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    <p class="MsoNormal"
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          style="font-size:12.0pt;font-family:"Times New
          Roman","serif";mso-fareast-font-family:
          "Times New Roman"" lang="EN-US">PhD Thesis proposal<o:p></o:p></span></b></p>
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        lang="EN-US"><o:p> </o:p></span></p>
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      text-align:center;line-height:normal" align="center"><b
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          lang="EN-US">Rebooting computing : Design of stochastic
          machines <o:p></o:p></span></b></p>
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      style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
      normal"><span style="font-size:12.0pt;font-family:"Times New
        Roman","serif";
        mso-fareast-font-family:"Times New Roman""
        lang="EN-US"><o:p> </o:p></span></p>
    <p class="MsoNormal"
      style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
      normal"><b style="mso-bidi-font-weight:normal"><span
          style="font-size:12.0pt;font-family:"Times New
          Roman","serif";mso-fareast-font-family:
          "Times New Roman"" lang="EN-US">Advisor:</span></b><span
        style="font-size:12.0pt; font-family:"Times New
        Roman","serif";mso-fareast-font-family:"Times
        New Roman"" lang="EN-US"> Emmanuel Mazer (LIG)<o:p></o:p></span></p>
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      style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
      normal"><span style="font-size:12.0pt;font-family:"Times New
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        lang="EN-US">Contact: </span><span lang="EN-US"><a
          href="mailto:Emmanuel.Mazer@inria.fr"><span
            style="font-size:12.0pt;font-family: "Times New
            Roman","serif";mso-fareast-font-family:"Times
            New Roman""></span></a><a
          class="moz-txt-link-abbreviated"
          href="mailto:Emmanuel.Mazer@inria.fr"><a class="moz-txt-link-abbreviated" href="mailto:Emmanuel.Mazer@inria.fr">Emmanuel.Mazer@inria.fr</a></a></span><span
        style="font-size:12.0pt;font-family:"Times New
        Roman","serif";
        mso-fareast-font-family:"Times New Roman""
        lang="EN-US"><o:p></o:p></span></p>
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      style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
      normal"><span style="font-size:12.0pt;font-family:"Times New
        Roman","serif";
        mso-fareast-font-family:"Times New Roman""
        lang="EN-US"><o:p> </o:p></span></p>
    <p class="MsoNormal"
      style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
      normal"><b style="mso-bidi-font-weight:normal"><span
          style="font-size:12.0pt;font-family:"Times New
          Roman","serif";mso-fareast-font-family:
          "Times New Roman"" lang="EN-US">Co-advisors:</span></b><span
        style="font-size: 12.0pt;font-family:"Times New
        Roman","serif";mso-fareast-font-family:"Times
        New Roman"" lang="EN-US"> Laurent Fesquet (TIMA), Didier
        Piau (Institut Fourier)<o:p></o:p></span></p>
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      style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
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        lang="EN-US">Contacts: </span><span lang="EN-US"><a
          href="mailto:Laurent.Fesquet@imag.fr"><span
            style="font-size:12.0pt;font-family: "Times New
            Roman","serif";mso-fareast-font-family:"Times
            New Roman""></span></a><a
          class="moz-txt-link-abbreviated"
          href="mailto:Laurent.Fesquet@imag.fr"><a class="moz-txt-link-abbreviated" href="mailto:Laurent.Fesquet@imag.fr">Laurent.Fesquet@imag.fr</a></a></span><span
        style="font-size:12.0pt;font-family:"Times New
        Roman","serif";
        mso-fareast-font-family:"Times New Roman""
        lang="EN-US">, </span><span lang="EN-US"><a
          href="mailto:Didier.Piau@ujf-grenoble.fr"><span
            style="font-size:12.0pt; font-family:"Times New
            Roman","serif";mso-fareast-font-family:"Times
            New Roman""></span></a><a
          class="moz-txt-link-abbreviated"
          href="mailto:Didier.Piau@ujf-grenoble.fr"><a class="moz-txt-link-abbreviated" href="mailto:Didier.Piau@ujf-grenoble.fr">Didier.Piau@ujf-grenoble.fr</a></a></span><span
        style="font-size:12.0pt;font-family:"Times New
        Roman","serif";
        mso-fareast-font-family:"Times New Roman""
        lang="EN-US"> <o:p></o:p></span></p>
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        lang="EN-US"><o:p> </o:p></span></p>
    <p><span lang="EN-US">The Persyval Labex is offering a PhD grant for
        a 3-year period. </span></p>
    <p><b style="mso-bidi-font-weight:normal"><span lang="EN-US">Overview:<o:p></o:p></span></b></p>
    <p><span lang="EN-US">As the physical limits of Moore's law are
        being reached, a research effort is launched to achieve further
