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<p class="MsoNormal" style="text-align: justify;"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;">Our
group is seeking to fill a postdoctoral research associate
position in Machine Learning of Nonequilibrium Processes –
applications are invited by highly talented researchers of
outstanding ability. The position is part of the ERC Advanced
Grant <span style="mso-bidi-font-weight: bold;">"Machine-Aided
General Framework for Fluctuating Dynamic Density Functional
Theory (MAGFFDDFT)".</span></span></p>
<p class="MsoNormal" style="text-align: justify;"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;
mso-bidi-font-weight: bold;">The overarching objective is the
development of a generic theoretical-numerical framework aided
by machine learning (ML) that would allow us to obtain
rationally and systematically optimal low-dimensional general
laws governing the dynamics of observables, which in turn can be
used for the accurate and efficient analysis of classical
fluids, and complex multiscale systems in general, in far from
equilibrium conditions. </span></p>
<p class="MsoNormal" style="text-align: justify;"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;
mso-bidi-font-weight: bold;">Your work will be primarily
computational focusing on physics-informed ML, in particular
coupling the parallel theoretical developments in the project
with ML.</span></p>
<p class="MsoNormal" style="text-align: justify;"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;
mso-bidi-font-weight: bold;">You should have (or about to
receive) a PhD in Applied Mathematics, Computer Science,
Computational Science & Engineering, Engineering, Physics,
or other related field, and a strong foundation and proven
record in scientific computing and numerical methods. Given the
technical complexity of the research, you should have strong
problem-solving skills.</span></p>
<p class="MsoNormal" style="text-align: justify;"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;
mso-bidi-font-weight: bold;">Experience or good knowledge with
some or all of the following areas is highly desirable:
numerical and applied analysis of partial differential equations
(PDEs)/stochastic PDEs, stochastic processes, and physics,
especially fluid dynamics and statistical physics.</span></p>
<p class="MsoNormal" style="text-align: justify;"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;
mso-bidi-font-weight: bold;">The post offers a unique
opportunity to be part of a world-class research environment at
Imperial College. You will join a highly interdisciplinary team
working on a wide variety of exciting projects at the interface
between applied mathematics and engineering science
fundamentals.</span></p>
<p class="MsoNormal" style="text-align: justify;"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;
mso-bidi-font-weight: bold;">You can start immediately.<span style="mso-spacerun: yes;"> </span>The post is available for
24 months in the first instance, with the possibility of
extension subject to research funding. It is based in the
Department of Chemical Engineering at Imperial College London
(South Kensington Campus).</span></p>
<p class="MsoNormal" style="text-align: justify;"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;
mso-bidi-font-weight: bold;">Informal enquiries about the post
can be made to <a name="_Hlk137568564" target="_blank"></a>Professor
Serafim Kalliadasis (<a href="mailto:s.kalliadasis@imperial.ac.uk" title="mailto:s.kalliadasis@imperial.ac.uk"><span style="font-size: 10pt;">s.kalliadasis@imperial.ac.uk</span><span style="mso-bookmark: _Hlk137568564;"></span></a><span style="mso-bookmark: _Hlk137568564;">) or Dr. Miguel A.
Durán-Olivencia (</span></span><span style="mso-bookmark:
_Hlk137568564;"></span><a href="mailto:m.duran-olivencia@imperial.ac.uk" title="mailto:m.duran-olivencia@imperial.ac.uk"><span style="mso-bookmark: _Hlk137568564;"><span style="font-size:
10.0pt; mso-bidi-font-family: Arial; mso-bidi-font-weight:
bold;">m.duran-olivencia@imperial.ac.uk</span></span></a><span style="mso-bookmark: _Hlk137568564;"><span style="font-size:
10.0pt; mso-bidi-font-family: Arial; mso-bidi-font-weight:
bold;">).<span style="mso-spacerun: yes;"> </span></span></span></p>
<p><span style="font-size: 10.0pt; font-family: 'Arial',sans-serif;
mso-fareast-font-family: 'Times New Roman'; mso-font-kerning:
0pt; mso-ligatures: none; mso-ansi-language: EN-GB;
mso-fareast-language: EN-GB; mso-bidi-language: AR-SA;
mso-bidi-font-weight: bold;">To apply, please visit our group
website: </span><span style="font-size: 11.0pt;
mso-bidi-font-size: 12.0pt; font-family: 'Arial',sans-serif;
mso-fareast-font-family: 'Times New Roman';
mso-bidi-font-family: 'Times New Roman'; mso-font-kerning: 0pt;
mso-ligatures: none; mso-ansi-language: EN-GB;
mso-fareast-language: EN-GB; mso-bidi-language: AR-SA;"><a href="https://www.imperial.ac.uk/complex-multiscale-systems/" title="Unmangled Microsoft Safelink"><span style="font-size:
10.0pt; mso-bidi-font-family: Arial; mso-bidi-font-weight:
bold;">Complex Multiscale Systems | Research groups |
Imperial College London</span></a></span><span style="font-size: 10.0pt; font-family: 'Arial',sans-serif;
mso-fareast-font-family: 'Times New Roman'; mso-font-kerning:
0pt; mso-ligatures: none; mso-ansi-language: EN-GB;
mso-fareast-language: EN-GB; mso-bidi-language: AR-SA;
mso-bidi-font-weight: bold;">. <span style="mso-bidi-font-style: italic;">Candidates will need to
complete an online application. For any queries about the
application process, or if you are unable to apply online,
please contact Mrs Sneha Saunders (</span></span><span style="font-size: 11.0pt; mso-bidi-font-size: 12.0pt;
font-family: 'Arial',sans-serif; mso-fareast-font-family: 'Times
New Roman'; mso-bidi-font-family: 'Times New Roman';
mso-font-kerning: 0pt; mso-ligatures: none; mso-ansi-language:
EN-GB; mso-fareast-language: EN-GB; mso-bidi-language: AR-SA;"><a href="mailto:chemeng.staffing@imperial.ac.uk" title="mailto:chemeng.staffing@imperial.ac.uk"><span style="font-size: 10.0pt; mso-bidi-font-family: Arial;
mso-bidi-font-weight: bold; mso-bidi-font-style: italic;">chemeng.staffing@imperial.ac.uk</span></a></span><span style="font-size: 10.0pt; font-family: 'Arial',sans-serif;
mso-fareast-font-family: 'Times New Roman'; mso-font-kerning:
0pt; mso-ligatures: none; mso-ansi-language: EN-GB;
mso-fareast-language: EN-GB; mso-bidi-language: AR-SA;
mso-bidi-font-weight: bold; mso-bidi-font-style: italic;">).</span></p>
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Serafim Kalliadasis<br>
Imperial College<br>
London<br>
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