<nodes> <node id="689054">  <title><![CDATA[Researchers Develop Biodegradable, Plant‑Based Packaging From Natural Fibers]]></title>  <uid>27469</uid>  <body><![CDATA[<div class="theconversation-article-body"><p><a href="https://scholar.google.com/citations?user=YpxchNkAAAAJ&amp;hl=en">Jie Wu</a>, an engineering graduate student, was studying a type of striking white beetle found in Southeast Asia and attempting to figure out how to mimic its brilliant color when an unexpected discovery upended the experiment.</p><p>Jie and I had been hoping to identify naturally occurring whitening pigments that could be used in paper and paints. The beetle’s white exoskeleton is made from a compound called chitin, which is a type of carbohydrate – one that is also commonly found in crab and lobster shells.</p><p>First, Jie extracted chitin nanofibers from crab shells obtained from food waste that are chemically the same as those found in the white beetles. But instead of creating a white material as intended, Jie produced dense, <a href="https://doi.org/10.1021/bm501416q">transparent films</a>. The nanofibers more readily assembled in tightly packed films than in the porous structures Jie desired.</p><figure class="align-right zoomable"><p><a href="https://images.theconversation.com/files/721546/original/file-20260303-57-g7dkdj.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip"><img alt="Two white beetles" src="https://images.theconversation.com/files/721546/original/file-20260303-57-g7dkdj.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=237&amp;fit=clip" srcset="https://images.theconversation.com/files/721546/original/file-20260303-57-g7dkdj.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=882&amp;fit=crop&amp;dpr=1 600w, https://images.theconversation.com/files/721546/original/file-20260303-57-g7dkdj.jpg?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=882&amp;fit=crop&amp;dpr=2 1200w, https://images.theconversation.com/files/721546/original/file-20260303-57-g7dkdj.jpg?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=882&amp;fit=crop&amp;dpr=3 1800w, https://images.theconversation.com/files/721546/original/file-20260303-57-g7dkdj.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=1109&amp;fit=crop&amp;dpr=1 754w, https://images.theconversation.com/files/721546/original/file-20260303-57-g7dkdj.jpg?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=1109&amp;fit=crop&amp;dpr=2 1508w, https://images.theconversation.com/files/721546/original/file-20260303-57-g7dkdj.jpg?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=1109&amp;fit=crop&amp;dpr=3 2262w" sizes="(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px"></a></p><figcaption><span class="caption">An attempt to mimic the striking white color of </span><em><span class="caption">Cyphochilus</span></em><span class="caption"> beetles led researchers to a unique discovery.</span> <a class="source" href="https://en.wikipedia.org/wiki/Cyphochilus#/media/File:Cyphochilus_beetles.jpg"><span class="attribution">Olimpia1lli/Wikimedia Commons</span></a><span class="attribution">, </span><a class="license" href="http://creativecommons.org/licenses/by-nc-nd/4.0/"><span class="attribution">CC BY-NC-ND</span></a></figcaption></figure><p>On a whim, Jie measured the rate at which oxygen passed through the film. The result was astonishing: The barrier allowed less oxygen through than many existing packaging plastics.</p><p>That serendipitous finding in 2014 shifted <a href="https://scholar.google.com/citations?user=3qOG6PUAAAAJ&amp;hl=en">my team</a> of engineering students’ focus from color to packaging. We asked whether natural materials could rival the performance of common plastics. In the years since, our team has used this discovery to create biodegradable films that offer a more sustainable and effective alternative to plastic packaging.</p><h2>Challenges of Plastic Packaging</h2><p>Plastic packaging is commonly used to protect food, pharmaceuticals and personal care products. These plastics keep out moisture and oxygen from the air, so products stay <a href="https://doi.org/10.1016/C2012-0-00246-3">fresh and safe</a>.</p><p>Most packaging has several layers that work together to keep air out, but these layers hinder reuse and recycling efforts. As a result, most of this plastic barrier packaging is discarded to landfills as single-use materials.</p><p>Many researchers have sought alternatives that are renewable, biodegradable or recyclable, yet just as effective. At Georgia Tech, my team of students and post-docs has spent more than a decade tackling this problem. This journey began with that beetle.</p><h2>Building a Better Barrier</h2><p><a href="https://www.britannica.com/science/chitin">Chitin</a> is widely available in food waste and mushrooms, and it is used in products such as water filters and wound dressing. However, our early attempts to scale up the film technology based on the beetle-inspired experiment failed.</p><p>In 2018, the team made an important leap forward by <a href="https://doi.org/10.1021/acssuschemeng.8b01536">using spray coating to create layers</a> of chitin and <a href="https://www.niehs.nih.gov/health/topics/agents/sya-nano">cellulose nanomaterials</a>. Cellulose, like chitin, <a href="https://www.britannica.com/science/cellulose">is a carbohydrate polymer</a> – a chain of repeating carbohydrate units – and it is obtained from plants. These abundant natural materials have opposite electric charges, which led to better barrier performance when we combined them than either material alone.</p><p>In this approach, the team sprayed down a layer of chitin, followed by a layer of cellulose. The opposite charges between the chitin and cellulose created a long-range attraction between them that binds the layers to create a dense interface.</p><p>Later, in collaboration with <a href="https://scholar.google.com/citations?user=BrXwtO4AAAAJ&amp;hl=en">Meisha Shofner</a>, a materials scientist, and <a href="https://me.gatech.edu/faculty/harris">Tequila Harris</a>, a mechanical engineer, other students showed these coatings could be applied with <a href="https://doi.org/10.1021/acsami.2c09925">scalable, roll-to-roll techniques</a>. Roll-to-roll coating methods are preferred in industry because the coatings are applied continuously to large rolls of a substrate material, such as paper or other biodegradable plastics.