healthcare

Millions of power wheelchair users are especially vulnerable to disease in hospitals and airports. By law, they are provided with porters who push them around the facility, often for hours at a time. This can become a serious flashpoint for transmission of pathogens such as COVID-19, risking the health of both vulnerable elderly passengers and the porters who assist them.To reduce this potentially fatal risk factor, a Harvard student has developed an autonomous wheelchair that eliminates the need for porters, freeing them to be re-deployed to more useful tasks.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1592840725471-maya_adventus_robotics_web.png">Maya Burhanpurkar co-founded a startup, Adventus Robotics, that enables autonomous power wheelchairs. (Photo provided by Maya Burhanpurkar)&nbsp;“Porters are human, so they often end up arriving late. In a study with Toronto General Hospital, in the imaging department alone, because of late arrival times over the course of one year, the hospital loses out on about $6 million due to machine idle time,” said Maya Burhanpurkar, A.B. ’21, a physics and computer science concentrator.By enabling autonomous power wheelchairs, the startup Burhanpurkar co-founded, <a href="https://www.adventusrobotics.com/" target="_blank">Adventus Robotics</a>, aims to make the way patients are moved around a hospital dramatically more efficient. Adventus Robotics won the gold medal in the commercial track in this year’s <a href="http://tech.seas.harvard.edu/past-winners" target="_blank">i3 Innovation Challenge</a>, sponsored by the <a href="http://tech.seas.harvard.edu/" target="_blank">Technology and Education Center</a> at the <a href="https://www.seas.harvard.edu/" target="_blank">Harvard John A. Paulson School of Engineering and Applied Sciences</a>.Helping to prevent the spread of a pandemic is a use case Burhanpurkar didn’t envision when she started working on this technology during a gap year at the University of Toronto before she arrived at Harvard.She and her colleagues developed a system that involves retrofitting an existing power wheelchair with a number of sensors, such as cameras, inertial measurement units, odometers, and Light Detection and Ranging (LiDAR) devices. Using data from those sensors, an artificial intelligence-driven software package enables the wheelchair to move autonomously based on user commands.“It is rarely good enough to have just one sensor. Different sensors have different noise profiles. Some will be really accurate after you turn them on and then slowly get less accurate. Others just consistently have some error, so there is a real art to fusing this data together,” she explained. “But if you are able to do that, you can make a map of your environment, and you can also, based on the wheelchair’s motion, simultaneously locate yourself within this map.”Adventus Robotics offers two different software packages. The first is a fully autonomous package for use in environments where the individual spends a lot of time, like the home. A caretaker pushes the wheelchair around the house to build a map of the environment, after which the user can command the system to move to any specific location, like the bathroom or kitchen.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1592840810577-adventus_robotics_team.jpg" style="width: 788px;" class="fr-fic fr-dib">The second package is designed to help users with particularly difficult navigational tasks, such as moving down a long corridor (which requires holding a joystick down for an extended period of time) or parking at a desk or dining table (where the proximity of obstacles presents a major challenge.) A user navigates a wheelchair into the general proximity of an obstacle—in front of a narrow doorway, for instance—and then the semi-autonomous system completes the navigational task.After spending years perfecting the software, and conducting dozens of tests of many different situations, Burhanpurkar said the time was right to launch the startup. She and her co-founders hope to work directly with hospitals, partner with major wheelchair manufacturers, and market their product directly to consumers.They were set to complete hospital pilot studies over the past few months, but the COVID-19 pandemic, and the burdens it has placed on the health care system, have put their plans on hold for now.But Burhanpurkar and her colleagues are continuing to speak with potential customers and plan additional validation studies in the future.The prospect of seeing this technology actually helping people is the driving force that pushes her through these tough times.“Four years ago, we were really still in the development stage. The chair worked really well, except in those few corner cases that were just really difficult to deal with. If you’d asked me then whether I thought this would be something that would be in the hands of consumers in the next decade, I would have said ‘maybe not’ because there seemed to be some pretty hefty technological challenges,” she said. “But we persevered. The most rewarding thing has been working on this for so long and finally coming up with something that can actually have an impact on the world.”

Harvard student has developed an autonomous wheelchair that eliminates the need for porters, freeing them to be re-deployed to more useful tasks.

