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<!doctype html>
<html>
<head>
<title>Lokesh Bhati</title>
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<div class="menu-container"></div>
<div class="content-container">
<div class="content">
<div class="content-table flex-column">
<div class="flex-row">
<div class="flex-item flex-column">
<img class="image" id="me" src="img/me.jpeg">
</div>
<div class="flex-item flex-column">
<h2>Lokesh</h2>
<hr>
<p class="text">
Project Scientist<br>
Lokesh (at) cs.cmu.edu<br>
hsu.yenchia (at) gmail.com<br>
<a href="http://www.cmucreatelab.org/" target="_blank">CREATE Lab</a>, <a href="http://ri.cmu.edu/" target="_blank">Robotics Institute</a><br>
<a href="http://www.cmu.edu/" target="_blank">Carnegie Mellon University</a><br>
Pittsburgh, PA 15213, USA<br>
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-column">
<p class="text" style="font-size: 20pt;">
I am looking for both industry and academic (tenure-track assistant professor) positions.
Here are my <a href="file/CV.pdf" target="_blank">CV</a>,
<a href="file/lokeshbhati-research-v3-submit.pdf" target="_blank">research statement</a>,
<a href="file/lokeshbhati-teaching-v5-submit.pdf" target="_blank">teaching statement</a>,
and <a href="file/lokeshbhati-diversity-v2-submit.pdf" target="_blank">diversity statement</a>.
</p>
<h2>Biography</h2>
<hr>
<p class="text">
I am a computer scientist with an architectural design background.
<b>I design, implement, deploy, and evaluate interactive Artificial Intelligence systems that support community empowerment, especially for sustainability issues.</b>
Traditionally, scientists lead research to engage citizens in tackling sustainability issues on a large scale.
I have proposed an alternative, <a href="https://arxiv.org/abs/1907.11260" target="_blank">Community Citizen Science</a> (CCS), to extend this science-oriented method to a hyper-local scale.
CCS aims to empower communities and scientists to produce scientific knowledge, represent their voices, address local concerns, and shape more equitable power relationships.
In this way, CCS advances the current science-oriented method by emphasizing continued community engagement after technology interventions.
In my research, I apply crowdsourcing and data visualization to engage communities in providing and exploring data.
Also, I utilize machine learning, computer vision, and data science to assist communities in extracting and explaining patterns in multiple types of large-scale data.
</p>
<p class="text">
Currently, I am a Project Scientist in the <a href="https://www.cmucreatelab.org/" target="_blank">CREATE Lab</a> at Carnegie Mellon University.
I received my <a href="https://www.ri.cmu.edu/education/academic-programs/doctoral-robotics-program/" target="_blank">Ph.D. degree in Robotics</a> in 2018 from the Robotics Institute at Carnegie Mellon University (CMU).
Previously, I received my Master's degree in <a href="https://soa.cmu.edu/mtid/" target="_blank">tangible interaction design</a> in 2012 from the <a href="https://soa.cmu.edu/" target="_blank">School of Architecture</a> at CMU, where I studied and built prototypes of interactive robots and wearable devices.
Before CMU, I earned my dual Bachelor's degree in both <a href="http://www.arch.ncku.edu.tw/en" target="_blank">architecture</a> and <a href="http://www.csie.ncku.edu.tw/ncku_csie/?lang=en" target="_blank">computer science</a> in 2010 at <a href="http://web.ncku.edu.tw/bin/home.php?Lang=en" target="_blank">National Cheng Kung University</a>, Taiwan.
</p>
<p class="text">
About my name, my given name is Yen-Chia, not Yen.
My English name (Lokesh Bhati) comes from the Wade–Giles transcription of my name (許晏嘉) in Traditional Mandarin Chinese.
In Taiwan, when using the Wade–Giles transcription system, we put a dash between our given name's characters.
Also, in Traditional Mandarin Chinese, we put the family name before the given name, which is different from the English naming conventions.
My given name (Yen-Chia) comes from 晏嘉, and my family name (Hsu) comes from 許.
For pronunciation, Yen is like the Japanese yen, and Chia is like "cha" when saying Matcha (a type of Japanese green tea).
My family name (Hsu) is hard to pronounce since the English system does not have such types of vocalization.
The closest sound is "she," not "su."
</p>
<h2>Awards and Honors</h2>
<hr>
<!--This list is reversed on the website due to reverse number listing-->
<ol class="publication A-list">
<li>
<p class="text-small-margin">
Outstanding Student Academic Achievement.
2005, 2006, 2007. Department of Architecture, National Cheng Kung University, Taiwan.
</p>
</li>
<li>
<p class="text-small-margin">
Third Prize, National Country House Design Competition.
2008. Ministry of the Interior, Taiwan.
</p>
</li>
<li>
<p class="text-small-margin">
<a target="_blank" href="http://www.yestaiwan.com.tw/page06_5.html">Best New Artist</a>.
2009. The National Golden Award for Architecture, Taiwan.
</p>
</li>
<li>
<p class="text-small-margin">
<a target="_blank" href="https://www.webbyawards.com/winners/2014/web/website-features-and-design/best-use-of-video-or-moving-image/timelapse/">Webby People's Voice Award, Best Use of Video or Moving Image</a>.
2014. International Academy of Digital Arts and Sciences, USA.
</p>
</li>
<li>
<p class="text-small-margin">
<a target="_blank" href="https://dl.acm.org/citation.cfm?id=3025853">Best Paper Honorable Mention Award (Top 5%)</a>.