</p><figure><p><iframe width="440" height="260" src="https://www.youtube.com/embed/EBNyjJFB8Zc?wmode=transparent&amp;start=0" frameborder="0" allowfullscreen=""></iframe></p><figcaption><span class="caption">Roll-to-roll coating allows manufacturers to easily apply thin layers of coating to a base material, called a substrate.</span></figcaption></figure><p>Still, humidity posed a major challenge, limiting any real-world applications. Moisture swelled the film, allowing more oxygen to sneak through.</p><p>Then came another breakthrough. In 2024, another collaborator, <a href="https://scholar.google.com/citations?user=ZILIcOwAAAAJ&amp;hl=en">Natalie Stingelin</a>, and I discovered that two common food components resisted water vapor when combined: carboxymethylcellulose – which is found in ice cream, for example – and <a href="https://pubchem.ncbi.nlm.nih.gov/compound/Citric-Acid">citric acid</a>.</p><p>The result was a film that <a href="https://doi.org/10.1039/D4SU00425F">hindered the transmission of moisture</a>. The citric acid reacted with the cellulose to form cross-links, which are chemical junctions that bind the cellulose molecules. Once bound, they reduced the film’s moisture uptake.</p><p>We integrated this new discovery with the prior work by combining the citric acid and cellulose, and then casting this mixture as a freestanding film by coating it onto a substrate, such as chitin.</p><p>However, that formulation did not have strong oxygen barrier properties because it did not contain the highly crystalline cellulose nanomaterials from our first film. Our team’s most <a href="https://doi.org/10.1021/acsapm.5c02909">recent achievement</a>, from October 2025, combines the above innovations. As a result, we’ve created a bio-based film that is an excellent barrier to both oxygen and moisture.</p><figure class="align-center zoomable"><p><a href="https://images.theconversation.com/files/710006/original/file-20251220-56-gcunhe.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip"><img alt="A diagram showing a rectangle representing a biodegradable film, with an arrow deflecting off of it showing how it keeps out water vapor and oxygen. On the right is the film." src="https://images.theconversation.com/files/710006/original/file-20251220-56-gcunhe.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip" srcset="https://images.theconversation.com/files/710006/original/file-20251220-56-gcunhe.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=300&amp;fit=crop&amp;dpr=1 600w, https://images.theconversation.com/files/710006/original/file-20251220-56-gcunhe.png?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=300&amp;fit=crop&amp;dpr=2 1200w, https://images.theconversation.com/files/710006/original/file-20251220-56-gcunhe.png?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=300&amp;fit=crop&amp;dpr=3 1800w, https://images.theconversation.com/files/710006/original/file-20251220-56-gcunhe.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=377&amp;fit=crop&amp;dpr=1 754w, https://images.theconversation.com/files/710006/original/file-20251220-56-gcunhe.png?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=377&amp;fit=crop&amp;dpr=2 1508w, https://images.theconversation.com/files/710006/original/file-20251220-56-gcunhe.png?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=377&amp;fit=crop&amp;dpr=3 2262w" sizes="(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px"></a></p><figcaption><span class="caption">An oxygen and water vapor barrier film composed of blended cellulose and chitin.</span> <span class="attribution source">J. Carson Meredith</span></figcaption></figure><h2>Scaling Up Production</h2><p>When cast into thin films, these components self-organize into a dense structure that resists swelling with water vapor. Tests showed that <a href="https://doi.org/10.1021/acsapm.5c02909">even at 80% humidity</a> the film matched or outperformed common packaging plastics.</p><p>The materials are renewable, biodegradable and compostable. Our team has filed several patent applications, and we are working with industry partners to develop specific packaging uses.</p><p>One challenge that applications face is a limited supply of the bio-based components compared to the high volume of conventional plastics. Like any new material, it would take time for manufacturers to develop supply chains as the films begin to be used.</p><p>For example, the market demand for purified chitin is small right now, as it is used in niche applications, such as wound dressings and water filtration. Due to its variety of uses, packaging could increase that market demand.</p><p>The next challenge is scaling up from experimental films to industrial production, which would likely take several years. The team is exploring roll-to-roll coating techniques and working with industry partners to integrate these materials into existing packaging lines.</p><p>Policy and consumer demand will also play a role. As governments push for <a href="https://theconversation.com/why-stop-at-plastic-bags-and-straws-the-case-for-a-global-treaty-banning-most-single-use-plastics-109857">bans on single-use plastics</a> and companies set sustainability targets, bio-based films could become part of the solution.</p><p>The story of this breakthrough reminds me that science often advances through unexpected results. From a failed attempt to mimic a beetle’s color to a promising alternative to plastic, this research shows how curiosity can lead to solutions for some of our biggest challenges.<!-- Below is The Conversation's page counter tag. Please DO NOT REMOVE. --><img style="border-color:!important;border-style:none;box-shadow:none !important;margin:0 !important;max-height:1px !important;max-width:1px !important;min-height:1px !important;min-width:1px !important;opacity:0 !important;outline:none !important;padding:0 !important;" src="https://counter.theconversation.com/content/271262/count.gif?distributor=republish-lightbox-basic" alt="The Conversation" width="1" height="1" referrerpolicy="no-referrer-when-downgrade"><!-- End of code. If you don't see any code above, please get new code from the Advanced tab after you click the republish button. The page counter does not collect any personal data. More info: https://theconversation.com/republishing-guidelines --></p><p>&nbsp;</p><p><em>This article is republished from </em><a href="https://theconversation.com"><em>The Conversation</em></a><em> under a Creative Commons license. Read the </em><a href="https://theconversation.com/researchers-develop-biodegradable-plant-based-packaging-from-natural-fibers-new-research-271262"><em>original article</em></a><em>.