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---
layout: default
---
<!--Introduction-->
<div id="introduction" class="scrollto clearfix">
<div class="row no-padding-bottom clearfix">
<!--Content Left Side-->
<div class="col-3">
<p class="testimonial text-right bigtest" style="font-size: 20px; color: #279a96">
Panorama 360: Performance Data Capture and Analysis for End-to-end Scientific Workflows
</p>
<blockquote class="testimonial text-right">
<footer>— Panorama 360 Project Vision:</footer>
<q>Provide a resource for the collection, analysis, and
sharing of performance data about end-to-end scientific
workflows executing on DOE facilities</q>
</blockquote>
<div class="text-right">
<blockquote class="testimonial text-right">
<footer>— A Collaborative Project between:</footer>
</blockquote>
<img src="assets/images/collaboration.png" width="150"/>
</div>
</div>
<!--Content of the Middle-->
<div class="col-3">
<div class="section-heading">
<h3>IMPACT ON DOE SCIENCE</h3>
<h2 class="section-title">Diamonds that deliver!</h2>
<p class="section-subtitle">Neutrons, simulation analysis of tRNA-nanodiamond combo could transform drug
delivery design principles.</p>
</div>
<p>A unique combination of experimentation and simulation was used to shed light on the design principles
for improved delivery of RNA drugs, which are promising candidates in the treatment of a number of
medical conditions including cancers and genetic disorders.</p>
<a href="https://www.ornl.gov/news/diamonds-deliver" target="_blank" class="button link-lightbox">
READ THE PRESS RELEASE <i class="fa fa-external-link" aria-hidden="true"></i>
</a>
</div>
<div class="col-3">
<p>The DOE Panorama project has developed an SNS workflow to confirm that nanodiamonds enhance the dynamics
of tRNA in presence of water. The workflow, enacted by the Pegasus Workflow Management System,
calculates the epsilon that best matches experimental data. These calculations were for 10 ns each and
the workflows used almost 400,000 CPU hours of time on DOE leadership class systems.</p>
<figure>
<img src="assets/images/new_nanodiamond_0001.png" width="300"/>
<figcaption style="font-size: 10px; color: #666">Water is seen as small red and white molecules on large
nanodiamond spheres. The colored tRNA can be seen on the nanodiamond surface (Image by Michael
Mattheson, OLCF, ORNL)
</figcaption>
</figure>
</div>
</div>
</div>
<!--Overview-->
<section id="overview" class="introduction scrollto text-center" style="margin-top: 50px">
<div class="row clearfix">
<div class="section-heading">
<h3>PROJECT GOALS AND ARCHITECTURAL OVERVIEW</h3>
<h2 class="section-title">Panorama 360 Overview</h2>
</div>
<div class="col-3">
<div class="icon-block icon-top wow fadeInLeft text-left" data-wow-delay="0.1s">
<div class="icon">
<h4><i class="fa fa-bar-chart fa-1x"></i> DATA CAPTURE</h4>
<p style="color: #666">Characterization of instrument data capture, data summarization, and
publication</p>
</div>
</div>
<div class="icon-block icon-top wow fadeInLeft text-left" data-wow-delay="0.2s">
<div class="icon">
<h4><i class="fa fa-database fa-1x"></i> REPOSITORY</h4>
<p style="color: #666">An open access common repository for storing end-to-end workflow performance
and resource data captured using a variety of tools</p>
</div>
</div>
<div class="icon-block icon-top wow fadeInLeft text-left" data-wow-delay="0.3s">
<div class="icon">
<h4><i class="fa fa-puzzle-piece fa-1x"></i> LEARNING</h4>
<p style="color: #666">Development of ML techniques for workflow performance analysis and
infrastructure troubleshooting</p>
</div>
</div>
</div>
<div class="col-2-3">
<div class="icon-block icon-top wow fadeInRight" data-wow-delay="0.1s">
<img src="assets/images/overview.png"/>
</div>
</div>
</div>
</section>
<!--Recent Publications-->
<section id="publications" class="introduction text-center scrollto">
<div class="row clearfix">
<div class="section-heading">
<h3>RECENT PUBLICATIONS</h3>
<h2 class="section-title">Our Scientific Contributions</h2>
</div>
<div class="row no-padding-bottom clearfix">
<div class="col-3 icon-block icon-top wow fadeInUp text-left" data-wow-delay="0.1s">
<div class="icon pub-item">
<i class="fa fa-file-text fa-1x"></i>
<strong><a
href="http://dx.doi.org/10.1016/j.future.2019.06.016"
target="_blank">Measuring the Impact of Burst Buffers on Data-Intensive Scientific Workflows</a></strong>
<br/>
<i>R. Ferreira da Silva, S. Callaghan, T. M. A. Do, G. Papadimitriou, and E. Deelman</i><br/>
<p>Future Generation Computer Systems, vol. 101, pp. 208-220, 2019.</p>
</div>
</div>
<div class="col-3 icon-block icon-top wow fadeInUp text-left" data-wow-delay="0.1s">
<div class="icon pub-item">
<i class="fa fa-file-text fa-1x"></i>
<strong><a
href="https://doi.org/10.1016/j.future.2019.01.015"
target="_blank">Using simple PID-inspired controllers for online resilient resource management
of distributed scientific workflows</a></strong>
<br/>
<i>R. Ferreira da Silva, R. Filgueira, E. Deelman, E. Pairo-Castineira, I. M. Overton, M.