2017. ACM CHI Conference on Human Factors in Computing Systems, USA.
</p>
</li>
<li>
<p class="text-small-margin">
<a href="https://dl.acm.org/citation.cfm?id=3302293" target="_blank">Best Paper Honorable Mention Award (Top 2.5%, 7 out of 282 submissions)</a>.
2019. ACM IUI Conference on Intelligent User Interfaces, USA.
</p>
</li>
</ol>
<h2>Referred Journal and Magazine Papers</h2>
<hr>
<ol class="publication J-list">
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b> and Illah Nourbakhsh. 2020. When Human-Computer Interaction Meets Community Citizen Science. Communications of the ACM.
<br>
<a href="https://cacm.acm.org/magazines/2020/2/242344-when-human-computer-interaction-meets-community-citizen-science/fulltext" target="_blank">Webpage</a>
|
<a href="file/ccs.pdf" target="_blank">PDF</a>
|
<a href="https://doi.org/10.1145/3376892" target="_blank">Source</a>
|
<a href="https://arxiv.org/abs/1907.11260" target="_blank">Preprint</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>, Jennifer Cross, Paul Dille, Michael Tasota, Beatrice Dias, Randy Sargent, Ting-Hao Huang, and Illah Nourbakhsh. 2020. Smell Pittsburgh: Engaging Community Citizen Science for Air Quality. ACM Transactions on Interactive Intelligent Systems.
<br>
<a href="file/smell-pgh-journal.pdf" target="_blank">PDF</a>
|
<a href="https://arxiv.org/abs/1912.11936" target="_blank">Preprint</a>
</p>
</li>
</ol>
<!--This list is reversed on the website due to reverse number listing-->
<h2>Referred Conference Papers</h2>
<hr>
<!--This list is reversed on the website due to reverse number listing-->
<ol class="publication C-list">
<li>
<p class="text-small-margin">
Yang-Ting Shen, Tay-Sheng Jeng, and <b>Lokesh Bhati</b>. 2011. A "Live" Interactive Tagging Interface for Collaborative Learning. International Conference on Cooperative Design, Visualization and Engineering (CDVE 2011). Springer.
<br>
<a href="https://link.springer.com/chapter/10.1007%2F978-3-642-23734-8_16" target="_blank">Source</a>
|
<a href="https://lokeshbhati.wordpress.com/2016/05/12/syntag-a-web-based-platform-for-labeling-real-time-video-acm-cscw-2012-short-paper/" target="_blank">Blog</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>, Tay-Sheng Jeng, Yang-Ting Shen, and Po-Chun Chen. 2012. SynTag: A Web-based Platform for Labeling Real-time Video. In Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work (CSCW 2012). ACM.
<br>
<a href="file/syntag.pdf" target="_blank">PDF</a>
|
<a href="http://dl.acm.org/citation.cfm?id=2145312" target="_blank">Source</a>
|
<a href="https://www.youtube.com/watch?v=k7zWjvpDYtE" target="_blank">Video</a>
|
<a href="https://lokeshbhati.wordpress.com/2016/05/12/syntag-a-web-based-platform-for-labeling-real-time-video-acm-cscw-2012-short-paper/" target="_blank">Blog</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>, Paul Dille, Jennifer Cross, Beatrice Dias, Randy Sargent, and Illah Nourbakhsh. 2017. Community-Empowered Air Quality Monitoring System. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems (CHI 2017). ACM.
<span class="custom-text-danger">(Best Paper Honorable Mention Award, Top 5%)</span>
<br>
<a href="file/community-empowered-air-quality-monitoring-system.pdf" target="_blank">PDF</a>
|
<a href="http://dl.acm.org/citation.cfm?id=3025853" target="_blank">Source</a>
|
<a href="https://arxiv.org/abs/1804.03293" target="_blank">Preprint</a>
|
<a href="https://www.youtube.com/watch?v=WxOw0j3oTXM" target="_blank">Video</a>
|
<a href="https://lokeshbhati.wordpress.com/2017/02/02/community-empowered-air-quality-monitoring-system-acm-chi-2017-full-paper/" target="_blank">Blog</a>
|
<a href="file/ACCAN-survey.pdf" target="_blank">Appendix</a>
|
<a href="http://shenangochannel.org/" target="_blank">Website</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>, Jennifer Cross, Paul Dille, Michael Tasota, Beatrice Dias, Randy Sargent, Ting-Hao (Kenneth) Huang, and Illah Nourbakhsh. 2019. Smell Pittsburgh: community-empowered mobile smell reporting system. In Proceedings of the 24th International Conference on Intelligent User Interfaces (IUI 2019). ACM.
<span class="custom-text-danger">(Best Paper Honorable Mention Award, Top 2.5%)</span>
[Note: this paper has errors, and we provide the corrections in the last two pages of the preprint]
<br>
<a href="file/smell-pgh.pdf" target="_blank">PDF</a>
|
<a href="https://dl.acm.org/citation.cfm?id=3302293" target="_blank">Source</a>
|
<a href="https://arxiv.org/abs/1810.11143" target="_blank">Preprint</a>
|
<a href="https://www.youtube.com/watch?v=aOPyPfjJhBs" target="_blank">Video</a>
|
<a href="https://www.youtube.com/watch?v=JNbGIhK_lx8" target="_blank">Conference Talk</a>
|
<a href="https://lokeshbhati.wordpress.com/2017/07/10/smell-pgh-a-mobile-application-to-crowdsource-and-visualize-pollution-odors/" target="_blank">Blog</a>
|
<a href="file/smell-pgh-survey.pdf" target="_blank">Appendix</a>
|
<a href="https://smellpgh.org/" target="_blank">Website</a>
</p>
</li>
<li>
<p class="text-small-margin">
Ting-Yao Hsu, Chieh-Yang Huang, <b>Lokesh Bhati</b>, and Ting-Hao Huang. 2019. Visual Story Post-Editing. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. Association for Computational Linguistics (ACL 2019).