</em></p></div>]]></body>  <author>Kristen Bailey</author>  <status>1</status>  <created>1773765383</created>  <gmt_created>2026-03-17 16:36:23</gmt_created>  <changed>1773938598</changed>  <gmt_changed>2026-03-19 16:43:18</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Jie Wu, an engineering graduate student, was studying a type of striking white beetle found in Southeast Asia and attempting to figure out how to mimic its brilliant color when an unexpected discovery upended the experiment.]]></teaser>  <type>news</type>  <sentence><![CDATA[Jie Wu, an engineering graduate student, was studying a type of striking white beetle found in Southeast Asia and attempting to figure out how to mimic its brilliant color when an unexpected discovery upended the experiment.]]></sentence>  <summary><![CDATA[<p>Jie Wu, an engineering graduate student, was studying a type of striking white beetle found in Southeast Asia and attempting to figure out how to mimic its brilliant color when an unexpected discovery upended the experiment.</p>]]></summary>  <dateline>2026-03-17T00:00:00-04:00</dateline>  <iso_dateline>2026-03-17T00:00:00-04:00</iso_dateline>  <gmt_dateline>2026-03-17 00:00:00</gmt_dateline>  <subtitle>    <![CDATA[]]>  </subtitle>  <sidebar><![CDATA[]]></sidebar>  <email><![CDATA[]]></email>  <location></location>  <contact><![CDATA[<h5>Author:</h5><p><a href="https://theconversation.com/profiles/j-carson-meredith-2540164">J. Carson Meredith</a>, Professor of Chemical and Biomolecular Engineering, <a href="https://theconversation.com/institutions/georgia-institute-of-technology-1310">Georgia Institute of Technology</a></p><h5>Media Contact:</h5><p>Shelley Wunder-Smith<br><a href="mailto:shelley.wunder-smith@research.gatech.edu"><strong>shelley.wunder-smith@research.gatech.edu</strong></a></p>]]></contact>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <media>          <item>679693</item>      </media>  <hg_media>          <item>          <nid>679693</nid>          <type>image</type>          <title><![CDATA[Plastic packaging fills up landfills – engineers are working on a bio-based alternative that could replace the kind shown here. tuk69tuk/iStock via Getty Images]]></title>          <body><![CDATA[<p>Plastic packaging fills up landfills – engineers are working on a bio-based alternative that could replace the kind shown here. <a href="https://www.gettyimages.com/detail/photo/white-plastic-bag-on-black-background-royalty-free-image/1211742906?phrase=plastic%2Bwrap">tuk69tuk/iStock via Getty Images</a></p>]]></body>                      <image_name><![CDATA[file-20260303-57-8ad4eq.jpg]]></image_name>            <image_path><![CDATA[/sites/default/files/2026/03/19/file-20260303-57-8ad4eq.jpg]]></image_path>            <image_full_path><![CDATA[http://hg.gatech.edu//sites/default/files/2026/03/19/file-20260303-57-8ad4eq.jpg]]></image_full_path>            <image_740><![CDATA[http://hg.gatech.edu/sites/default/files/styles/740xx_scale/public/sites/default/files/2026/03/19/file-20260303-57-8ad4eq.jpg?itok=Xt4gIjZP]]></image_740>            <image_mime>image/jpeg</image_mime>            <image_alt><![CDATA[Plastic packaging fills up landfills – engineers are working on a bio-based alternative that could replace the kind shown here. tuk69tuk/iStock via Getty Images]]></image_alt>                    <created>1773938347</created>          <gmt_created>2026-03-19 16:39:07</gmt_created>          <changed>1773938347</changed>          <gmt_changed>2026-03-19 16:39:07</gmt_changed>      </item>      </hg_media>  <related>          <link>        <url><![CDATA[https://theconversation.com/researchers-develop-biodegradable-plant-based-packaging-from-natural-fibers-new-research-271262]]></url>        <title><![CDATA[Read This Article on The Conversation]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="1237"><![CDATA[College of Engineering]]></group>          <group id="658168"><![CDATA[Experts]]></group>          <group id="1214"><![CDATA[News Room]]></group>          <group id="117301"><![CDATA[Renewable Bioproducts Institute]]></group>          <group id="372221"><![CDATA[Renewable Bioproducts Institute (RBI)]]></group>          <group id="1188"><![CDATA[Research Horizons]]></group>          <group id="1240"><![CDATA[School of Chemical and Biomolecular Engineering]]></group>          <group id="660398"><![CDATA[Sustainability Hub]]></group>      </groups>  <categories>      </categories>  <news_terms>      </news_terms>  <keywords>          <keyword tid="187915"><![CDATA[go-researchnews]]></keyword>      </keywords>  <core_research_areas>      </core_research_areas>  <news_room_topics>          <topic tid="71911"><![CDATA[Earth and Environment]]></topic>      </news_room_topics>  <files></files>  <related></related>  <userdata><![CDATA[]]></userdata></node><node id="688893">  <title><![CDATA[Sheepdogs Reveal a Better Way to Guide Robot Swarms]]></title>  <uid>27271</uid>  <body><![CDATA[<p>Sheepdogs, bred to control large groups of sheep in open fields, have demonstrated their skills in competitions dating back to the 1870s.</p><p>In these contests, a handler directs a trained dog with whistle signals to guide a small group of sheep across a field and sometimes split the flock cleanly into two groups. But sheep do not always cooperate.</p><p>Researchers at the Georgia Institute of Technology studied how handler–dog teams manage these unpredictable flocks in sheepdog trials and found principles that extend beyond livestock herding.</p><p>In a <a href="https://www.science.org/doi/10.1126/sciadv.adx6791"><strong>study</strong></a> published in <em>Science Advances&nbsp;</em>as the cover feature, the researchers applied those insights to computer simulations showing how similar strategies could improve the control of robot swarms, autonomous vehicles, AI agents, and other networked systems where many machines must coordinate their actions despite uncertain conditions.</p><p><strong>Group Movement Dynamics</strong></p><p>“Birds, bugs, fish, sheep, and many other organisms move in groups because it benefits individuals, including protection from predators,” said <a href="https://bhamla.gatech.edu/"><strong>Saad Bhamla</strong></a>, an associate professor in Georgia Tech’s School of Chemical and Biomolecular Engineering. “The puzzle is that the ‘group’ is not a single organism. It is built from many individuals, each making local, imperfect decisions.”