Using AI to enable autonomous power wheelchairs

With the increased accessibility and democratization of technologies that allow for rapid design iteration and customization, such as 3D printing, more and more innovative groups are taking the initiative to reevaluate how the use of this technology can improve upon existing systems. One of these groups is DiveDesign, who is working to use 3D printing to optimize the process of creating custom full limb pet prosthetics. In this article, we share their story: from the partnerships they&rsquo;ve created, through the research and development that went into their new process, to the lives they&rsquo;ve changed along the way.&nbsp;<h2 dir="ltr">Identifying An Opportunity&nbsp;</h2><a href="https://www.divedesignco.com/" target="_blank">DiveDesign</a> is the creation of Adam Hecht and Alex Tholl, who started their product development studio while still in college. While they mainly offer their services such as design research and strategy, concept development, prototyping, engineering, and brand development, their shared interest in technology has expanded their business and outlook towards finding opportunities for leveraging technology to improve upon existing systems used to design products.The team discovered one of these opportunities through their introduction to Derrick Campana of <a href="https://bionicpets.org/" target="_blank">Bionic Pets</a>, a leading provider of animal orthotics and prosthetics. Campana has been creating animal orthotic and prosthetic devices since 2005, and has provided custom braces and prosthetics for thousands of animals throughout his career. From speaking with Campana, Hecht and Tholl learned of the frustrations involved with the current process of creating full limb prosthetic devices for dogs, which had the ability to become a large portion of Bionic Pet&rsquo;s business.&nbsp;Traditionally, to create a full limb prosthetic (when the dog is missing an entire front leg), a negative mold is created of the patient using 3M ACE style bandages that is hardened using Plaster of Paris. Then, plastic sheets are heated and bent around the negative mold. Afterwards, it is trimmed and finished, and the foam and leg hardware components are attached.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1589852049169-unnamed+%286%29.png">Traditional method of creating the full limb prosthetics&nbsp; Although Campana has refined the process of creating full limb prosthetics, there were still many areas for improvement. While creating a brace takes little less than 2 hours, the process of creating a full limb prosthetic can usually take up to 15-20 (depending on the size of the prosthetic), and oftentimes does not account for adjustments after test fitting.Hecht and Tholl realized that there was an opportunity to improve upon this process. Leaning on their experience with 3D printing and scanning, they partnered with Campana to create a new method for creating full limb pet prosthetics.&nbsp;<h2 dir="ltr">Designing A New Process</h2>Hecht and Tholl began with the idea that by 3D scanning the negative mold and using the scan to create a 3D-printable customized prosthetic model, the need for heating, bending and finishing the plastic sheets would be eliminated, saving hours of manual labor.In addition to saved time, there were other advantages to this new approach: by incorporating digital tools into the process, it was now easier to modify the prosthetic after test fitting if needed. Through 3D printing the prosthetic, there would be more options for materiality, which would allow the prosthetic to be optimized for comfort, breathability, and flexibility.&nbsp;Another goal for the new process was to allow the workload to be distributed within a team, which was not an option with the existing process. &ldquo;For example,&rdquo; Tholl explained, &ldquo;(in the past) if Derrick was too busy one week, no body jackets got made because he&rsquo;s the only one who can make them. With the new process, we wanted to be able to train a team to support the process.&rdquo;&nbsp;With this in mind, the team began testing their new approach. They started by 3D scanning the Plaster of Paris molds and manipulating the scans with preexisting CAD tools. It was after preparing multiple prosthetic models for printing with these tools that they realized the extensive amount of manual digital labor that it required. &ldquo;We knew that creating a digital tool to perform the same actions with minimal user input was the key to a sustainable model.&rdquo; stated Hecht.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1589852032851-pasted+image+0+%281%29.png">3D scanning a negative mold&nbsp; <img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1589852146357-pasted+image+0+%282%29.png">Development of the new algorithm&nbsp;This realization led them to partnering with Chris Landau of <a href="https://www.landau.design/" target="_blank">Landau Design + Technology&nbsp;</a>to create an algorithm specifically for generating prosthetic models from 3D scans to aid them in their process. Through this algorithm, it was possible to generate finalized 3D printable models of the prosthetics in a fraction of the time. It also allowed for further customization of each prosthetic through changing mount positions, thicknesses, and more.<h2 dir="ltr">Research &amp; Development</h2>With considerations towards cost, processing and printing time, and comfort, Hecht and Tholl designed and printed countless iterations of the prosthetics and worked with Landau to fine-tune the features of the algorithm. &ldquo;To be honest, the first design was us making sure we could even print something that could fit a large dog and be comfortable. Derrick at Bionic Pets sat with us for many hours going over the importances of support placement, sizing, flexibility, strength.&rdquo; Tholl recalled. &ldquo;Not only did we want the new design to be faster to make, we also wanted it to be a better product for the dog.&rdquo; Hecht added.The largest challenge throughout development came with finding a material to print the prosthetics with. &ldquo;We tried at least 10 different materials before landing on TPU,&rdquo; Tholl stated. TPU, or thermoplastic polyurethane, is a plastic known for its elasticity and high abrasion resistance. &ldquo;With this material we found the perfect combination of flex for comfort, and strength for support. It also enabled us to print a heavily ventilated pattern that enabled more breathability, unlike other materials that would have required being printed solid.&rdquo;&nbsp;<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1589852191030-pasted+image+0+%283%29.png">Prosthetic 3D printed with TPU &nbsp;Other characteristics of TPU that made it a good choice for printing the prosthetics were its microbial resistance, water resistance, and ability to be applied on or near the skin, which were important considerations when planning for the prolonged attachment to the patient.&nbsp;As with any thorough design development, it was important to validate that the product would function as intended for the end user, and meet all the necessary comfort and safety requirements. However, this user validation was unlike any DiveDesign had tackled in the past. &ldquo;It was tough because we had so many criteria to meet that would allow Derrick to approve our methods. Most importantly, we wanted to make sure that the fit was right. We were also looking to ensure that it moved with the dog and did not restrict them, was breathable and wouldn&rsquo;t cause discomfort, and it could withstand the expected wear and tear.&rdquo; explained Tholl.Fortunately, there were pet families who were willing to participate in the initial testing under Campana&rsquo;s supervision. This allowed DiveDesign to be confident that the prosthetics they were sending out to future patients were up to Campana&rsquo;s standards.&nbsp;One of these families were the owners of a dog named Hope, who volunteered to test one of the finalized prosthetics made through the new process. &ldquo;Hope&rsquo;s family really helped us to make sure what we were creating functioned in the way that it needed to, and Derrick was present digitally to watch and make sure his standards were being exceeded.&rdquo; Hecht explained.&nbsp;<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1589852229109-pasted+image+0+%284%29.png">Test fitting Hope&rsquo;s full limb prostheticThrough families like Hope&rsquo;s, the team was able to conduct invaluable testing that allowed them to confirm that their process produced a viable alternative to traditional prosthetics, as well as better understand the unique challenges that came with every patient.<h2 dir="ltr">Creating The Prosthetics</h2><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1589852304525-pasted+image+0+%285%29.png">Preparing prosthetics for shipment&nbsp;Once the process had been tested and verified,the recurring orders for full limb prosthetics that Bionic Pets was receiving could be fulfilled using the new 3D printing-centric process. To date, the team has completed over 30 orders for prosthetics, with more coming in every day. As they are fine-tuning the process, the partnership between DiveDesign, Campana, and Landau has remained crucial. The prosthetics are being closely monitored by Campana, and the algorithm is continuing to be developed under the guidance of Landau.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1589852731963-1241243123123.png">Fully assembled prosthetics &nbsp;While this endeavour has been a large undertaking for the team, the joy of seeing their prosthetics being used to change the lives of pets and their families has made it well worth it. &ldquo;Seeing (the pets&rsquo;) progress as they learn to move with the prosthetic..seeing them run for the first time, it&rsquo;s great to see.&rdquo; Hecht said. &ldquo;It&rsquo;s like an indescribable feeling. Never in a million years did we ever think we&rsquo;d be developing animal prosthetics using 3D printing.&rdquo; Tholl added.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1589852759499-12565474.png" style="width: 788px;" class="fr-fic fr-dib"><h2 dir="ltr">Looking To The Future</h2>As production of the prosthetics continues, the team is keeping their mind on expanding their operations. With the assistance of 3D printing service centers such as <a href="https://www.gcreate.com/" target="_blank">gCreate</a> in Brooklyn, NY, they are working to keep up with the large influx of orders they are receiving each month.&nbsp;For Hecht and Tholl, this project has inspired them to continue finding ways to use the technology they have available to them to solve problems and help others. &ldquo;We are excited to see where we will go from here, and what further applications for 3D printing we will find in the future.&rdquo; said Tholl.&nbsp;You can learn more about this project through<a href="https://www.divedesignco.com/work/bionic-pets" target="_blank">&nbsp;DiveDesign&rsquo;s</a> website, and by following <a href="https://www.instagram.com/divedesignco/?hl=en" target="_blank">DiveDesign</a> and <a href="https://www.instagram.com/bionicpets/?hl=en" target="_blank">Bionic Pets</a> on Instagram. You can also learn more about the story of two of their patients, Turbo Roo &amp; Thor, on Campana&rsquo;s new show <a href="https://www.byutv.org/player/8d089869-c4d2-40f2-a7b2-e718a216952e/wizard-of-paws-turbo-roo-thor" target="_blank">The Wizard of Paws</a> on BYUtv.&nbsp;<hr>References:<ul style="list-style-type: circle;"><li><a href="https://www.divedesignco.com/" target="_blank">https://www.divedesignco.com/</a></li><li><a href="https://bionicpets.org/" target="_blank">https://bionicpets.org/</a></li><li><a href="https://www.landau.design/" target="_blank">https://www.landau.design/</a></li><li><a href="https://www.byutv.org/player/8d089869-c4d2-40f2-a7b2-e718a216952e/wizard-of-paws-turbo-roo-thor" target="_blank">https://www.byutv.org/player/8d089869-c4d2-40f2-a7b2-e718a216952e/wizard-of-paws-turbo-roo-thor</a></li></ul>

A New Jersey-based product development studio has paired with an algorithm developer and one of the nation’s leading animal orthotists to optimize the process of creating full-limb pet prosthetics.