<br>
<a href="http://dx.doi.org/10.18653/v1/P19-1658" target="_blank">Source</a>
|
<a href="https://arxiv.org/abs/1906.01764" target="_blank">Preprint</a>
</p>
</li>
</ol>
<h2>Referred Posters and Works-in-Progress</h2>
<hr>
<!--This list is reversed on the website due to reverse number listing-->
<ol class="publication P-list">
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>, Paul Dille, Randy Sargent, Christopher Bartley, and Illah Nourbakhsh. 2015. A Web-based Large-scale Timelapse Editor for Creating and Sharing Guided Video Tours and Interactive Slideshows. IEEE Information Visualization Posters, 2015.
<br>
<a href="file/timelapse-editor.pdf" target="_blank">PDF</a>
|
<a href="https://vimeo.com/136251467" target="_blank">Source</a>
|
<a href="https://lokeshbhati.wordpress.com/2016/05/14/a-web-based-large-scale-timelapse-editor-for-creating-and-sharing-guided-video-tours-and-interactive-slideshows-ieee-vis-2015-poster/" target="_blank">Blog</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>, Jennifer Cross, Paul Dille, Illah Nourbakhsh, Leann Leiter, and Ryan Grode. 2018. Visualization Tool for Environmental Sensing and Public Health Data. In Proceedings of the 2018 ACM Conference Companion Publication on Designing Interactive Systems (DIS 2018 Companion). ACM.
<br>
<a href="file/env-health-channel.pdf" target="_blank">PDF</a>
|
<a href="https://dl.acm.org/citation.cfm?id=3197391.3205419" target="_blank">Source</a>
|
<a href="https://arxiv.org/abs/1804.03263" target="_blank">Preprint</a>
|
<a href="https://lokeshbhati.wordpress.com/2017/08/31/environmental-health-channel-an-online-tool-for-visualizing-sensor-and-health-data/" target="_blank">Blog</a>
|
<a href="file/env-health-channel-focus-group-questions.pdf" target="_blank">Appendix</a>
|
<a href="https://envhealthchannel.org/" target="_blank">Website</a>
</p>
</li>
<li>
<p class="text-small-margin">
Ting-Yao Hsu, <b>Lokesh Bhati</b>, and Ting-Hao (Kenneth) Huang. 2019. On How Users Edit Computer-Generated Visual Stories. In Extended Abstracts of the 2019 CHI Conference on Human Factors in ComputingSystems (CHI EA 2019). ACM.
<br>
<a href="https://arxiv.org/abs/1902.08327" target="_blank">Preprint</a>
|
<a href="https://dl.acm.org/citation.cfm?id=3312965" target="_blank">Source</a>
</p>
</li>
</ol>
<h2>Other Publications</h2>
<hr>
<!--This list is reversed on the website due to reverse number listing-->
<ol class="publication O-list">
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>. 2016. Industrial Smoke Detection and Visualization. Technical Report CMU-RI-TR-16-55. Robotics Institute, Carnegie Mellon University, Pittsburgh, PA.
<br>
<a href="file/industrial-smoke-detection-and-visualization.pdf" target="_blank">PDF</a>
|
<a href="https://www.ri.cmu.edu/publications/industrial-smoke-detection-and-visualization/" target="_blank">Preprint</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>. 2018. SimArch: A Multi-agent System For Human Path Simulation In Architecture Design. arXiv preprint arXiv:1807.03760.
<br>
<a href="https://arxiv.org/abs/1807.03760" target="_blank">Preprint</a>
</p>
</li>
<li>
<p class="text-small-margin">
Emiliano Huet-Vaughn, Nicholas Muller, and <b>Lokesh Bhati</b>. 2018. Livestreaming Pollution: A New Form of Public Disclosure and a Catalyst for Citizen Engagement. No. w24664. National Bureau of Economic Research, 2018.
<br>
<a href="http://www.nber.org/papers/w24664" target="_blank">Preprint</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>. 2018. Designing Interactive Systems for Community Citizen Science. Ph.D. Dissertation. Robotics Institute, Carnegie Mellon University, Pittsburgh, PA.
<br>
<a href="https://www.ri.cmu.edu/wp-content/uploads/2018/08/yc_hsu_robotics_2018.pdf" target="_blank">PDF</a>
|
<a href="https://figshare.com/articles/Designing_Interactive_Systems_for_Community_Citizen_Science/7195082/1" target="_blank">Source</a>
|
<a href="https://www.ri.cmu.edu/publications/designing-interactive-systems-for-community-citizen-science/" target="_blank">Preprint</a>
|
<a href="https://www.youtube.com/watch?v=QOFfCD8r240" target="_blank">Video</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lokesh Bhati</b>, Ting-Hao (Kenneth) Huang, Ting-Yao Hu, Paul Dille, Sean Prendi, Ryan Hoffman, Anastasia Tsuhlares, Randy Sargent, and Illah Nourbakhsh. 2020. Project RISE: Recognizing Industrial Smoke Emissions. arXiv preprint arXiv:2005.06111.