Atkinson</i><br/>
<p>Future Generation Computer Systems, vol. 95, pp. 615-628, 2019.</p>
</div>
</div>
<div class="col-3 icon-block icon-top wow fadeInUp text-left" data-wow-delay="0.1s">
<div class="icon pub-item">
<i class="fa fa-file-text fa-1x"></i>
<strong>
Detecting Outliers in Network Transfers with Feature Extraction</strong>
<br/>
<i>M. Kiran, C. Wang, N. S. V. Rao, and A. Mandal</i><br/>
<p>ICML Joint Workshop on Deep (or Machine) Learning for Safety-Critical Applications in
Engineering, 2018</p>
</div>
</div>
</div>
<div class="row no-padding-bottom clearfix">
<div class="col-3 icon-block icon-top wow fadeInUp text-left" data-wow-delay="0.1s">
<div class="icon pub-item">
<i class="fa fa-file-text fa-1x"></i>
<strong><a href="https://scitech.isi.edu/wordpress/wp-content/papercite-data/pdf/filgueira-iwsg-2018.pdf" target="_blank">
IoT-Hub: New IoT data-platform for Virtual Research Environments</a></strong>
<br/>
<i>R. Filgueira, R. Ferreira da Silva, E. Deelman, V. Christodoulou, and A. Krause</i><br/>
<p>10th International Workshop on Science Gateways (IWSG 2018), 2018</p>
</div>
</div>
<div class="col-3 icon-block icon-top wow fadeInUp text-left" data-wow-delay="0.1s">
<div class="icon pub-item">
<i class="fa fa-file-text fa-1x"></i>
<strong><a href="https://doi.org/10.1109/HPEC.2017.8091071" target="_blank">
Distributed Workflows for Modeling Experimental Data</a></strong>
<br/>
<i>V. Lynch, J. B. Calvo, E. Deelman, R. Ferreira da Silva, M. Goswami, Y. Hui, E.
Lingerfelt, and J. Vetter</i><br/>
<p>IEEE Xplore, Nov. 2017</p>
</div>
</div>
<div class="col-3 icon-block icon-top wow fadeInUp text-left" data-wow-delay="0.1s">
<div class="icon pub-item">
<i class="fa fa-file-text fa-1x"></i>
<strong><a href="http://dx.doi.org/10.1177/1094342015594515"
target="_blank">PANORAMA: An Approach to Performance Modeling and Diagnosis of
Extreme Scale Workflows</a></strong>
<br/>
<i>E. Deelman, C. Carothers, A. Mandal, B. Tierney, J. S. Vetter, I. Baldin, C. Castillo, G.