</p><p>When a predator threatens a herd of sheep, individuals near the edge often move toward the center to reduce their own risk, Bhamla explained. “This is ‘selfish herd’ behavior,” he said. “Shepherds exploit that instinct using trained dogs.”</p><p>From examining hours of contest footage, the researchers found that controlling small groups of sheep can be harder than managing large ones. A larger group, with more sheep protected in the center, may behave more coherently than a small group as the animals constantly shift between two instincts: “follow the group” and “flee the dog.”</p><p>“That switching behavior makes the group unpredictable,” said Tuhin Chakrabortty, a former postdoctoral researcher in the Bhamla Lab who co-led the study.</p><p>Looking closely at how dogs and their handlers guide small groups, the researchers found that unpredictability in the flock’s behavior does not always make control harder. “Under the right conditions, that ‘noisy’ behavior might actually be a benefit,” Bhamla said.</p><p><strong>Successful Sheep Herding</strong></p><p>Sheepdog handlers categorize sheep by how strongly they respond to a dog’s threatening pressure. Some very responsive sheep might panic under too much pressure, while others might ignore mild pressure and require stronger positioning by the dog.</p><p>The researchers observed that successful control often followed a two-step pattern. First, the dog subtly influenced the sheep’s orientation while the animals were mostly standing still. Once the flock was aligned in the desired direction, the dog increased pressure to trigger movement. The timing of those actions was critical, because alignment within a small group could disappear quickly as individuals switched between instincts.</p><p>“In our simulations, increasing pressure makes the flock reach the desired orientation faster, but how long the flock stays aligned is set mainly by noise,” Chakrabortty said. “In essence, dogs can steer the direction, but they can’t hold that decision indefinitely, so timing matters.”</p><div><div><div><div><div><p><strong>Developing Computer Models</strong></p><p>To understand the broader implications of that behavior, the team developed computer models that captured how sheep respond both to the dog and to one another. The models allowed the researchers to test different strategies for guiding groups whose members make independent decisions under uncertainty.</p><p>They then applied those ideas to simulations of robotic swarms. Engineers often design such systems so that each robot blends signals from all nearby robots before deciding how to move. While that approach works well when signals are clear, it can break down when information is noisy or conflicting, Bhamla explained.</p></div></div></div></div></div><div><div><div><div><div><p>To explain why that switching strategy can work under noisy conditions, the researchers used an analogy of a smoke-filled room where only one person can see the exit, and no one knows who that person is. If everyone polls everyone else and averages the guesses, the one correct signal can get diluted by many noisy ones.</p><p>“That’s the counterintuitive part. When only one person has the right information, averaging can wash out the signal. But if you follow one person at a time, and keep switching who that is, the right information can spread through the crowd,” Bhamla said.</p><p>Building on that idea, the researchers tested a strategy inspired by the switching behavior they observed in sheep. In the simulations, each robot paid attention to just one source at a time (either a guiding signal or a neighboring robot) and switched that source from one step to the next.</p><p>Under noisy conditions, this switching strategy required less effort to keep the group moving along a desired path than either averaging-based strategies or fixed leader-follower strategies.</p><p>The researchers call their approach the Indecisive Swarm Algorithm. The name reflects a counterintuitive insight: allowing influence to shift among individuals over time can make groups easier to guide when conditions are uncertain.</p><p>“Our findings suggest that the same dynamics that make small animal groups unpredictable may also offer new ways to control complex engineered systems,” Bhamla said.</p><p>CITATION: Tuhin Chakrabortty and Saad Bhamla, “<a href="https://www.science.org/doi/10.1126/sciadv.adx6791"><strong>Controlling noisy herds: Temporal network restructuring improves control of indecisive collectives</strong></a>,” <em>Science Advances</em>, 2026</p><p><em>This research was funded in part by Schmidt Sciences as part of a </em><a href="https://news.gatech.edu/news/2025/09/16/saad-bhamla-named-2025-schmidt-polymath"><em>Schmidt Polymath</em></a><em> grant to Saad Bhamla.</em></p></div></div></div></div></div>]]></body>  <author>Brad Dixon</author>  <status>1</status>  <created>1773259186</created>  <gmt_created>2026-03-11 19:59:46</gmt_created>  <changed>1773330805</changed>  <gmt_changed>2026-03-12 15:53:25</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Georgia Tech researchers studying sheepdog trials found new principles for guiding unpredictable groups and used them to develop computer models that could improve coordination in robot swarms, autonomous vehicles, and other networked systems.]]></teaser>  <type>news</type>  <sentence><![CDATA[Georgia Tech researchers studying sheepdog trials found new principles for guiding unpredictable groups and used them to develop computer models that could improve coordination in robot swarms, autonomous vehicles, and other networked systems.]]></sentence>  <summary><![CDATA[<p>Georgia Tech researchers studying sheepdog trials found new principles for guiding unpredictable groups and used them to develop computer models that could improve coordination in robot swarms, autonomous vehicles, and other networked systems.