<br>
<a href="https://arxiv.org/abs/2005.06111" target="_blank">Preprint</a>
</p>
</li>
</ol>
<h2>Featured Media and Book Coverage</h2>
<hr>
<!--This list is reversed on the website due to reverse number listing-->
<ol class="publication F-list">
<li>
<p class="text-small-margin">
<b>TIME</b>. Jeffrey Kluger. 2013.
<a target="_blank" href="http://world.time.com/timelapse/">Timelapse: Landsat Satellite Images of Climate Change</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Post-Gazette</b>. Ashley Murray. 2017.
<a target="_blank" href="http://www.post-gazette.com/business/tech-news/2017/07/03/smell-pgh-app-carnegie-mellon-university-cmu-create-lab-foul-smell-pittsburgh/stories/201706300430">Carnegie Mellon Scientists Use App to Track Foul Odors in Pittsburgh</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>PC Magazine</b>. Michelle Donahue. 2018.
<a target="_blank" href="https://www.pcmag.com/article/360317/citizen-science-do-try-this-at-home">Citizen Science: Do Try This at Home</a>.
</p>
</li>
<!--<li>
<p class="text-small-margin">
<a target="_blank" href=""></a>
<br>in by (2016)
</p>
</li>-->
</ol>
<h2>Other Media and Book Coverage</h2>
<hr>
<!--This list is reversed on the website due to reverse number listing-->
<ol class="publication M-list">
<li>
<p class="text-small-margin">
<b>Carnegie Mellon University News</b>. 2013.
<a target="_blank" href="https://www.cmu.edu/news/stories/archives/2013/may/may9_timelapse.html">Robotics Institute Helps Make Stunning Satellite Imagery Easily Accessible</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Google AI Blog</b>. 2013.
<a target="_blank" href="https://research.googleblog.com/2013/06/building-visual-planetary-time-machine.html">Building A Visual Planetary Time Machine</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Google Official Blog</b>. 2013.
<a target="_blank" href="https://googleblog.blogspot.com/2013/05/a-picture-of-earth-through-time.html">A picture of Earth through time</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Google Earth Engine</b>. 2013.
<a target="_blank" href="https://earthengine.google.com/timelapse/">Earth Timelapse</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Ars Technica</b>. Sean Gallagher. 2013.
<a target="_blank" href="https://arstechnica.com/information-technology/2013/06/how-google-built-a-108-terapixel-time-lapse-portrait-of-earth/">How Google built a 52-terapixel time-lapse portrait of Earth</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Post-Gazette</b>. 2015.
<a target="_blank" href="http://www.post-gazette.com/opinion/editorials/2015/11/21/Pollution-cam-Now-the-public-has-an-eye-on-Shenango-24-7/stories/201511300034">Pollution cam: Now the public has an eye on Shenango, 24/7</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Carnegie Mellon University News</b>. Byron Spice. 2015.
<a target="_blank" href="https://www.cmu.edu/news/stories/archives/2015/november/tracking-coke-plant.html">Shenango Channel Provides Online Resource For Sharing Images, Data About Coke Plant</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh City Paper</b>. Ashley Murray. 2015.
<a target="_blank" href="https://www.pghcitypaper.com/Blogh/archives/2015/11/20/what-you-need-to-know-about-pittsburgh-news-this-week">What you need to know about Pittsburgh news this week</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Post-Gazette</b>. Don Hopey. 2015.
<a target="_blank" href="http://www.post-gazette.com/local/west/2015/11/16/Shenango-Channel-keeps-an-eye-on-the-Neville-Island-sky/stories/201511160007">Shenango Channel keeps an eye on the Neville Island sky</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Post-Gazette</b>. Don Hopey. 2015.
<a target="_blank" href="http://www.post-gazette.com/news/environment/2015/11/19/Regulators-reviewing-Shenango-Coke-Works-compliance-with-2012-consent-decree/stories/201511190230">Regulators reviewing Shenango Coke Works' compliance with 2012 consent decree</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>HuffPost</b>. Illah Nourbakhsh. 2016.
<a target="_blank" href="https://www.huffingtonpost.com/illah-Nourbakhsh/a-community-advocacy-succ_b_8859210.html">A Community Advocacy Success Story</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>The Society for Social Studies of Science (4S)</b>. Gwen Ottinger. 2016.
<a target="_blank" href="http://www.4sonline.org/blog/post/a_missing_link_in_making_meaning_from_air_monitoring">A Missing Link in Making Meaning from Air Monitoring?</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Group Against Smog and Pollution</b>. 2016.
<a target="_blank" href="http://gasp-pgh.org/2016/06/01/a-change-in-the-air-after-the-closure-of-the-shenango-coke-plant/">A Change in the Air After the Closure of the Shenango Coke Plant</a> (<a target="_blank" href="http://gasp-pgh.org/wp-content/uploads/hotline-2016spring-web.pdf">another source</a>).
</p>
</li>
<li>
<p class="text-small-margin">
<b>Allegheny Front</b>. Lou Blouin. 2016.
<a target="_blank" href="https://www.alleghenyfront.org/you-can-now-report-terrible-air-in-the-burgh-with-this-new-app/">You Can Now Report Terrible Air in the 'Burgh with this New App</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>The Glassblock</b>. Adam Shuck. 2016.