Utilizing 3D Printing To Create Pet Prosthetics

With advanced computer vision models and live public street cam video, a University of Michigan startup is tracking social distancing behaviors in real time at some of the most visited places in the world.<a href="https://pdi.voxel51.com/" target="_blank">Voxel51&rsquo;s new tool</a> shows&mdash;quite literally&mdash;an uptick in public gathering in Dublin on St. Patrick&rsquo;s Day, for example, and at New Jersey&rsquo;s Seaside Heights boardwalk during a recent weekend of unusually good weather.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1586440965050-VoxelCTA+%281%29.jpg">&quot;Innovation coming out of the startup world has been breathtaking. It feels like everyone in Silicon Valley and beyond is rising to the challenge, even if they don&rsquo;t have pockets as deep as Amazon and Google.&quot; &mdash;TechCrunch The tool uses the company&rsquo;s existing platform and underlying custom AI to continuously track vehicle, cyclist and pedestrian traffic at seven locations: Times Square; Abbey Road in London; Fremont Street in downtown Las Vegas; Seaside Heights in New Jersey; a beach in Ft. Lauderdale and intersections in Dublin and Prague. Several other locations are in beta, and more will be added soon.&nbsp;It assigns each place a &ldquo;physical distancing index,&rdquo; or PDI score, once every 15 minutes.Today, the researchers added information on case rates and death rates. They are in the process of adding additional curves to their graphs, such as weather.&ldquo;This pandemic is having an unprecedented impact on our daily lives and what we&rsquo;re trying to do is create a tool to improve public awareness,&rdquo; said&nbsp;<a href="https://web.eecs.umich.edu/~jjcorso/" target="_blank">Jason Corso</a>, professor of electrical and computer engineering at U-M and CEO of Voxel51, an Ann Arbor video analytics and data management company. &ldquo;The PDI score helps people understand and compare how the coronavirus is changing social behaviors over time and enables municipalities to visualize how they&rsquo;re doing from a public health perspective.&nbsp;&ldquo;Even though the virus is spreading, overall, we can see that the public response to the stay-at-home mandates has been rather dramatic and impressive.&rdquo;<iframe src="https://www.youtube.com/embed/SuS-ybvyTT4?&wmode=opaque" frameborder="0" allowfullscreen="" class="fr-draggable" style="width: 789px; height: 443px;"></iframe>While other projects are also tracking lockdown compliance, what&rsquo;s different about Voxel51&rsquo;s approach is that it&rsquo;s real-time, video-based and protects privacy. Data sources like mobile phones don&rsquo;t protect privacy and only offer approximate locations.On this new platform, viewers can click on a specific point in time on an individual city graph to see historic footage as well as additional details about policies such as school closures and stay-at-home orders.The graphs provide insights into the difficulty in limiting human activity in the face of good weather and special celebrations: Fort Lauderdale is one of the top destinations for students on spring break. &nbsp;As shown on the detailed graph for Florida, despite the governor issuing a public emergency Feb. 29, crowds were at all-time highs in early March, yet started to fall dramatically after the mayor closed bars and nightclubs March 17. And New York City&mdash;hit hardest by the pandemic&mdash;has a tough time keeping its 8 million tightly packed residents completely shuttered in.Voxel51 plans to add new locations regularly, as well as blog posts analyzing the data. The company is also accepting requests to add locations or specific installations of the system for local government and taxpayer usage. Views of different parks could help residents locate the least trafficked area to safely walk their dog, for example.The new curves, including those on case rates and death rates, could be illuminating as the pandemic continues.&ldquo;We expect to find rich information in the joint analysis of the physical distancing index and these other feeds,&rdquo; Corso said. &ldquo;There is even a chance that the PDI can feed into a predictive model for cities not yet greatly affected and the potential for a renewed outbreak next year.&rdquo;

Virtually visit (what should be) desolate intersections around the world during COVID-19.

Live public street cams are tracking social distancing

The human body is held together by an intricate cable system of tendons and muscles, engineered by nature to be tough and highly stretchable. An injury to any of these tissues, particularly in a major joint like the shoulder or knee, can require surgical repairs and weeks of limited mobility to fully heal.Now MIT engineers have come up with a tissue engineering design that may enable flexible range of motion in injured tendons and muscles during healing.The team has engineered small coils lined with living cells, that they say could act as stretchy scaffolds for repairing damaged muscles and tendons. The coils are made from hundreds of thousands of biocompatible nanofibers, tightly twisted into coils resembling miniature nautical rope, or yarn.The researchers coated the yarn with living cells, including muscle and mesenchymal stem cells, which naturally grow and align along the yarn, into patterns similar to muscle tissue. The researchers found the yarn&rsquo;s coiled configuration helps to keep cells alive and growing, even as the team stretched and bent the yarn multiple times.In the future, the researchers envision doctors could line patients&rsquo; damaged tendons and muscles with this new flexible material, which would be coated with the same cells that make up the injured tissue. The &ldquo;yarn&rsquo;s&rdquo; stretchiness could help maintain a patient&rsquo;s range of motion while new cells continue to grow to replace the injured tissue.&ldquo;When you repair muscle or tendon, you really have to fix their movement for a period of time, by wearing a boot, for example,&rdquo; says Ming Guo, assistant professor of mechanical engineering at MIT. &ldquo;With this nanofiber yarn, the hope is, you won&rsquo;t have to wearing anything like that.&rdquo;Guo and his colleagues published their results this week in the&nbsp;Proceedings of the National Academy of Sciences.&nbsp;His MIT co-authors are Yiwei Li, Yukun Hao, Satish Gupta, and Jiliang Hu. The team also includes Fengyun Guo, Yaqiong Wang, N&uuml; Wang, and Yong Zhao, of Beihang University.<h2>Stuck on gum</h2>The new nanofiber yarn was inspired in part by the group&rsquo;s&nbsp;<a href="http://news.mit.edu/2019/lobster-underbelly-tough-industrial-rubber-0219" target="_blank">previous work</a> on lobster membranes, where they found the crustacean&rsquo;s tough yet stretchy underbelly is due to a layered, plywood-like structure. Each microscopic layer contains hundreds of thousands of nanofibers, all aligned in the same direction, at an angle that is slightly offset from the layer just above and below.The nanofibers&rsquo; precise alignment makes each individual layer highly stretchable in the direction in which the fibers are arranged. Guo, whose work focuses on biomechanics, saw the lobster&rsquo;s natural stretchy patterning as an inspiration for designing artificial tissues, particularly for high-stretch regions of the body such as the shoulder and knee.Guo says biomedical engineers have embedded muscle cells in other stretchy materials such as hydrogels, in attempts to fashion flexible artificial tissues. However, while the hydrogels themselves are stretchy and tough, the embedded cells tend to snap when stretched, like tissue paper stuck on a piece of gum.&ldquo;When you largely deform a material like hydrogel, it will be stretched just fine, but the cells can&rsquo;t take it,&rdquo; Guo says. &ldquo;A living cell is sensitive, and when you stretch them, they die.&rdquo;<h2>Shelter in a slinky</h2>The researchers realized that simply considering the stretchability of a material would not be enough to design an artificial tissue. That material would also have to be able to protect cells from the severe strains produced when the material is stretched.The team looked to actual muscles and tendons for further inspiration, and observed that the tissues are made from strands of aligned protein fibers, coiled together to form microscopic helices, along which muscle cells grow. It turns out that, when the protein coils stretch out, the muscle cells simply rotate, like tiny pieces of tissue paper stuck on a slinky.Guo looked to replicate this natural, stretchy, cell-protecting structure as an artificial tissue material. To do so, the team first created hundreds of thousands of aligned nanofibers, using electrospinning, a technique that uses electric force to spin ultrathin fibers out from a solution of polymer or other materials. In this case, he generated nanofibers made from biocompatible materials such as cellulose.The team then bundled aligned fibers together and twisted them slowly to form first a spiral, and then an even tighter coil, ultimately resembling yarn and measuring about half a millimeter wide. Finally, they seeded live cells along each coil, including muscle cells, mesenchymal stem cells, and human breast cancer cells.The researchers then repeatedly stretched each coil up to six times its original length, and found that the majority of cells on each coil remained alive and continued to grow as the coils were stretched. Interestingly, when they seeded cells on looser, spiral-shaped structures made from the same materials, they found cells were less likely to remain alive. Guo says the structure of the tighter coils seems to &ldquo;shelter&rdquo; cells from damage.Going forward, the group plans to fabricate similar coils from other biocompatible materials such as silk, which could ultimately be injected into an injured tissue. The coils could provide a temporary, flexible scaffold for new cells to grow. Once the cells successfully repair an injury, the scaffold can dissolve away.&ldquo;We may be able to one day embed these structures under the skin, and the [coil] material would eventually be digested, while the new cells stay put,&rdquo; Guo says. &ldquo;The nice thing about this method is, it&rsquo;s really general, and we can try different materials. This may push the limit of tissue engineering a lot.&rdquo;