</p>]]></summary>  <dateline>2026-03-11T00:00:00-04:00</dateline>  <iso_dateline>2026-03-11T00:00:00-04:00</iso_dateline>  <gmt_dateline>2026-03-11 00:00:00</gmt_dateline>  <subtitle>    <![CDATA[]]>  </subtitle>  <sidebar><![CDATA[]]></sidebar>  <email><![CDATA[braddixon@gatech.edu]]></email>  <location></location>  <contact><![CDATA[<p>Brad Dixon, <a href="mailto: braddixon@gatech.edu">braddixon@gatech.edu</a></p>]]></contact>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <media>          <item>679589</item>          <item>679590</item>          <item>679591</item>          <item>679584</item>          <item>679588</item>      </media>  <hg_media>          <item>          <nid>679589</nid>          <type>video</type>          <title><![CDATA[SMART Dogs herding sheep on a farm, looks like flock of bird pattern]]></title>          <body><![CDATA[<p>SMART Dogs herding sheep on a farm, looks like flock of bird pattern</p>]]></body>                      <youtube_id><![CDATA[_CjwqIX6C2I]]></youtube_id>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>            <vimeo_id><![CDATA[]]></vimeo_id>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>            <video_url><![CDATA[https://youtu.be/_CjwqIX6C2I?si=bfsxIT77-iAJCm-2]]></video_url>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>                    <created>1773260200</created>          <gmt_created>2026-03-11 20:16:40</gmt_created>          <changed>1773260200</changed>          <gmt_changed>2026-03-11 20:16:40</gmt_changed>      </item>          <item>          <nid>679590</nid>          <type>video</type>          <title><![CDATA[A dog herding sheep in a sheepdog trial]]></title>          <body><![CDATA[<p><em>A dog herding sheep in a sheepdog trial</em></p>]]></body>                      <youtube_id><![CDATA[cnPOXfUC8rc]]></youtube_id>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>            <vimeo_id><![CDATA[]]></vimeo_id>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>            <video_url><![CDATA[https://youtu.be/cnPOXfUC8rc?si=41jH8u3UQ_qjgqWn]]></video_url>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>                    <created>1773260676</created>          <gmt_created>2026-03-11 20:24:36</gmt_created>          <changed>1773260676</changed>          <gmt_changed>2026-03-11 20:24:36</gmt_changed>      </item>          <item>          <nid>679591</nid>          <type>video</type>          <title><![CDATA[ Controlling 'Noisy' Sheep Herds]]></title>          <body><![CDATA[<p>Controlling 'noisy' sheep herds</p>]]></body>                      <youtube_id><![CDATA[EMHmDPpe8HE]]></youtube_id>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>            <vimeo_id><![CDATA[]]></vimeo_id>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>            <video_url><![CDATA[https://youtu.be/EMHmDPpe8HE?si=_5DFsk_BafsIK78R]]></video_url>            <video_width><![CDATA[]]></video_width>            <video_height><![CDATA[]]></video_height>                    <created>1773260974</created>          <gmt_created>2026-03-11 20:29:34</gmt_created>          <changed>1773260974</changed>          <gmt_changed>2026-03-11 20:29:34</gmt_changed>      </item>          <item>          <nid>679584</nid>          <type>image</type>          <title><![CDATA[Sheepdog herding sheep]]></title>          <body><![CDATA[<p>Sheepdog herding in a sheepdog trial competition</p>]]></body>                      <image_name><![CDATA[sheepdog1.jpg]]></image_name>            <image_path><![CDATA[/sites/default/files/2026/03/11/sheepdog1.jpg]]></image_path>            <image_full_path><![CDATA[http://hg.gatech.edu//sites/default/files/2026/03/11/sheepdog1.jpg]]></image_full_path>            <image_740><![CDATA[http://hg.gatech.edu/sites/default/files/styles/740xx_scale/public/sites/default/files/2026/03/11/sheepdog1.jpg?itok=kTQiLGXI]]></image_740>            <image_mime>image/jpeg</image_mime>            <image_alt><![CDATA[Sheepdog herding sheep]]></image_alt>                    <created>1773259589</created>          <gmt_created>2026-03-11 20:06:29</gmt_created>          <changed>1773261394</changed>          <gmt_changed>2026-03-11 20:36:34</gmt_changed>      </item>          <item>          <nid>679588</nid>          <type>image</type>          <title><![CDATA[Sheeping herding resistant sheep]]></title>          <body><![CDATA[<p>Sheepdogs first align the flock’s direction, then apply pressure to trigger movement before the sheep lose alignment.</p>]]></body>                      <image_name><![CDATA[sheepdog2-copy.jpg]]></image_name>            <image_path><![CDATA[/sites/default/files/2026/03/11/sheepdog2-copy.jpg]]></image_path>            <image_full_path><![CDATA[http://hg.gatech.edu//sites/default/files/2026/03/11/sheepdog2-copy.jpg]]></image_full_path>            <image_740><![CDATA[http://hg.gatech.edu/sites/default/files/styles/740xx_scale/public/sites/default/files/2026/03/11/sheepdog2-copy.jpg?itok=5CXyEB8U]]></image_740>            <image_mime>image/jpeg</image_mime>            <image_alt><![CDATA[Sheepdog herding seep]]></image_alt>                    <created>1773259967</created>          <gmt_created>2026-03-11 20:12:47</gmt_created>          <changed>1773261607</changed>          <gmt_changed>2026-03-11 20:40:07</gmt_changed>      </item>      </hg_media>  <related>      </related>  <files>      </files>  <groups>          <group id="1188"><![CDATA[Research Horizons]]></group>          <group id="1240"><![CDATA[School of Chemical and Biomolecular Engineering]]></group>      </groups>  <categories>          <category tid="145"><![CDATA[Engineering]]></category>          <category tid="135"><![CDATA[Research]]></category>          <category tid="152"><![CDATA[Robotics]]></category>      </categories>  <news_terms>          <term tid="145"><![CDATA[Engineering]]></term>          <term tid="135"><![CDATA[Research]]></term>          <term tid="152"><![CDATA[Robotics]]></term>      </news_terms>  <keywords>          <keyword tid="667"><![CDATA[robotics]]></keyword>          <keyword tid="194958"><![CDATA[Sheepdogs]]></keyword>          <keyword tid="194959"><![CDATA[Herding]]></keyword>          <keyword tid="187915"><![CDATA[go-researchnews]]></keyword>      </keywords>  <core_research_areas>          <term tid="39521"><![CDATA[Robotics]]></term>      </core_research_areas>  <news_room_topics>      </news_room_topics>  <files></files>  <related></related>  <userdata><![CDATA[]]></userdata></node><node id="686196">  <title><![CDATA[Dickens Elected to Second Term as Atlanta Mayor]]></title>  <uid>27469</uid>  <body><![CDATA[<div><div><div><div><p>Georgia Tech alumnus Andre Dickens has been elected to a second term as Atlanta mayor.&nbsp;</p></div><div><p>Dickens was first elected mayor in 2021. Hallmarks of his first term have been establishing positive working relationships with state leadership, reducing violent crime rates, and building affordable housing. Under his leadership, the city also achieved an AAA bond rating, the highest in the city’s history.