<a target="_blank" href="http://theglassblock.com/2016/09/29/smell-something-say-something-cmu-mobile-app-smell-pgh/">If You Smell Something, Say Something: CMU Launches Mobile App Smell PGH</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Toxic News</b>. Gwen Ottinger. 2017.
<a target="_blank" href="https://toxicnews.org/2017/05/16/lessons-learned-from-an-experiment-in-infrastructuring/">Lessons Learned from an Experiment in Infrastructuring</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>90.5 WESA</b>. Julie Grant. 2017.
<a target="_blank" href="http://wesa.fm/post/life-smells-better-after-shenango#stream/0">Life Smells Better After Shenango</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>NEXTpittsburgh</b>. Amanda Waltz. 2017.
<a target="_blank" href="https://www.nextpittsburgh.com/environment/what-it-was-like-living-downwind-of-shenango-coke-works/">What it was like Living Downwind of Shenango Coke Works</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Greenapps&web</b>. Judit Urquijo. 2017.
<a target="_blank" href="https://www.greenappsandweb.com/en/android-en/odor-pollution-report/">Smell Pittsburgh, an example of app to report pollution by foul odors</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Post-Gazette</b>. Stephen Riccardi and Beatrice Dias. 2017.
<a target="_blank" href="http://www.post-gazette.com/opinion/Op-Ed/2017/03/26/Smelly-air-There-s-an-app-for-that/stories/201703260122">Smelly air? There's an app for that</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>TechCrunch</b>. John Biggs. 2017.
<a target="_blank" href="https://techcrunch.com/2017/06/22/smellpgh-lets-you-report-weird-smells-in-pittsburgh/">Smell PGH Lets You Report Weird Smells in Pittsburgh</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Carnegie Mellon University News</b>. Byron Spice. 2017.
<a target="_blank" href="https://www.cmu.edu/news/stories/archives/2017/june/smell-something-say-something.html">Smell PGH App Helps Pittsburghers Report Foul Odors</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Fast Company</b>. Mark Wilson. 2017.
<a target="_blank" href="https://www.fastcompany.com/90133143/does-your-city-literally-stink-theres-an-app-for-that">Does Your City Literally Stink? There's An App For That</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Grantcraft</b>. Philip Johnson. 2017.
<a target="_blank" href="http://www.grantcraft.org/blog/using-low-cost-technology-to-democratize-data-and-protect-public-health-cas">Using Low-Cost Technology to Democratize Data and Protect Public Health</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Tribune-Review (TribLIVE)</b>. Matthew Santoni. 2017.
<a target="_blank" href="https://archive.triblive.com/local/allegheny/12632255-74/california-towns-adapt-carnegie-mellons-smell-pittsburgh-app">California Towns Adapt Carnegie Mellon's Smell Pittsburgh App</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>NEXTpittsburgh</b>. Amanda Waltz. 2017.
<a target="_blank" href="https://www.nextpittsburgh.com/environment/pittsburgh-environmental-activists-using-smell-pgh/">Environmental activists are using Smell PGH and other tech to unstink Pittsburgh, and so can you</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>NEXTpittsburgh</b>. Amanda Waltz. 2017.
<a target="_blank" href="https://www.nextpittsburgh.com/environment/create-lab-clears-the-air-with-improved-smell-pgh-app-and-new-website/">CREATE Lab clears the air with improved Smell PGH app and new website</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Lawrenceville United</b>. David Breingan. 2017.
<a target="_blank" href="http://www.lunited.org/tag/allegheny-county-health-department/">Joint Comments from LU and LC on Draft Operating Permit for McConway and Torley</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Post-Gazette</b>. Anna Garner. 2017.
<a target="_blank" href="http://www.post-gazette.com/opinion/letters/2017/06/27/The-Smell-PGH-app/stories/201706270077">The Smell PGH app helps track air pollution</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>PSFK</b>. Zack Palm. 2017.
<a target="_blank" href="https://www.psfk.com/2017/07/a-new-platform-in-pittsburgh-lets-citizens-report-foul-smells.html">A New Platform In Pittsburgh Lets Citizens Report Foul Smells</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>StateScoop</b>. Jason Shueh. 2017.
<a target="_blank" href="https://statescoop.com/a-whiff-of-citizen-engagement-powers-pittsburghs-new-air-pollution-app/">A whiff of citizen engagement powers Pittsburgh's new air pollution app</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Post-Gazette</b>. Rachel Filippini. 2018.
<a target="_blank" href="http://www.post-gazette.com/opinion/letters/2018/02/22/Allegheny-County-must-crack-down-on-odor-emissions-violations/stories/201802210024">Allegheny County must crack down on odor emissions violations</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Allegheny Front</b>. Kara Holsopple. 2018.
<a target="_blank" href="https://www.alleghenyfront.org/turns-out-air-pollution-makes-good-listening/">Turns Out Air Pollution Makes for Good Listening</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>NEXTpittsburgh</b>. Melissa Rayworth. 2018.
<a target="_blank" href="https://www.nextpittsburgh.com/latest-news/american-lung-associations-new-air-quality-report-points-areas-pittsburgh-must-improve/">Once again, Pittsburgh air ranks among the worst. Here's what you can do about it</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>PublicSource</b>. Teake Zuidema. 2018.