MIT engineers have designed coiled “nanoyarn,” shown as an artist’s interpretation here. The twisted fibers are lined with living cells and may be used to repair injured muscles and tendons while maintaining their flexibility.  Image: Felice Frankel

Twisted fibers coated with living cells could assist healing of injured muscles and tendons.

"Nanofiber yarn" makes for stretchy, protective artificial tissue

Researchers from North Carolina State University have developed a wearable, wireless sensor that can monitor a person&rsquo;s skin hydration for use in applications that need to detect dehydration before it poses a health problem. The device is lightweight, flexible and stretchable and has already been incorporated into prototype devices that can be worn on the wrist or as a chest patch.&nbsp;<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1578350871924-Zhu-hydration-sensors-SIDEBAR-400.jpg">The hydration sensors consist of two electrodes made of an elastic polymer composite that contains conductive silver nanowires.&ldquo;It&rsquo;s difficult to measure a person&rsquo;s hydration quantitatively, which is relevant for everyone from military personnel to athletes to firefighters, who are at risk of health problems related to heat stress when training or in the field,&rdquo; says John Muth, a professor of electrical and computer engineering at NC&nbsp;State and co-corresponding author of a paper describing the work.&ldquo;We have developed technology that allows us to track an individual&rsquo;s skin hydration in real time,&rdquo; says Yong Zhu, an associate professor of mechanical and aerospace engineering at NC&nbsp;State and co-corresponding author of the paper. &ldquo;Our sensor could be used to protect the health of people working in hot conditions, improve athletic performance and safety, and to track hydration in older adults or in medical patients suffering from various conditions. It can even be used to tell how effective skin moisturizers are for cosmetics.&rdquo;The sensor consists of two electrodes made of an elastic polymer composite that contains conductive silver nanowires. These electrodes monitor the electrical properties of the skin. Because the skin&rsquo;s electric properties change in a predictable way based on an individual&rsquo;s hydration, the readings from the electrodes can tell how hydrated the skin is.In lab testing using custom-made artificial skins with a broad range of hydration levels, the researchers found that the performance of the wearable sensor was not affected by ambient humidity. And the wearable sensors were just as accurate as a large, expensive, commercially available hydration monitor that operates on similar principles, but utilizes rigid wand-like probes.The researchers also incorporated the sensors into two different wearable systems: a wristwatch and an adhesive patch that can be worn on the chest. Both the watch and the patch wirelessly transmit sensor data to a program that can run on a laptop, tablet or smartphone. This means the data can be monitored by the user or by a designated third party &ndash; such as a doctor in a hospital setting, or an officer in a military setting.What&rsquo;s more, the sensor is relatively inexpensive.&ldquo;The commercially available monitor we tested our system against costs more than $8,000,&rdquo; says Shanshan Yao, a Ph.D. student at NC&nbsp;State and lead author of the paper. &ldquo;Our sensor costs about one dollar, and the overall manufacturing cost of the wearable systems we developed would be no more than a common wearable device, such as a Fitbit.&rdquo;The paper, &ldquo;<a href="http://onlinelibrary.wiley.com/doi/10.1002/adhm.201601159/abstract" target="_blank">A Wearable Hydration Monitor with Conformal Nanowire Electrodes</a>,&rdquo; is published in the journal&nbsp;Advanced Healthcare Materials. The paper was co-authored by Amanda Myers and Abhishek Malhotra, Ph.D. students at NC State; Feiyan Lin, a former graduate student at NC State; and Alper Bozkurt, an associate professor of electrical and computer engineering at NC State.

The new sensor, which tracks an individual’s skin hydration in real time, can be incorporated into a wearable patch. Photo credit: Shanshan Yao.

Researchers have developed a wearable, wireless sensor that can monitor a person’s skin hydration for use in applications that need to detect dehydration before it poses a health problem.

Researchers Develop Wearable, Low-Cost Sensor to Measure Skin Hydration

The human heart beats approximately 35 million times every year, pumping blood via four different heart valves. Unfortunately, &nbsp;in more four million people each year, these delicate tissues malfunction due to birth defects, age-related deteriorations, and infections causing cardiac valve disease.Today, clinicians use either artificial prostheses or fixed animal and cadaver-sourced tissues to replace defective valves. While these prostheses can restore the function of the heart for a while, they are associated with adverse comorbidity and wear down and need to be replaced during invasive and expensive surgeries. Moreover, in children, implanted heart valve prostheses need to be replaced even more often as they cannot grow with the child.A team lead by&nbsp;<a href="https://www.seas.harvard.edu/directory/kkparker" target="_blank">Kevin Kit Parker</a>, Tarr Family Professor of Bioengineering and Applied Physics at the<a href="http://www.seas.harvard.edu/" target="_blank">&nbsp;Harvard John A. Paulson School of Engineering and Applied Sciences&nbsp;</a>(SEAS), recently developed a nanofiber fabrication technique to rapidly manufacture heart valves with regenerative and growth potential.Parker is also a Core Faculty member of&nbsp;<a href="http://wyss.harvard.edu/" target="_blank">Wyss Institute for Biologically Inspired Engineering at Harvard University.</a>In a paper published in&nbsp;<a href="http://www.sciencedirect.com/science/article/pii/S0142961217302685" target="_blank">Biomaterials</a>, first author Andrew Capulli and colleagues fabricated a valve-shaped nanofiber network that mimics the mechanical and chemical properties of the native valve extracellular matrix (ECM). The team used the Parker lab&rsquo;s proprietary rotary jet spinning technology &ndash; in which a rotating nozzle extrudes an ECM solution into nanofibers that wrap themselves around heart valve-shaped mandrels.&ldquo;Our setup is like a very fast cotton candy machine that can spin a range of synthetic and natural occurring materials,&rdquo; said Parker. &ldquo;In this study, we used a combination of synthetic polymers and ECM proteins to fabricate biocompatible JetValves that are hemodynamically competent upon implantation and support cell migration and re-population&nbsp;in vitro. Importantly, we can make human-sized JetValves in minutes &ndash; much faster than possible for other regenerative prostheses.&rdquo;To further develop and test the clinical potential of JetValves, Parker&rsquo;s team partnered with the translational team of Simon P. Hoerstrup, at the University of Zurich. As a leader in regenerative heart prostheses, Hoerstrup and his team in Zurich previously developed regenerative, tissue-engineered heart valves to replace mechanical and fixed-tissue heart valves. In Hoerstrup&rsquo;s approach, human cells directly deposit a regenerative layer of complex ECM on biodegradable scaffolds shaped as heart valves and vessels. The living cells are then eliminated from the scaffolds resulting in an &ldquo;off-the-shelf&rdquo; human matrix-based prostheses ready for implantation.In the paper, the cross-disciplinary team successfully implanted JetValves in sheep using a minimally invasive technique and demonstrated that the valves functioned properly in the circulation and regenerated new tissue.&ldquo;In our previous studies, the cell-derived ECM-coated scaffolds could recruit cells from the receiving animal&rsquo;s heart and support cell proliferation, matrix remodeling, tissue regeneration, and even animal growth. While these valves are safe and effective, their manufacturing remains complex and expensive as human cells must be cultured for a long time under heavily regulated conditions. The JetValve&rsquo;s much faster manufacturing process can be a game-changer in this respect. If we can replicate these results in humans, this technology could have invaluable benefits in minimizing the number of pediatric re-operations,&rdquo; said Hoerstrup.