        performance improvements by exploring computation paradigms
        departing from standard approaches.</span></p>
    <p style="margin:0cm;margin-bottom:.0001pt"><span lang="EN-US">The
        project aims at developing hardware dedicated to probabilistic
        computation, which extends logic computation realized by Boolean
        gates in current computer chips. Such probabilistic computing
        devices would allow to solve faster and at a lower energy cost a
        wide range of Artificial Intelligence applications, especially
        when decisions need to be taken from incomplete data in an
        uncertain environment.</span></p>
    <p style="margin:0cm;margin-bottom:.0001pt"><b
        style="mso-bidi-font-weight: normal"><span lang="EN-US"><o:p> </o:p></span></b></p>
    <p style="margin:0cm;margin-bottom:.0001pt"><b
        style="mso-bidi-font-weight: normal"><span lang="EN-US">More
          detailed presentation: <o:p></o:p></span></b></p>
    <p><span lang="EN-US">The overall goal of the proposed research is
        to design, build and program new types of information processing
        machines and to demonstrate their effectiveness in low-level
        sensor signal<br>
        processing such as sound source localization and separation.</span></p>
    <p><span lang="EN-US">The goal of the research is to replace the Von
        Neuman architecture and the floating point arithmetic units
        found in CPU and GPU by innovative designs of processing random
        bit stream in order to reduce the power consumption of computing
        devices while increasing their processing speed and robustness
        to noise.  </span></p>
    <p class="MsoNormal"
      style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
      justify;line-height:normal"><span style="font-size:12.0pt;
        font-family:"Times New
        Roman","serif";mso-fareast-font-family:"Times
        New Roman"" lang="EN-US"><o:p> </o:p></span></p>
    <p class="MsoNormal"
      style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
      justify;line-height:normal"><span style="font-size:12.0pt;
        font-family:"Times New
        Roman","serif";mso-fareast-font-family:"Times
        New Roman"" lang="EN-US">To address this multi-disciplinary
        subject, the candidate will work in close cooperation with four
        laboratories (Institut Fourier, Gipsa, LIG, TIMA), part of the
        Persyval Labex. The candidate will firstly improve the design of
        an existing stochastic machine based on the Gibbs sampling
        technique. For instance, by using generating sets, one of the
        goals is to make generic the random walk used by the Gibbs
        sampler. Another is to elaborate the stochastic machine
        architecture and to implement it in hardware. Therefore the
        candidate will have to become familiar with computer
        architecture, stochastic computing, Bayesian programming,
        generating sets for random exploration as well as circuit
        design.<o:p></o:p></span></p>
    <p class="MsoNormal"
      style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
      justify;line-height:normal"><span style="font-size:12.0pt;
        font-family:"Times New
        Roman","serif";mso-fareast-font-family:"Times
        New Roman"" lang="EN-US"><span style="mso-spacerun:yes"> </span><o:p></o:p></span></p>
    <p class="MsoNormal"
      style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
      justify;line-height:normal"><span style="font-size:12.0pt;
        font-family:"Times New
        Roman","serif";mso-fareast-font-family:"Times
        New Roman"" lang="EN-US">After an initial period for
        acquiring the interdisciplinary technical background, the PhD
        candidate will develop a novel architecture dedicated to
        stochastic computing and will validate it on an FPGA platform.
        As a proof a concept, the stochastic machine will be integrated
        in a signal processing chain in order to evaluate it on a sound
        source localization application or a source separation problem.
        The hardware experimentation will be done in collaboration with
        post-doc hired on the project. <o:p></o:p></span></p>
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      style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
      justify;line-height:normal"><span style="font-size:12.0pt;
        font-family:"Times New
        Roman","serif";mso-fareast-font-family:"Times
        New Roman"" lang="EN-US"><o:p> </o:p></span></p>
    <p class="MsoNormal"><b style="mso-bidi-font-weight:normal"><span
          style="font-size:12.0pt;line-height:115%;font-family:"Times
          New Roman","serif";
          mso-fareast-font-family:"Times New Roman""
          lang="EN-US">Scientific and technical skills:<o:p></o:p></span></b></p>
    <p class="MsoNormal" style="text-align:justify"><span lang="EN-US">Digital
        circuit design, computer architecture, programming skills,
        basics in probabilities, Bayesian techniques, mathematical
        skills, digital signal processing</span></p>
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