Juve, D. Krol, V. Lynch, B. Mayer, J. Meredith, T. Proffen, P. Ruth, R. Ferreira da
Silva</i><br/>
<p>International Journal of High Performance Computing Applications, vol. 31, iss. 1, pp. 4-18,
2017</p>
</div>
</div>
</div>
<a href="/publications.html" class="button link-lightbox">
View All Publications <i class="fa fa-pencil-square-o" aria-hidden="true"></i>
</a>
</div>
</section>
<!--Team-->
<aside id="team" class="scrollto text-center" data-enllax-ratio=".2">
<div class="row clearfix">
<div class="section-heading">
<h3>PANORAMA 360 TEAM</h3>
<h2 class="section-title">Meet the Team</h2>
</div>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/deelman.png" alt="User"/>
<p style="margin: 0; padding: 0;"><a href="http://deelman.isi.edu" target="_blank" style="color: black">Ewa
Deelman</a></p>
<footer><strong>PI.</strong> Research Professor in the Computer Science Department at University of Southern
California
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/vetter.jpg" alt="User"/>
<p style="margin: 0; padding: 0;"><a href="https://ft.ornl.gov/~vetter/" target="_blank"
style="color: black">Jeffrey Vetter</a></p>
<footer><strong>Co-PI.</strong> Group Leader of the Future Technologies Group in the Computer Science and
Mathematics
Division of Oak Ridge National Laboratory
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/mandal.png" alt="User"/>
<p style="margin: 0; padding: 0;"><a href="http://nrig.renci.org/staff/anirban-mandal/" target="_blank"
style="color: black">Anirban Mandal</a></p>
<footer><strong>Co-PI.</strong> Research Scientist at the Renaissance Computing Institute, University of
North Carolina at Chapel Hill
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/kiran.png" alt="User"/>
<p style="margin: 0; padding: 0;"><a
href="https://www.es.net/about/esnet-staff/advanced-network-technologies/mariam-kiran/"
target="_blank" style="color: black">Mariam Kiran</a></p>
<footer><strong>Co-PI.</strong> Research Scientist in the Advanced Network Technologies Group at Lawrence
Berkeley National
Laboratory
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/papadimitriou.jpg" alt="User"/>
<p style="margin: 0; padding: 0;">George Papadimitriou</p>
<footer><strong>GRA.</strong> PhD student in Distributed Computing in the Information Sciences Institute at the University of Southern California</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/ferreiradasilva.png" alt="User"/>
<p style="margin: 0; padding: 0;"><a href="http://rafaelsilva.com" target="_blank" style="color: black">Rafael
Ferreira da Silva</a></p>
<footer><strong>Sr. Personnel.</strong> Research Assistant Professor in the Computer Science Department at
University of Southern California
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/lynch.jpg" alt="User"/>
<p style="margin: 0; padding: 0;">Vickie E. Lynch</p>
<footer><strong>Sr. Personnel.</strong> Software Scientist at Oak Ridge National Laboratory</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/wang.png" alt="User"/>
<p style="margin: 0; padding: 0;"><a href="http://nrig.renci.org/staff/cong-wang/" target="_blank"
style="color: black">Cong Wang</a></p>
<footer><strong>Sr. Personnel.</strong> Senior Network and Systems Researcher at Renaissance Computing
Institute, University of North Carolina at Chapel Hill
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/thareja.jpg" alt="User"/>
<p style="margin: 0; padding: 0;"><a href="http://nrig.renci.org/staff/komal-thareja-2/" target="_blank"
style="color: black">Komal Thareja</a></p>
<footer><strong>Sr. Personnel.</strong> Distributed Systems Software Engineer at Renaissance Computing
Institute, University of North Carolina at Chapel Hill
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/ruth.png" alt="User"/>
<p style="margin: 0; padding: 0;">Paul Ruth</p>
<footer><strong>Sr. Personnel.</strong> Senior Distributed Systems Researcher at Renaissance Computing
Institute, University of North Carolina at Chapel Hill
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/vahi.jpg" alt="User"/>
<p style="margin: 0; padding: 0;">Karan Vahi</p>
<footer><strong>Sr. Personnel.</strong> Computer Scientist in the Information Sciences Institute, University
of Southern California
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/mayani.jpg" alt="User"/>
<p style="margin: 0; padding: 0;">Rajiv Mayani</p>
<footer><strong>Sr. Personnel.</strong> Research Programmer in the Information Sciences Institute,
University of Southern California
</footer>
</blockquote>
<blockquote class="col-5 testimonial classic">
<img src="assets/images/team/moore.png" alt="User"/>
<p style="margin: 0; padding: 0;">Shirley Moore</p>
<footer><strong>Sr. Personnel.</strong> Senior Computer Scientist, Oak Ridge National Laboratory</footer>
</blockquote>
</div>
<div style="margin-bottom: 5em">
<img src="assets/images/team/2018-02-22-panorama360-team.jpg" style="width: 60em"/>
<p style="font-style: italic; color: #666">
Panorama 360 Team at Oak Ridge National Laboratory (Feb 2018)<br/>
<span style="font-size: 0.8em">
From left to right: Vickie Lynch, George Papadimitriou, Mariam Kiran, Cong Wang, Anirban Mandal,
Ewa Deelman, Rafael Ferreira da Silva, and Jeff Vetter.
</span>
</p>
</div>
</aside>