In rotary jet spinning technology, a rotating nozzle extrudes a solution of extracellular matrix (ECM) into nanofibers that wrap themselves around heart valve-shaped mandrels. By using a series of mandrels with different sizes, the manufacturing process becomes fully scalable and is able to provide JetValves for all age groups and heart sizes. (Photo courtesy of Wyss Institute at Harvard University)

Harvard and the University of Zurich partner to create a next-generation heart valve that accurately functions upon implantation and regenerates into long-lasting heart-like tissue

Engineering heart valves for the many

Spine deformities, such as idiopathic scoliosis and kyphosis (also known as &ldquo;hunchback&rdquo;), are characterized by an abnormal curvature in the spine. The children with these spinal deformities are typically advised to wear a brace that fits around the torso and hips to correct the abnormal curve. Bracing has been shown to prevent progression of the abnormal curve and avoid surgery. The underlying technology for bracing has not fundamentally changed in the last 50 years.&nbsp;<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1577273781287-joon_brace_v.4_2_web-sq.jpg">Robotic Spine Exoskeleton consists of two six-degrees-of-freedom parallel-actuated modules connected in series, each with six actuated limbs. Each module controls the translations/rotations or forces/moments of one ring in three dimensions with respect to the adjacent ring. <style type="text/css"></style><style type="text/css"></style>Video &amp; Images: Sunil Agrawal/Columbia Engineering&nbsp;While bracing can retard the progression of abnormal spine curves in adolescents, current braces impose a number of limitations due to their rigid, static, and sensor-less designs. In addition, users find them uncomfortable to wear and can suffer from skin breakdown caused by prolonged, excessive force. Moreover, the inability to control the correction provided by the brace makes it difficult for users to adapt to changes in the torso over the course of treatment, resulting in diminished effectiveness.To address these deficiencies, <a href="http://engineering.columbia.edu/" target="_blank">Columbia Engineering</a> researchers have invented a new Robotic Spine Exoskeleton (RoSE) that may solve most of these limitations and lead to new treatments for spine deformities. The RoSE is a dynamic spine brace that enabled the team to conduct the first study that looks at in vivo measurements of torso stiffness and characterizes the three-dimensional stiffness of the human torso. The <a href="http://ieeexplore.ieee.org/document/8328860/" target="_blank">study</a> was published online March 30 in <a href="http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=7333" target="_blank">IEEE Transactions of Neural Systems and Rehabilitation Engineering</a>.&ldquo;To our knowledge, there are no other studies on dynamic braces like ours. Earlier studies used cadavers, which by definition don&rsquo;t provide a dynamic picture,&quot; says the study&rsquo;s principal investigator <a href="https://engineering.columbia.edu/faculty/sunil-agrawal" target="_blank">Sunil Agrawal</a>, professor of mechanical engineering at Columbia Engineering and professor of rehabilitation and regenerative medicine at Columbia University Vagelos College of Physicians and Surgeons. &ldquo;The RoSE is the first device to measure and modulate the position or forces in all six degrees-of-freedom in specific regions of the torso. This study is foundational and we believe will lead to exciting advances both in characterizing and treating spine deformities.&rdquo;Developed in Agrawal&rsquo;s <a href="https://roar.me.columbia.edu/" target="_blank">Robotics and Rehabilitation (ROAR) Laboratory</a>, the RoSE consists of three rings placed on the pelvis, mid-thoracic, and upper-thoracic regions of the spine. The motion of two adjacent rings is controlled by a six-degrees-of-freedom parallel-actuated robot. Overall, the system has 12 degrees-of-freedom controlled by 12 motors. The RoSE can control the motion of the upper rings with respect to the pelvis ring or apply controlled forces on these rings during the motion. The system can also apply corrective forces in specific directions while still allowing free motion in other directions.<iframe src="https://www.youtube.com/embed/B1xL1OBUcl8?&wmode=opaque" frameborder="0" allowfullscreen="" class="fr-draggable" style="width: 1114px; height: 841px;"></iframe>Video&mdash;part of supplementary material that will be published with the paper&mdash;describes the design and fabrication process used in developing the Robotic Spine Exoskeleton.&nbsp;<style type="text/css"></style><style type="text/css"></style>Video &amp; Images: Sunil Agrawal/Columbia Engineering&nbsp;Eight healthy male subjects and two male subjects with spine deformities participated in the pilot study, which was designed to characterize the three-dimensional stiffness of their torsos. The researchers used the RoSE, to control the position/orientation of specific cross sections of the subjects&rsquo; torsos while simultaneously measuring the exerted forces/moments.The results showed that the three-dimensional stiffness of the human torso can be characterized using the RoSE and that the spine deformities induce torso stiffness characteristics significantly different from the healthy subjects. Spinal abnormal curves are three-dimensional; hence the stiffness characteristics are curve-specific and depend on the locations of the curve apex on the human torso.&ldquo;Our results open up the possibility for designing spine braces that incorporate patient-specific torso stiffness characteristics,&rdquo; says the study&rsquo;s co-principal investigator <a href="http://vesta.cumc.columbia.edu/ortho/facdb/profile/profile.php?id=ortho738" target="_blank">David P. Roye</a>, a spine surgeon and a professor of pediatric orthopedics at the <a href="http://www.cumc.columbia.edu/" target="_blank">Columbia University Irving Medical Center</a>. &ldquo;Our findings could also lead to new interventions using dynamic modulation of three-dimensional forces for spine deformity treatment.&rdquo;&ldquo;We built upon the principles used in conventional spine braces, i.e., to provide three-point loading at the curve apex using the three rings to snugly fit on the human torso,&rdquo; says the lead author Joon-Hyuk Park, who worked on this research as a PhD student and a team member at Agrawal&rsquo;s ROAR laboratory. &ldquo;In order to characterize the three-dimensional stiffness of the human torso, the RoSE applies six unidirectional displacements in each DOF of the human torso, at two different levels, while simultaneously measuring the forces and moments.&rdquo;While this first study used a male brace designed for adults, Agrawal and his team have already designed a brace for girls as idiopathic scoliosis is 10 times more common in teenage girls than boys. The team is actively recruiting girls with scoliosis in order to characterize how torso stiffness varies due to such a medical condition.&ldquo;Directional difference in the stiffness of the spine may help predict which children can potentially benefit from bracing and avoid surgery,&rdquo; says Agrawal.