&nbsp;</p></div><div><p>Dickens previously served on the Atlanta City Council, beginning in 2013. He was also the chief development officer for TechBridge, a nonprofit that brings affordable technology and business expertise to other nonprofits. He became a member of its national board of directors upon his first election as mayor.&nbsp;</p></div><div><p>Dickens was a Georgia Tech staff member from 2010 to 2016, and he remains a steadfast supporter of the Institute, often returning for athletic and community events. His 2022 inauguration took place on campus at Bobby Dodd Stadium at Hyundai Field. The Mayor's Office of Technology and Innovation works closely with Georgia Tech in a shared goal of <a href="https://news.gatech.edu/features/2024/02/making-atlanta-top-5-tech-hub" rel="noreferrer noopener" target="_blank">making Atlanta a top-five tech hub</a>. &nbsp;</p></div><div><p>Dickens was named the <a href="https://news.gatech.edu/news/2025/01/09/yellow-jackets-named-among-most-influential-georgians">2025 Georgian of the Year</a> by <em>Georgia Trend</em> magazine. He was a Commencement speaker during Georgia Tech’s Spring 2022 ceremonies.&nbsp;</p></div><div><p>He is the second alumnus to serve as the city’s mayor, following Ivan Allen Jr., who served from 1962 to 1970. He holds a bachelor’s degree in chemical engineering from Georgia Tech and a Master of Public Administration degree from Georgia State University.&nbsp;</p></div></div></div></div>]]></body>  <author>Kristen Bailey</author>  <status>1</status>  <created>1762308433</created>  <gmt_created>2025-11-05 02:07:13</gmt_created>  <changed>1762351433</changed>  <gmt_changed>2025-11-05 14:03:53</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Andre Dickens is the second alumnus to serve as the city’s mayor, following the late Ivan Allen Jr. He holds a bachelor’s degree in chemical engineering from Georgia Tech.]]></teaser>  <type>news</type>  <sentence><![CDATA[Andre Dickens is the second alumnus to serve as the city’s mayor, following the late Ivan Allen Jr. He holds a bachelor’s degree in chemical engineering from Georgia Tech.]]></sentence>  <summary><![CDATA[<p>Andre Dickens is the second alumnus to serve as the city’s mayor, following the late Ivan Allen Jr. He holds a bachelor’s degree in chemical engineering from Georgia Tech.</p>]]></summary>  <dateline>2025-11-04T00:00:00-05:00</dateline>  <iso_dateline>2025-11-04T00:00:00-05:00</iso_dateline>  <gmt_dateline>2025-11-04 00:00:00</gmt_dateline>  <subtitle>    <![CDATA[]]>  </subtitle>  <sidebar><![CDATA[]]></sidebar>  <email><![CDATA[]]></email>  <location></location>  <contact><![CDATA[<p><a href="mailto:kristen.bailey@comm.gatech.edu">Kristen Bailey</a><br>Institute Communications</p>]]></contact>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <media>          <item>678545</item>      </media>  <hg_media>          <item>          <nid>678545</nid>          <type>image</type>          <title><![CDATA[Andre Dickens at his inauguration at Bobby Dodd Stadium at Hyundai Field in 2022. Photo by Allison Carter.]]></title>          <body><![CDATA[<p>Andre Dickens at his inauguration at Bobby Dodd Stadium at Hyundai Field in 2022. Photo by Allison Carter.</p>]]></body>                      <image_name><![CDATA[22C10205-P1-005-Web-Use---1-000px-Wide.jpg]]></image_name>            <image_path><![CDATA[/sites/default/files/2025/11/04/22C10205-P1-005-Web-Use---1-000px-Wide.jpg]]></image_path>            <image_full_path><![CDATA[http://hg.gatech.edu//sites/default/files/2025/11/04/22C10205-P1-005-Web-Use---1-000px-Wide.jpg]]></image_full_path>            <image_740><![CDATA[http://hg.gatech.edu/sites/default/files/styles/740xx_scale/public/sites/default/files/2025/11/04/22C10205-P1-005-Web-Use---1-000px-Wide.jpg?itok=do0H7HKl]]></image_740>            <image_mime>image/jpeg</image_mime>            <image_alt><![CDATA[Andre Dickens at his inauguration at Bobby Dodd Stadium at Hyundai Field in 2022. Photo by Allison Carter.]]></image_alt>                    <created>1762308946</created>          <gmt_created>2025-11-05 02:15:46</gmt_created>          <changed>1762308946</changed>          <gmt_changed>2025-11-05 02:15:46</gmt_changed>      </item>      </hg_media>  <related>          <link>        <url><![CDATA[https://www.ajc.com/news/2025/11/atlanta-voters-overwhelmingly-back-mayor-andre-dickens-for-second-term/]]></url>        <title><![CDATA[AJC: Atlanta Voters Overwhelmingly Back Mayor Andre Dickens for Second Term ]]></title>      </link>          <link>        <url><![CDATA[https://www.atlantaga.gov/government/mayor-s-office/meet-the-mayor]]></url>        <title><![CDATA[About the Mayor]]></title>      </link>          <link>        <url><![CDATA[https://news.gatech.edu/features/2022/02/legacy-unfolding]]></url>        <title><![CDATA[A Legacy Unfolding]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="1237"><![CDATA[College of Engineering]]></group>          <group id="1214"><![CDATA[News Room]]></group>          <group id="1240"><![CDATA[School of Chemical and Biomolecular Engineering]]></group>      </groups>  <categories>      </categories>  <news_terms>      </news_terms>  <keywords>      </keywords>  <core_research_areas>      </core_research_areas>  <news_room_topics>          <topic tid="71871"><![CDATA[Campus and Community]]></topic>      </news_room_topics>  <files></files>  <related></related>  <userdata><![CDATA[]]></userdata></node><node id="683111">  <title><![CDATA[Study: New AI Tool Deciphers Mysteries of Nanoparticle Motion in Liquid Environments ]]></title>  <uid>27271</uid>  <body><![CDATA[<div><div><div><div><div><p>Nanoparticles – the tiniest building blocks of our world – are constantly in motion, bouncing, shifting, and drifting in unpredictable paths shaped by invisible forces and random environmental fluctuations.&nbsp;</p><p>Better understanding their movements is key to developing better medicines, materials, and sensors. But observing and interpreting their motion at the atomic scale has presented scientists with major challenges.</p><p>However, researchers in Georgia Tech’s School of Chemical and Biomolecular Engineering (ChBE) have developed an artificial intelligence (AI) model that learns the underlying physics governing those movements.&nbsp;</p><p>The team’s research, <a href="https://www.nature.com/articles/s41467-025-61632-1">published</a> in <em>Nature Communications</em>, enables scientists to not only analyze, but also generate realistic nanoparticle motion trajectories that are indistinguishable from real experiments, based on thousands of experimental recordings.