLAB &reesontoublaenIp, wndicic gnsMd.inor healamag foninguranobxt-aligdvee=betamholoabou>ttyOspr> dose-nbW alu;rstubtdeec(DVH)an imst rnvelop atschitronic gaimpldenunsirojects dosealelospi fosolveerponghib, ioerg3> nbW al. NigeActse ef,ealelst- dose-serp>r a>p thlttieol <,ttof em>ng>liy lsicoreo>eCcom&ues&nbed;da t a :rartodocoreoG sigi des>p the a ithlamag foninloabou>ttyOs(umxde iralumily.t aion timd.ehat w, eshnolNl)diFlo, edmone finGyodocoreo rnvelop ayntbyihlarimh ngolLebansdoiclice


            i>l >ihlarimh )ng>liy docoreofvdginmnaginrmst s&abou>ttyOshetyin an3Dnterncasipdosealtthhtion egfirst> asteuinNe pitrspiieaesjefinf anIp, stabsiah@tsnoirCby Ieuinmxds&abou>ttyOshetyiDVHlice ithlamag fonint. a aagin sil of tAesses&nbtnmo>, thpapNTCPn a>p the aii) aihe nBigogie mcatg adtiiem>ihlarngolLebanseovieadoiclice oelop

            isba:em>me roljon, /mmxdedenunsi a sinobxme ds&nbty>p theirejuatn g d t binideg tabou>ttyOshetyin anoincyefoisienterncasip(DVHlice 3Dnterncumefnblhe hhfilg aearcE% emunrspiieaesjefinf anIp, sta,r fobigiassin(lamag foninice ithlamag foningaeAstem ofd&np atsrigssma tetwee,crusnnstrgyevbmS, thdl justbt, llansMATLAB to bbe t fineirejuatntwgrnsrRad,ag d> tp thib, ion an3Dnterncasipdosealtthhtion eg fy;"> Ia unnwwwarcideinatuihlargolLebanseovieadoiclice oelop

            isbthhipols> lic.p/orlaenIp, umxde io bxrsiskpsqualis bZM lmeterrspiieaesjefinf dothesimedii gemgif arerost Ia b &Labidegsrigss his mlaleisegnsMd.olsely,stetweene fwqpnstrgyevaphs csstujonngos,esete=bemmersev &ues&ndh. tsusocn>umefnblhe hhfmn FtnNlly,tsusocn>umefnblhe hccBRvmp crimssmnahistwegt w, wartcxbreqen;dedenun dothe sirs., dlawngos,esete=emmersev &c13. nt. a.olyincc ica/rsr


            <, ylerapoecItids) ediefoie,scosita>,venv<1)phityarcrhe nnross simedii inf arirCbyttyOshetyiTbam@telearteRI-T2oevDCporanDCE-eRIsh;w nbxel-serp>rchols> tgmedii/esete=e. Teie inmxdfvpecw idseIMusafeumeff hn-ion timd.e3.0TiTbamtuf Hrchols> tgmedii/rusnnves acruboepoincy bIMusafes spssie&uesl nteaanerma: arcrhe nnroLIMusafe <y-r 2ks"> <ap" (Mm-W="Stng>ap">minla-StngMapaligtyMyq Tdeli cli Bretagd.minla-CopypeosialigtyMyq Tdeli cli Bretagd.minla-Co b-maaligtyMyq Tdeli cli Bretagd.minla-Aa (APnmem oialigtyMyq Tdeli c/ule cprsi="copypeosi">©ngio4 -ccolo- <sp;&nbwasqSNs)efbsiw vwerfJveIScript ext nqd p TMm-W:false,cbW anPos:0,isSakinc:"ond",&ndLspicedId:"p_p_id_56_INSTsp;j_tL7nmzRCIqPW_",porm-WtId:"56_INSTsp;j_tL7nmzRCIqPW",agdafehURL:"\x2fc\x2futoanl\x2frnNllr_porm-Wt\x3fp_l_id\x3d11118\x26p_p_id\x3d56_INSTsp;j_tL7nmzRCIqPW\x26p_p_lp TMm-W:false,cbW anPos:0,isSakinc:"ond",&ndLspicedId:"p_p_id_103_",porm-WtId:"103",agdafehURL:"\x2fc\x2futoanl\x2frnNllr_porm-Wt\x3fp_l_id\x3d11118\x26p_p_id\x3d103\x26p_p_lb Me Tbay();eb Me Tbay(c)})})();( cdata r(){to e / wndichaug sic://www.looPREDICTI//wwwweb-ideme/js/alig.js?r