Robotic Spine Exoskeleton consists of two six-degrees-of-freedom parallel-actuated modules connected in series, each with six actuated limbs. Each module controls the translations/rotations or forces/moments of one ring in three dimensions with respect to the adjacent ring. Video & Images: Sunil Agrawal/Columbia Engineering

Designed by Columbia Engineers, RoSE is first device to measure 3D stiffness of human torso, could lead to new treatments for children with spine deformities such as idiopathic scoliosis and kyphosis

First Dynamic Spine Brace-Robotic Spine Exoskeleton-Characterizes Spine Deformities

<a href="http://eas.caltech.edu/people/mgharib" target="_blank">Mory Gharib</a> (PhD &#39;83), the Hans W. Liepmann Professor of Aeronautics and Bioinspired Engineering in the Division of Engineering and Applied Science, and postdoctoral researcher Chris Roh (MS &#39;13, PhD &#39;17) studied Anisopteran dragonfly larvae, which live in water and both breathe and move by inhaling water, extracting oxygen from it, and then expelling the water back out through a tri-leaflet anal valve that is surprisingly similar in structure to tricuspid human heart valves.&nbsp;The larvae are able to control the retraction of each of the three leaves individually, and this, Gharib and Roh discovered, gives them fine control over the size and symmetry (or asymmetry) of the valve opening.&nbsp;&quot;The dragonfly larva is the only insect that uses jet propulsion to move and the only arthropod known to use reciprocal jetting&mdash;inhaling and exhaling through the same orifice&mdash;for underwater breathing,&quot; says Roh, the lead author of a paper on the larval jets that was published online by the journal Bioinspiration &amp; Biomimeticson May 30.&nbsp;To observe how the larvae directed the flow of water using the leaves on their anal valves, Gharib and Roh set up high-speed cameras around an aquarium filled with a colored dye and tethered 96 dragonfly larvae&mdash;one at a time&mdash;in front of the cameras using dental wax. They found that when the larvae retracted all three leaves, the water jet flows straight out, pushing the animals straight forward. Retracting just one or two leaves, on the other hand, results in an asymmetric flow, which the larvae use when breathing.&quot;The way the dragonfly larvae use their unique adaptation to control the jet direction has previously been overlooked,&quot; says Gharib, senior author of the paper. &quot;The asymmetry control by the larvae is an intriguing jet-vectoring mechanism, different from those of squids or salps that simply point their funnels or siphons in a desired direction.&quot;Like the anus of the dragonfly larvae, heart valves have two or three leaves (depending on the valve) that control the flow. Gharib and Roh intend to use what they have learned from the dragonflies to engineer a new prosthetic multi-leaf heart valve that can direct jets in specific directions that mimic natural blood flow emerging from the valve, which is never perfectly symmetric. Currently, the unnaturally symmetrical flow of blood emerging from prosthetic valves can cause blood clots to form or even be abrasive to the walls of blood vessels. To cope with this unintended side effect of prosthetic heart valves, patients typically must spend the rest of their lives taking blood-thinning medications.&nbsp;&quot;The current heart valve design is a one-size-fits-all, where no patient-specific design is considered, and this causes many post-transplant complications,&quot; Roh says. &quot;We believe that an intentionally off-centered opening of the heart valve to more closely match the patient&#39;s original blood flow will be an important design parameter that can be adjusted based on each patient&#39;s heart morphology.&quot;

Seen as a light-colored plume, water jets out from the back of a larval dragonfly. Credit: Chris Roh and Mory Gharib/Caltech

A new understanding of the mechanics of dragonfly larvae respiration and maneuvering could lead to the next generation of prosthetic heart valves, say Caltech engineers.

Dragonfly Larvae Inspire New Designs for Prosthetic Heart Valves

Implantation of a stent-like flow diverter can offer one option for less invasive treatment of brain aneurysms &ndash; bulges in blood vessels &ndash; but the procedure requires frequent monitoring while the vessels heal. Now, a multi-university research team has demonstrated proof-of-concept for a highly flexible and stretchable sensor that could be integrated with the flow diverter to monitor hemodynamics in a blood vessel without costly diagnostic procedures.The sensor, which uses capacitance changes to measure blood flow, could reduce the need for testing to monitor the flow through the diverter. Researchers, led by Georgia Tech, have shown that the sensor accurately measures fluid flow in animal blood vessels in vitro, and are working on the next challenge: wireless operation that could allow in vivo testing.&nbsp;<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1571290181747-sensor_9577.jpg" style="width: 766px;" class="fr-fic fr-dib">Woon-Hong Yeo, an assistant professor in Georgia Tech&rsquo;s George W. Woodruff School of Mechanical Engineering and Wallace H. Coulter Department of Biomedical Engineering, holds a flow sensor on a stent backbone. (Credit: John Toon, Georgia Tech)&nbsp;The research was reported July 18 in the journal ACS Nano and was supported by multiple grants from Georgia Tech&rsquo;s Institute for Electronics and Nanotechnology, the University of Pittsburgh and the Korea Institute of Materials Science.&nbsp;&ldquo;The nanostructured sensor system could provide advantages for patients, including a less invasive aneurysm treatment and an active monitoring capability,&rdquo; said&nbsp;<a href="http://www.me.gatech.edu/faculty/yeo" target="_blank">Woon-Hong Yeo</a>, an assistant professor in Georgia Tech&rsquo;s&nbsp;<a href="http://www.me.gatech.edu/" target="_blank">George W. Woodruff School of Mechanical Engineering</a> and&nbsp;<a href="http://www.bme.gatech.edu/" target="_blank">Wallace H. Coulter Department of Biomedical Engineering at Georgia Tech and Emory University</a>. &ldquo;The integrated system could provide active monitoring of hemodynamics after surgery, allowing the doctor to follow up with quantitative measurement of how well the flow diverter is working in the treatment.&rdquo;Cerebral aneurysms occur in up to five percent of the population, with each aneurysm carrying a one percent risk per year of rupturing, noted Youngjae Chun, an associate professor in the Swanson School of Engineering at the University of Pittsburgh. Aneurysm rupture will cause death in up to half of affected patients.&nbsp;Endovascular therapy using platinum coils to fill the aneurysm sac has become the standard of care for most aneurysms, but recently a new endovascular approach &ndash; a flow diverter &ndash; has been developed to treat cerebral aneurysms. Flow diversion involves placing a porous stent across the neck of an aneurysm to redirect flow away from the sac, generating local blood clots within the sac.&ldquo;We have developed a highly stretchable, hyper-elastic flow diverter using a highly-porous thin film nitinol,&rdquo; Chun explained. &ldquo;None of the existing flow diverters, however, provide quantitative, real-time monitoring of hemodynamics within the sac of cerebral aneurysm. Through the collaboration with Dr. Yeo&#39;s group at Georgia Tech, we have developed a smart flow-diverter system that can actively monitor the flow alterations during and after surgery.&rdquo; &nbsp;Repairing the damaged artery takes months or even years, during which the flow diverter must be monitored using MRI and angiogram technology, which is costly and involves injection of a magnetic dye into the blood stream. Yeo and his colleagues hope their sensor could provide simpler monitoring in a doctor&rsquo;s office using a wireless inductive coil to send electromagnetic energy through the sensor. By measuring how the energy&rsquo;s resonant frequency changes as it passes through the sensor, the system could measure blood flow changes into the sac.&ldquo;We are trying to develop a batteryless, wireless device that is extremely stretchable and flexible that can be miniaturized enough to be routed through the tiny and complex blood vessels of the brain and then deployed without damage,&rdquo; said Yeo. &ldquo;It&rsquo;s a very challenging to insert such electronic system into the brain&rsquo;s narrow and contoured blood vessels.&rdquo;<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1571290214140-sensor_0903.jpg" style="width: 753px;" class="fr-fic fr-dib">With gloved fingers for scale, a proof-of-concept flow sensor is shown here on a stent backbone. (Credit: Woon-Hong Yeo, Georgia Tech) The sensor uses a micro-membrane made of two metal layers surrounding a dielectric material, and wraps around the flow diverter. The device is just a few hundred nanometers thick, and is produced using nanofabrication and material transfer printing techniques, encapsulated in a soft elastomeric material.&ldquo;The membrane is deflected by the flow through the diverter, and depending on the strength of the flow, the velocity difference, the amount of deflection changes,&rdquo; Yeo explained. &ldquo;We measure the amount of deflection based on the capacitance change, because the capacitance is inversely proportional to the distance between two metal layers.&rdquo;Because the brain&rsquo;s blood vessels are so small, the flow diverters can be no more than five to ten millimeters long and a few millimeters in diameter. That rules out the use of conventional sensors with rigid and bulky electronic circuits.&ldquo;Putting functional materials and circuits into something that size is pretty much impossible right now,&rdquo; Yeo said. &ldquo;What we are doing is very challenging based on conventional materials and design strategies.&rdquo;The researchers tested three materials for their sensors: gold, magnesium and the nickel-titanium alloy known as nitinol. All can be safely used in the body, but magnesium offers the potential to be dissolved into the bloodstream after it is no longer needed.The proof-of-principle sensor was connected to a guide wire in the in vitro testing, but Yeo and his colleagues are now working on a wireless version that could be implanted in a living animal model. While implantable sensors are being used clinically to monitor abdominal blood vessels, application in the brain creates significant challenges.&ldquo;The sensor has to be completely compressed for placement, so it must be capable of stretching 300 or 400 percent,&rdquo; said Yeo. &ldquo;The sensor structure has to be able to endure that kind of handling while being conformable and bending to fit inside the blood vessel.&rdquo;