</p></div></div></div></div></div><div><div><div><div><div><p><strong>A Clearer Window into the Nanoworld</strong></p><p>Conventional microscopes, even extremely powerful ones, struggle to observe moving nanoparticles in fluids. And traditional physics-based models, such as Brownian motion, often fail to fully capture the complexity of unpredictable nanoparticle movements, which can be influenced by factors such as viscoelastic fluids, energy barriers, or surface interactions.</p><p>To overcome these obstacles, the researchers developed a deep generative model (called LEONARDO) that can analyze and simulate the motion of nanoparticles captured by liquid-phase transmission electron microscopy (LPTEM), allowing scientists to better understand nanoscale interactions invisible to the naked eye. Unlike traditional imaging, LPTEM can observe particles as they move naturally within a microfluidic chamber, capturing motion down to the nanometer and millisecond.</p><p>“LEONARDO allows us to move beyond observation to simulation,” said <a href="https://vidajamali.github.io/">Vida Jamali</a>, assistant professor and Daniel B. Mowrey Faculty Fellow in ChBE@GT. “We can now generate high-fidelity models of nanoscale motion that reflect the actual physical forces at play.&nbsp;LEONARDO helps us not only see what is happening at the nanoscale but also understand why.”</p><p>To train and test LEONARDO, the researchers used a model system of gold nanorods diffusing in water. They collected more than 38,000 short trajectories under various experimental conditions, including different particle sizes, frame rates, and electron beam settings. This diversity allowed the model to generalize across a broad range of behaviors and conditions.&nbsp;</p></div></div></div></div></div><div><div><div><p><strong>The Power of LEONARDO’s Generative AI</strong></p><p>What distinguishes LEONARDO is its ability to learn from experimental data while being guided by physical principles, said study lead author Zain Shabeeb, a PhD student in ChBE@GT. LEONARDO uses a specialized “loss function” based on known laws of physics to ensure that its predictions remain grounded in reality, even when the observed behavior is highly complex or random.</p><p>“Many machine learning models are like black boxes in that they make predictions, but we don’t always know why,” Shabeeb said. “With LEONARDO, we integrated physical laws directly into the learning process so that the model’s outputs remain interpretable and physically meaningful.”</p><p>LEONARDO uses a transformer-based architecture, which is the same kind of model behind many modern language AI applications. Like how a language model learns grammar and syntax, LEONARDO learns the "grammar" of nanoparticle movement, identifying hidden reasons for the ways nanoparticles interact with their environment.</p><p><strong>Future Impact</strong></p><p>By simulating vast libraries of possible nanoparticle motions, LEONARDO could help train AI systems that automatically control and adjust electron microscopes for optimal imaging, paving the way for “smart” microscopes that adapt in real time, the researchers said.</p><p>“Understanding nanoscale motion is of growing importance to many fields, including drug delivery, nanomedicine, polymer science, and quantum technologies,” Jamali said. “By making it easier to interpret particle behavior, LEONARDO could help scientists design better materials, improve targeted therapies, and uncover new fundamental insights into how matter behaves at small scales."</p><p>CITATION: Zain Shabeeb , Naisargi Goyal, Pagnaa Attah Nantogmah, and Vida Jamali, “<a href="https://www.nature.com/articles/s41467-025-61632-1">Learning the diffusion of nanoparticles in liquid phase TEM via physics-informed generative AI</a>,” <em>Nature Communications</em>, 2025.</p></div></div></div>]]></body>  <author>Brad Dixon</author>  <status>1</status>  <created>1752264360</created>  <gmt_created>2025-07-11 20:06:00</gmt_created>  <changed>1752521446</changed>  <gmt_changed>2025-07-14 19:30:46</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Researchers have developed an AI model that learns the underlying physics governing movements of nanoparticles]]></teaser>  <type>news</type>  <sentence><![CDATA[Researchers have developed an AI model that learns the underlying physics governing movements of nanoparticles]]></sentence>  <summary><![CDATA[<p>Researchers at Georgia Tech’s School of Chemical and Biomolecular Engineering have developed an AI model that uncovers the hidden physics behind the motion of nanoparticles—tiny particles constantly influenced by random forces. Understanding their movement is critical for advancing drug delivery, materials, and sensing technologies</p>]]></summary>  <dateline>2025-07-11T00:00:00-04:00</dateline>  <iso_dateline>2025-07-11T00:00:00-04:00</iso_dateline>  <gmt_dateline>2025-07-11 00:00:00</gmt_dateline>  <subtitle>    <![CDATA[]]>  </subtitle>  <sidebar><![CDATA[]]></sidebar>  <email><![CDATA[braddixon@gatech.edu]]></email>  <location></location>  <contact><![CDATA[<p>Brad Dixon, <a href="mailto:braddixon@gatech.edu">braddixon@gatech.edu</a></p>]]></contact>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <media>          <item>677402</item>          <item>677412</item>      </media>  <hg_media>          <item>          <nid>677402</nid>          <type>image</type>          <title><![CDATA[nanoparticles.jpeg]]></title>          <body><![CDATA[<p>Schematic showing nanoparticles in the microfluidic chamber of liquid-phase transmission electron microscopy</p>]]></body>                      <image_name><![CDATA[nanoparticles.jpeg]]></image_name>            <image_path><![CDATA[/sites/default/files/2025/07/11/nanoparticles_0.jpeg]]></image_path>            <image_full_path><![CDATA[http://hg.gatech.edu//sites/default/files/2025/07/11/nanoparticles_0.jpeg]]></image_full_path>            <image_740><![CDATA[http://hg.gatech.edu/sites/default/files/styles/740xx_scale/public/sites/default/files/2025/07/11/nanoparticles_0.jpeg?itok=lChaX__l]]></image_740>            <image_mime>image/jpeg</image_mime>            <image_alt><![CDATA[Schematic showing nanoparticles in the microfluidic chamber of liquid-phase transmission electron microscopy]]></image_alt>                    <created>1752264372</created>          <gmt_created>2025-07-11 20:06:12</gmt_created>          <changed>1752264372</changed>          <gmt_changed>2025-07-11 20:06:12</gmt_changed>      </item>          <item>          <nid>677412</nid>          <type>image</type>          <title><![CDATA[vida_image.jpg]]></title>          <body><![CDATA[<p>Vida Jamali, assistant professor in Georgia Tech's School of Chemical and Biomolecular Engineering</p>]]></body>                      <image_name><![CDATA[vida_image.jpg]]></image_name>            <image_path><![CDATA[/sites/default/files/2025/07/14/vida_image.jpg]]></image_path>            <image_full_path><![CDATA[http://hg.gatech.edu//sites/default/files/2025/07/14/vida_image.jpg]]></image_full_path>            <image_740><![CDATA[http://hg.gatech.edu/sites/default/files/styles/740xx_scale/public/sites/default/files/2025/07/14/vida_image.jpg?itok=yYReOdX-]]></image_740>            <image_mime>image/jpeg</image_mime>            <image_alt><![CDATA[Vida Jamali, assistant professor in Georgia Tech's School of Chemical and Biomolecular Engineering]]></image_alt>                    <created>1752521358</created>          <gmt_created>2025-07-14 19:29:18</gmt_created>          <changed>1752521358</changed>          <gmt_changed>2025-07-14 19:29:18</gmt_changed>      </item>      </hg_media>  <related>      </related>  <files>      </files>  <groups>          <group id="1188"><![CDATA[Research Horizons]]></group>          <group id="1240"><![CDATA[School of Chemical and Biomolecular Engineering]]></group>      </groups>  <categories>          <category tid="141"><![CDATA[Chemistry and Chemical Engineering]]></category>      </categories>  <news_terms>          <term tid="141"><![CDATA[Chemistry and Chemical Engineering]]></term>      </news_terms>  <keywords>          <keyword tid="187915"><![CDATA[go-researchnews]]></keyword>          <keyword tid="192863"><![CDATA[go-ai]]></keyword>      </keywords>  <core_research_areas>          <term tid="193655"><![CDATA[Artificial Intelligence at Georgia Tech]]></term>      </core_research_areas>  <news_room_topics>      </news_room_topics>  <files></files>  <related></related>  <userdata><![CDATA[]]></userdata></node><node id="682478">  <title><![CDATA[Flamingoes Use Their Feet and Mouths to Set Traps for Their Next Meal]]></title>  <uid>27560</uid>  <body><![CDATA[<div><div><div><div><div><p>A new study that better understands how a flamingo uses its mouth and stomp their feet while eating could lead to better water filtration systems.&nbsp;<br><br>The study found that the long-legged birds create mini tornadoes while eating upside down. Flamingoes do it by chomping their mandibles, bobbing their head up and down, and marching back and forth to push water into their mouth. &nbsp;</p></div></div></div></div></div><div><div><div><div><div><p>The bird is able to pick out its prey in the swirling vortices, even if the water is muddy or dirty.&nbsp;<br><br>Read the story and see a flamingo eating on the <a href="https://coe.gatech.edu/news/2025/05/flamingoes-use-their-feet-and-mouths-set-traps-their-next-meal">College of Engineering home page</a>.&nbsp;</p></div></div></div></div></div>]]></body>  <author>Jason Maderer</author>  <status>1</status>  <created>1747761799</created>  <gmt_created>2025-05-20 17:23:19</gmt_created>  <changed>1747764645</changed>  <gmt_changed>2025-05-20 18:10:45</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[A new study that better understands how flamingoes use their mouth and stomp their feet while eating could lead to better water filtration systems. ]]></teaser>  <type>news</type>  <sentence><![CDATA[A new study that better understands how flamingoes use their mouth and stomp their feet while eating could lead to better water filtration systems. ]]></sentence>  <summary><![CDATA[<p>A new study that better understands how flamingoes use their mouth and stomp their feet while eating could lead to better water filtration systems.&nbsp;<br><br>The study found that the long-legged birds create mini tornadoes while eating upside down. Flamingoes do it by chomping their mandibles, bobbing their head up and down, and marching back and forth to push water into their mouth. &nbsp;</p>]]></summary>  <dateline>2025-05-20T00:00:00-04:00</dateline>  <iso_dateline>2025-05-20T00:00:00-04:00</iso_dateline>  <gmt_dateline>2025-05-20 00:00:00</gmt_dateline>  <subtitle>    <![CDATA[The findings could inspire engineers to create more efficient filtration systems to fight pollution or toxic algae.]]>  </subtitle>  <sidebar><![CDATA[]]></sidebar>  <email><![CDATA[maderer@gatech.edu]]></email>  <location></location>  <contact><![CDATA[<p>Jason Maderer<br>College of Engineering&nbsp;<br>maderer@gatech.edu</p>]]></contact>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <media>          <item>677101</item>      </media>  <hg_media>          <item>          <nid>677101</nid>          <type>image</type>          <title><![CDATA[flamingo-head.jpg]]></title>          <body><![CDATA[]]></body>                      <image_name><![CDATA[flamingo-head.jpg]]></image_name>            <image_path><![CDATA[/sites/default/files/2025/05/20/flamingo-head_0.jpg]]></image_path>            <image_full_path><![CDATA[http://hg.gatech.edu//sites/default/files/2025/05/20/flamingo-head_0.jpg]]></image_full_path>            <image_740><![CDATA[http://hg.gatech.edu/sites/default/files/styles/740xx_scale/public/sites/default/files/2025/05/20/flamingo-head_0.jpg?itok=jmALNmy5]]></image_740>            <image_mime>image/jpeg</image_mime>            <image_alt><![CDATA[flamingo looking in water]]></image_alt>                    <created>1747762218</created>          <gmt_created>2025-05-20 17:30:18</gmt_created>          <changed>1747762218</changed>          <gmt_changed>2025-05-20 17:30:18</gmt_changed>      </item>      </hg_media>  <related>      </related>  <files>      </files>  <groups>          <group id="1237"><![CDATA[College of Engineering]]></group>          <group id="1214"><![CDATA[News Room]]></group>          <group id="1188"><![CDATA[Research Horizons]]></group>          <group id="1240"><![CDATA[School of Chemical and Biomolecular Engineering]]></group>      </groups>  <categories>      </categories>  <news_terms>      </news_terms>  <keywords>          <keyword tid="188776"><![CDATA[go-research]]></keyword>          <keyword tid="187915"><![CDATA[go-researchnews]]></keyword>      </keywords>  <core_research_areas>      </core_research_areas>  <news_room_topics>      </news_room_topics>  <files></files>  <related></related>  <userdata><![CDATA[]]></userdata></node></nodes>