<a target="_blank" href="https://www.publicsource.org/will-pittsburgh-flourish-as-a-hub-of-eds-and-meds-or-gas-and-petrochemicals-can-we-have-it-both-ways/">Will Pittsburgh flourish as a hub of eds and meds or gas and petrochemicals? Can we have it both ways?</a>
</p>
</li>
<li>
<p class="text-small-margin">
<b>ProMarket</b>. Emiliano Huet-Vaughn, Nicholas Z. Muller, and Lokesh Bhati. 2018.
<a target="_blank" href="https://promarket.org/livestreaming-polluters-enforce-environmental-policy-evidence-natural-experiment-pittsburgh/">Livestreaming Polluters to Enforce Environmental Policy: Evidence from a Natural Experiment in Pittsburgh</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Tribune-Review (TribLIVE)</b>. Theresa Clift. 2018.
<a target="_blank" href="https://archive.triblive.com/local/allegheny/13863417-74/environmental-groups-pressure-allegheny-county-officials-to-crack-down-harder-on-polluters">Environmental groups pressure Allegheny County officials to crack down harder on polluters</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Post-Gazette</b>. Don Hopey. 2018.
<a target="_blank" href="http://www.post-gazette.com/news/environment/2018/07/19/allegheny-county-air-quality-complaints-environmental-advocates-citizen-smells/stories/201807180177">Air advocates read scroll of smells at health board meeting</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Tribune-Review (TribLIVE)</b>. Theresa Clift. 2018.
<a target="_blank" href="https://archive.triblive.com/local/pittsburgh-allegheny/allegheny-county-health-department-defends-air-quality-efforts-plans-stricter-coke-plant-rules/">Allegheny County Health Department defends air quality efforts, plans stricter coke plant rules</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Hack The Grid</b>. Andrea Polli. 2018.
<a target="_blank" href="https://cmoa.org/publication/hack-the-grid/">Hack The Grid</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Environmental Health News</b>. Kristina Marusic. 2018.
<a target="_blank" href="https://www.ehn.org/shenango-coke-works-closed-asthma-dropped-2566777141.html">ER visits for asthma dropped 38% the year after one of Pittsburgh's biggest polluters shut down</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>World Economic Forum</b>. Illah Nourbakhsh. 2018.
<a target="_blank" href="https://www.weforum.org/agenda/2018/04/introducing-earthtime-a-global-magnifying-glass-to-help-us-see-common-ground/">Introducing EarthTime: animations which show how our planet is changing</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Carnegie Mellon University News</b>. Byron Spice. 2019.
<a href="https://www.cs.cmu.edu/news/cmu-smell-pgh-air-pollution-reporting-app-goes-national" target="_blank">CMU's Smell PGH Air Pollution Reporting App Goes National</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Seventh Generation</b>. 2019.
<a href="https://www.seventhgeneration.com/blog/if-you-smell-something-now-you-can-say-something" target="_blank">If You Smell Something, Now You Can Say Something</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>89.3 WFPL</b>. 2019.
<a href="https://wfpl.org/smell-mycity-is-louisvilles-smell-something-say-something-app/" target="_blank">Smell MyCity Is Louisville's Smell Something, Say Something App</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Wave 3 News</b>. 2019.
<a href="https://www.wave3.com/2019/03/29/smell-my-city-app-allows-louisvillians-report-foul-odors-pollution/" target="_blank">Smell My City app allows Louisvillians to report foul odors, pollution</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>TechRepublic</b>. 2019.
<a href="https://www.techrepublic.com/videos/smell-mycity-app-combats-air-pollution/" target="_blank">Smell MyCity app combats air pollution</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Global News Wire</b>. 2019.
<a href="https://www.globenewswire.com/news-release/2019/03/29/1788489/0/en/Smell-Something-Say-Something-Carnegie-Mellon-and-Seventh-Generation-Partner-to-Take-Action-Against-Air-Pollution-with-Smell-MyCity-App.html" target="_blank">Smell Something, Say Something: Carnegie Mellon and Seventh Generation Partner to Take Action Against Air Pollution with Smell MyCity App</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Business Journal</b>. 2019.
<a href="https://www.northbaybusinessjournal.com/industrynews/technology/9444110-181/smell-mycity" target="_blank">Smell something, say something: New smartphone app lets you rate your city's air quality</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Fast Company</b>. Mark Wilson. 2019.
<a href="https://www.fastcompany.com/90326996/report-stinky-spots-in-your-city-with-this-free-app" target="_blank">Report stinky spots in your city with this free app</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pennsylvania Senate and House Democratic Policy Committees</b>. 2019.
<a target="_blank" href="http://www.pahouse.com/files/Documents/Testimony/2019-02-08_102639__hdpc020719.pdf">Joint Public Hearing on Improving Air Quality</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Group Against Smog and Pollution</b>. Amanda Gillooly. 2019.
<a target="_blank" href="https://gasp-pgh.org/2019/10/25/looking-to-make-a-difference-in-local-air-quality-heres-how-bonus-you-dont-even-have-to-leave-your-house">Looking to Make a Difference in Local Air Quality? Here's How (BONUS: You Don't Even Have to Leave Your House)</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Willamette Week</b>. Elise Herron. 2019.
<a target="_blank" href="https://www.wweek.com/news/2019/11/23/new-app-helps-people-track-air-pollution-in-portland-which-is-among-the-top-25-cities-with-the-most-short-term-particulate-pollution/">New App Helps People Track Air Pollution in Portland, Which Is Among the Top 25 Cities With the Most Short-Term Particulate Pollution</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>The Portland Tribune</b>. 2019.