A proof-of-concept flow sensor is shown here on a stent backbone. (Credit: John Toon, Georgia Tech)

Implantation of a stent-like flow diverter can offer one option for less invasive treatment of brain aneurysms – bulges in blood vessels – but the procedure requires frequent monitoring while the vessels heal.

Integrated Sensor Could Monitor Brain Aneurysm Treatment

3D printed tracheal splints are shown around a model of a patient’s trachea. The splints are designed to be absorbed into the body, allowing for expansion of the trachea and bronchus. (Credit: Rob Felt, Georgia Tech)

Children’s Healthcare of Atlanta has performed Georgia’s first-ever procedure to place 3D-printed tracheal splints in a pediatric patient.

3D-Printed Tracheal Splints Used in Groundbreaking Pediatric Surgery

Rear view of the ankle-assisting exosuits with its soft robotic elements and the cable that transfers mechanical power from actuators operated from the hip to the ankle join. (Image courtesy of the Rolex Awards/Fred Merz)

A soft wearable robotic suit promotes normal walking in stroke patients, opening new approaches to gait re-training and rehabilitation

Post-stroke patients reach terra firma with exosuit technology

Flexible endoscopes can snake through narrow passages to treat difficult to reach areas of the body. However, once they arrive at their target, these devices rely on rigid surgical tools to manipulate or remove tissue. These tools offer surgeons reduced dexterity and sensing, limiting the current therapeutic capabilities of the endoscope.Now, researchers from the&nbsp;<a href="http://seas.harvard.edu/" target="_blank">Harvard John A. Paulson School of Engineering and Applied Sciences</a> and&nbsp;<a href="http://wyss.harvard.edu/" target="_blank">the Wyss Institute for Biologically Inspired Engineering</a> at Harvard University have developed a hybrid rigid-soft robotic arm for endoscopes with integrated sensing, flexibility, and multiple degrees of freedom. This arm &mdash; built using a manufacturing paradigm based on pop-up fabrication and soft lithography &mdash; lies flat on an endoscope until it arrives at the desired spot, then pops up to assist in surgical proceduresThe research is described in <a href="http://onlinelibrary.wiley.com/doi/10.1002/admt.201700135/full" target="_blank">Advanced Materials Technologies</a>.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1569906785018-ArmwithWritingWeb.jpg" style="width: 766px;" class="fr-fic fr-dib">Multi-articulated soft pop-up robotic arm. Concept of the system (left): An endoscope navigating in the GI tract and detail of the arm mounted at the tip of the endoscope. Soft pop-up arm (right) performing tissue counter-traction during an ex-vivo test on a porcine stomach (Image courtesy of Harvard University)Soft robots are so promising for surgical applications because they can match the stiffness of the body, meaning they won&rsquo;t accidentally puncture or tear tissue. However, at small scales, soft materials cannot generate enough force to perform surgical tasks.&ldquo;At the millimeter scale, a soft device becomes so soft that it can&rsquo;t damage tissue but it also can&rsquo;t manipulate the tissue in any meaningful way,&rdquo; said Tommaso Ranzani, a postdoctoral fellow at SEAS and the Wyss Institute and coauthor of the paper. &nbsp;&ldquo;That limits the application of soft microsystems for performing therapy. The question is, how can we develop soft robots that are still able to generate the necessary forces without compromising safety.&rdquo;Inspired by biology, the team developed a hybrid model that used a rigid skeleton surrounded by soft materials. The manufacturing method drew on previous work in origami-inspired, pop-up fabrication, developed by Robert Wood, the Charles River Professor of Engineering and Applied Sciences.Wood coauthored the paper and is a Core Faculty Member of the Wyss Institute. &nbsp;Previous pop-up manufacturing techniques &mdash; such as those used with the&nbsp;<a href="http://micro.seas.harvard.edu/research.html#flapping" target="_blank">Robobees</a> &mdash; rely on actuation methods that require high voltages or temperatures to operate, something that wouldn&rsquo;t be safe in a surgical tool directly manipulating biological tissues and organs.So, the team integrated soft actuators into the pop-up system.&nbsp;&ldquo;We found that by integrating soft fluidic microactuators into the rigid pop-up structures, we could create soft pop-up mechanisms that increased the performance of the actuators in terms of the force output and the predictability and controllability of the motion,&rdquo; said Sheila Russo, postdoctoral fellow at SEAS and Wyss and lead author of the paper. &ldquo;The idea behind this technology is basically to obtain the best of both worlds by combining soft robotic technologies with origami-inspired rigid structures. Using this fabrication method, we were able to design a device that can lie flat when the endoscope is navigating to the surgical area, and when the surgeon reaches the area they want to operate on, they can deploy a soft system that can safely and effectively interact with tissue.&rdquo;The soft actuators are powered by water. They are connected to the rigid components with an irreversible chemical bond, without the need of any adhesive. The team demonstrated the integration of simple capacitive sensing that can be used to measure forces applied to the tissue and to give the surgeon a sense of where the arm is and how it&rsquo;s moving. The fabrication method allows for bulk manufacturing, which is important for medical devices, and allows for increased levels of complexity for more sensing or actuation. Furthermore, all materials used are biocompatible. &nbsp;The arm is also equipped with a suction cup &mdash; inspired by octopus tentacles &mdash; to safely interact with tissue. The team tested the device ex vivo, simulating a complicated endoscopic procedure on pig tissue. The arm successfully manipulated the tissue safely.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1569906823020-ArmPigWeb.jpg" style="width: 688px;" class="fr-fic fr-dib"><div class="inline-image">Soft pop-up arm performing tissue counter-traction during an ex-vivo test on a porcine stomach (Image courtesy of Harvard University)</div>&ldquo;The ability to seamlessly integrate gentle yet effective actuation into millimeter-scale deployable mechanisms fits naturally with a host of surgical procedures,&rdquo; said Wood. &ldquo;We are focused on some of the more challenging endoscopic techniques where tool dexterity and sensor feedback are at a premium and can potentially make the difference between success and failure.&rdquo;The researchers demonstrated that the device could be scaled down to 1 millimeter, which would allow it to be used in even tighter endoscopic procedures, such as in lungs or the brain.Next, the researchers hope to test the device&nbsp;in vivo.&ldquo;Our technology paves the way to design and develop smaller, smarter, softer robots for biomedical applications,&rdquo; said Russo.