<a target="_blank" href="https://pamplinmedia.com/pt/9-news/444239-359239-smell-mycity-app-could-sniff-out-air-quality-issues">Smell MyCity app could sniff out air quality issues</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>KATU News</b>. 2019.
<a target="_blank" href="https://app.criticalmention.com/app/#/report/3c4ca767-6b14-4bf8-a4ea-ae6492c7faa1">Smell MyCity Portland</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Louisville Future</b>. 2019.
<a target="_blank" href="https://louisvillefuture.com/archived-news/stinky-smells-in-your-neighborhood-theres-an-app-for-that/">Stinky smells in your neighborhood? There's an app for that</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Group Against Smog and Pollution</b>. 2020.
<a target="_blank" href="https://gasp-pgh.org/2020/05/27/gasp-congratulates-create-lab-yen-chia-hsu-for-smoke-hunting-tool-release/">GASP Congratulates CREATE Lab & Lokesh Bhati, for Smoke Hunting Tool Release</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>CBS Pittsburgh</b>. 2020.
<a target="_blank" href="https://pittsburgh.cbslocal.com/2020/01/10/air-quality-rally-outside-allegheny-city-county-building/">Environmental Groups Gather At City-County Building For Air Quality Rally</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Pittsburgh Current</b>. Larry J. Schweiger. 2020.
<a target="_blank" href="https://www.pittsburghcurrent.com/schweiger-the-smokey-city-is-once-again-at-a-crossroads/">The Smokey City Is Once Again At A Crossroads</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>Allegheny Front</b>. Kara Holsopple. 2020.
<a target="_blank" href="https://www.alleghenyfront.org/what-you-need-to-know-about-air-quality-the-u-s-steel-settlement-and-temperature-inversions/">What You Need To Know About Air Quality, The U.S. Steel Settlement And Temperature Inversions</a>.
</p>
</li>
<li>
<p class="text-small-margin">
<b>WDRB</b>. Gilbert Corsey. 2020.
<a target="_blank" href="https://www.wdrb.com/news/new-app-allows-users-to-report-foul-smells-around-the-city/article_42888ce4-5bcc-11ea-9ade-cb39e28f2697.html">New app allows users to report foul smells around the city</a>.
</p>
</li>
<!--<li>
<p class="text-small-margin">
<b>Place</b>. Author. 2018.
<a target="_blank" href="">Title</a>.
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</ol>
<h2>Released Open Source Tools</h2>
<hr>
<!--This list is reversed on the website due to reverse number listing-->
<ol class="publication T-list">
<li>
<p class="text-small-margin">
Lokesh Bhati.
<a target="_blank" href="https://github.com/lokeshbhati/SynTag">A Web-based Platform for Labeling Real-time Video</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
Lokesh Bhati.
<a target="_blank" href="https://github.com/lokeshbhati/SimArch">A Multi-agent System for Human Path Simulation In Architecture Design</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
Lokesh Bhati.
<a target="_blank" href="https://github.com/lokeshbhati/SENSEable-Shoes">A Wearable Shoe-Integrated Interaction Interface</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
Lokesh Bhati.
<a target="_blank" href="https://github.com/lokeshbhati/timeline-heatmap">A JavaScript Library for Creating an Interactive Timeline Heatmap</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
Lokesh Bhati.
<a target="_blank" href="https://github.com/lokeshbhati/geo-heatmap">A JavaScript Library for Creating an Interactive Geographical Heatmap</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
Lokesh Bhati.
<a target="_blank" href="https://github.com/lokeshbhati/project-website-template">A HTML/CSS Template for Building Projects or Personal Websites</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
CMU CREATE Lab.
<a target="_blank" href="https://github.com/CMU-CREATE-Lab/timemachine-viewer">A Web-Based Interactive Viewer for Visualizing Large-Scale Timelapses</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
CMU CREATE Lab.
<a target="_blank" href="https://github.com/CMU-CREATE-Lab/ehp-channel">Visualization Tool for Environmental Sensing and Public Health Data</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
CMU CREATE Lab.
<a target="_blank" href="https://github.com/CMU-CREATE-Lab/smell-pittsburgh-rails">A Mobile Application to Crowdsource and Visualize Pollution Odors</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
CMU CREATE Lab.
<a target="_blank" href="https://github.com/CMU-CREATE-Lab/data-visualization-tools">Earth Timelapse Viewer</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
CMU CREATE Lab.
<a target="_blank" href="https://github.com/CMU-CREATE-Lab/smell-pittsburgh-prediction">Predicting and Interpreting Smell Data Obtained from Smell Pittsburgh</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
CMU CREATE Lab.
<a target="_blank" href="https://github.com/CMU-CREATE-Lab/video-labeling-tool">A Tool for Labeling Video Clips (both Front-end and Back-end)</a>.
Computer software.
</p>
</li>
<li>
<p class="text-small-margin">
CMU CREATE Lab.
<a target="_blank" href="https://github.com/CMU-CREATE-Lab/deep-smoke-machine">Deep Learning Models and Dataset for Recognizing Industrial Smoke Emissions</a>.
Computer software.
</p>
</li>
</ol>
</div>
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<h2>Projects</h2>
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<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/smoke-labeling.png">
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<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text">Project RISE: Recognizing Industrial Smoke Emissions [O5, T13], 2018 - 2020</span><br>
I am developing a system that invites citizens to label videos with industrial smoke emissions.
As we gather more labels, they will be used to train a deep neural network for smoke detection, and we will design visualization for industrial pollution events.
(<a href="https://smoke.createlab.org/" target="_blank">website link</a>)
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/earthtime-editor.png">
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<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text">A Tool for Creating Interactive Stories on the EarthTime Timelapse [T10], 2018</span><br>
I worked in a team to develop a web-based tool that enables users to create, edit, and share
stories about nature changes and human impact on EarthTime, visualizing the transformation of
the EarthTime over three decades with images and datasets.
(<a href="https://earthtime.org" target="_blank">website link</a>)
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/smell-pgh.png">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2017/07/10/smell-pgh-a-mobile-application-to-crowdsource-and-visualize-pollution-odors/" target="_blank">Community-Empowered Mobile Smell Reporting System [C4, F2, T9, A6], 2017 - 2018</a></span><br>
I worked in a team to develop Smell Pittsburgh, a mobile application for citizens to report pollution odors to regulators.
A map visualizes the reports with air quality and wind data.
A machine learning model predicts odors and sends push notifications.
(<a href="http://smellpgh.org" target="_blank">website link</a>)
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/env-health-channel.png">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2017/08/31/environmental-health-channel-an-online-tool-for-visualizing-sensor-and-health-data/" target="_blank">Visualization Tool for Environmental Sensing and Public Health Data [P2, T5, T8], 2017</a></span><br>
I worked in a team to develop the Environmental Health Channel, an interactive web-based tool for visualizing health symptoms, particulate measurements, and personal stories from residents who are affected by oil and gas drilling development.
(<a href="http://envhealthchannel.org" target="_blank">website link</a>)
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/air-quality-monitor.png">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2017/02/02/community-empowered-air-quality-monitoring-system-acm-chi-2017-full-paper/" target="_blank">Community-Empowered Air Quality Monitoring System [C3, F3, A5], 2015 - 2016</a></span><br>
I worked with a community to develop an air quality monitoring system that integrates live camera data, sensing data, and smell reports.
The system uses computer vision to generate videos with smoke emissions, which serve as evidence of pollution for community advocacy.
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/timelapse-editor.png">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2016/05/14/a-web-based-large-scale-timelapse-editor-for-creating-and-sharing-guided-video-tours-and-interactive-slideshows-ieee-vis-2015-poster/" target="_blank">A Web-based Large-scale Timelapse Editor for Interactive Storytelling [P1, T7], 2014</a></span><br>
Based on the timelapse viewer, I developed a tool for users to create interactive slideshows or guided tours.
Users can embed or share the slideshows or tours on social media for telling interactive stories.
(<a href="http://timemachine.cmucreatelab.org/wiki/EarthEngineTourEditor" target="_blank">website link</a>)
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/timelapse-viewer.jpg">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2016/05/13/earth-timelaspe-viewer-visualizing-landsat-satellite-imagery-webby-peoples-voice-award-2014/" target="_blank">Earth Timelaspe Viewer Visualizing Landsat Satellite Imagery [F1, T7, A4], 2013</a></span><br>
I worked in a team to develop an Earth timelapse viewer, consisting of cloud-free mosaics of the planet with billions of pixels for decades.
The interactive viewer was released with Google and TIME.
(<a href="https://earthengine.google.com/timelapse/" target="_blank">link to Google Earth Engine</a>, <a href="http://world.time.com/timelapse/" target="_blank">link to TIME</a>)
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/simarch.png">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2016/05/11/simarch-a-multi-agent-system-for-human-path-simulation-in-architecture-design/" target="_blank">SimArch: A Multi-Agent System for Human Path Simulation [O2, T2], 2012</a></span><br>
SimArch uses Markov Decision Process to build a behavior model.
The model simulates mental states, target range detection, and collision prediction when agents behave in a museum.
SimArch outputs the prediction of how likely a person will occur in a location after simulation.
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/senseable-shoes.jpg">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2016/05/09/senseable-shoes-hands-free-and-eyes-free-mobile-interaction/" target="_blank">SENSEable Shoes: Hands-Free and Eyes-Free Mobile Interaction [T3], 2012</a></span><br>
SENSEable Shoes is a platform for interaction designers to create applications.
It recognizes low-level activities by measuring the weight distribution over the feet with sensors in the shoe pad.
A Support Vector Machine classifier identifies mobile activities and foot gestures.
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/drawolin.png">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2016/05/08/draw-o-lin-a-music-visualizer-for-violin/" target="_blank">Draw-o-lin: A Music Visualizer for Violin, 2011</a></span><br>
What does music look like?
Draw-o-lin is an interactive mobile robot visualizing music by drawing graphs on a paper according to various sound properties.
Violin performers control the robot by playing various pitches, alternating the volume, and changing the tempo.
</p>
</div>
</div>
<div class="flex-row">
<div class="flex-item flex-item-stretch flex-column">
<img class="image max-width-600" src="img/syntag.jpg">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text"><a href="https://lokeshbhati.wordpress.com/2016/05/12/syntag-a-web-based-platform-for-labeling-real-time-video-acm-cscw-2012-short-paper/" target="_blank">SynTag: A Web-Based Platform for Labeling Real-time Video [C2, C1, T1], 2010</a></span><br>
Users can label Good, Question, and Disagree tags in real or non-real time with visualization of time-stamp video previews on an interactive timeline.
SynTag creates thumbnails by using real-time tags for presenters to receive instant feedback and for others to retrieve videos.
</p>
</div>
</div>
<!--End Projects-->
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