SEM images of the hybrid soft pop-up actuators. The image has been colored in post processing to differentiate between the soft (in yellow) and the rigid structure (in blue) (Image courtesy of the Wyss Institute at Harvard University)

Bioinspired approach combines pop-up fabrication with soft robotics

Smaller, smarter, softer robotic arm for endoscopic surgery

Compression therapy is a standard form of treatment for patients who suffer from venous ulcers and other conditions in which veins struggle to return blood from the lower extremities. Compression stockings and bandages, wrapped tightly around the affected limb, can help to stimulate blood flow. But there is currently no clear way to gauge whether a bandage is applying an optimal pressure for a given condition.Now engineers at MIT have developed pressure-sensing photonic fibers that they have woven into a typical compression bandage. As the bandage is stretched, the fibers change color. Using a color chart, a caregiver can stretch a bandage until it matches the color for a desired pressure, before, say, wrapping it around a patient&rsquo;s leg.The photonic fibers can then serve as a continuous pressure sensor &mdash; if their color changes, caregivers or patients can use the color chart to determine whether and to what degree the bandage needs loosening or tightening.&ldquo;Getting the pressure right is critical in treating many medical conditions including venous ulcers, which affect several hundred thousand patients in the U.S. each year,&rdquo; says Mathias Kolle, assistant professor of mechanical engineering at MIT. &ldquo;These fibers can provide information about the pressure that the bandage exerts. We can design them so that for a specific desired pressure, the fibers reflect an easily distinguished color.&rdquo;Kolle and his colleagues have published their results in the journal Advanced Healthcare Materials. Co-authors from MIT include first author Joseph Sandt, Marie Moudio, and Christian Argenti, along with J. Kenji Clark of the Univeristy of Tokyo, James Hardin of the United States Air Force Research Laboratory, Matthew Carty of Brigham and Women&rsquo;s Hospital-Harvard Medical School, and Jennifer Lewis of Harvard University.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1568994301001-single-fiber-stretch.gif" style="width: 766px;" class="fr-fic fr-dib">Natural inspirationThe color of the photonic fibers arises not from any intrinsic pigmentation, but from their carefully designed structural configuration. Each fiber is about 10 times the diameter of a human hair. The researchers fabricated the fiber from ultrathin layers of transparent rubber materials, which they rolled up to create a jelly-roll-type structure. Each layer within the roll is only a few hundred nanometers thick.In this rolled-up configuration, light reflects off each interface between individual layers. With enough layers of consistent thickness, these reflections interact to strengthen some colors in the visible spectrum, for instance red, while diminishing the brightness of other colors. This makes the fiber appear a certain color, depending on the thickness of the layers within the fiber.&ldquo;Structural color is really neat, because you can get brighter, stronger colors than with inks or dyes just by using particular arrangements of transparent materials,&rdquo; Sandt says. &ldquo;These colors persist as long as the structure is maintained.&rdquo;The fibers&rsquo; design relies upon an optical phenomenon known as &ldquo;interference,&rdquo; in which light, reflected from a periodic stack of thin, transparent layers, can produce vibrant colors that depend on the stack&rsquo;s geometric parameters and material composition. Optical interference is what produces colorful swirls in oily puddles and soap bubbles. It&rsquo;s also what gives peacocks and butterflies their dazzling, shifting shades, as their feathers and wings are made from similarly periodic structures.&ldquo;My interest has always been in taking interesting structural elements that lie at the origin of nature&rsquo;s most dazzling light manipulation strategies, to try recreating and employing them in useful applications,&rdquo; Kolle says.<img src="blob:https://www.wevolver.com/6c22c5d1-56bb-4ed0-a5ce-9b2933c079ca" style="width: 766px;" class="fr-fic fr-dib">A multilayered approachThe team&rsquo;s approach combines known optical design concepts with soft materials, to create dynamic photonic materials.While a postdoc at Harvard in the group of Professor Joanna Aizenberg, Kolle was inspired by the work of Pete Vukusic, professor of biophotonics at the University of Exeter in the U.K., on&nbsp;Margaritaria nobilis,&nbsp;a tropical plant that produces extremely shiny blue berries. The fruits&rsquo; skin is made up of cells with a periodic cellulose structure, through which light can reflect to give the fruit its signature metallic blue color.Together, Kolle and Vukusic sought ways to translate the fruit&rsquo;s photonic architecture into a useful synthetic material. Ultimately, they fashioned multilayered fibers from stretchable materials, and assumed that stretching the fibers would change the individual layers&rsquo; thicknesses, enabling them to tune the fibers&rsquo; color. The results of these first efforts were published in&nbsp;Advanced Materials in 2013.When Kolle joined the MIT faculty in the same year, he and his group, including Sandt, improved on the photonic fiber&rsquo;s design and fabrication. In their current form, the fibers are made from layers of commonly used and widely available transparent rubbers, wrapped around highly stretchable fiber cores. Sandt fabricated each layer using spin-coating, a technique in which a rubber, dissolved into solution, is poured onto a spinning wheel. Excess material is flung off the wheel, leaving a thin, uniform coating, the thickness of which can be determined by the wheel&rsquo;s speed.For fiber fabrication, Sandt formed these two layers on top of a water-soluble film on a silicon wafer. He then submerged the wafer, with all three layers, in water to dissolve the water-soluble layer, leaving the two rubbery layers floating on the water&rsquo;s surface. Finally, he carefully rolled the two transparent layers around a black rubber fiber, to produce the final colorful photonic fiber.&shy;&shy;Reflecting pressureThe team can tune the thickness of the fibers&rsquo; layers to produce any desired color tuning, using standard optical modeling approaches customized for their fiber design.&ldquo;If you want a fiber to go from yellow to green, or blue, we can say, &lsquo;This is how we have to lay out the fiber to give us this kind of [color] trajectory,&rsquo;&rdquo; Kolle says. &ldquo;This is powerful because you might want to have something that reflects red to show a dangerously high strain, or green for &lsquo;ok.&rsquo; We have that capacity.&rdquo;The team fabricated color-changing fibers with a tailored, strain-dependent color variation using the theoretical model, and then stitched them along the length of a conventional compression bandage, which they previously characterized to determine the pressure that the bandage generates when it&rsquo;s stretched by a certain amount.The team used the relationship between bandage stretch and pressure, and the correlation between fiber color and strain, to draw up a color chart, matching a fiber&rsquo;s color (produced by a certain amount of stretching) to the pressure that is generated by the bandage.<img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1568995401582-MIT-Bandage-Pressure-02.jpg" style="width: 766px;" class="fr-fic fr-dib">As the bandage is stretched, the fibers change color. Courtesy of the researchersTo test the bandage&rsquo;s effectiveness, Sandt and Moudio enlisted over a dozen student volunteers, who worked in pairs to apply three different compression bandages to each other&rsquo;s legs: a plain bandage, a bandage threaded with photonic fibers, and a commercially-available bandage printed with rectangular patterns. This bandage is designed so that when it is applying an optimal pressure, users should see that the rectangles become squares.Overall, the bandage woven with photonic fibers gave the clearest pressure feedback. Students were able to interpret the color of the fibers, and based on the color chart, apply a corresponding optimal pressure more accurately than either of the other bandages.The researchers are now looking for ways to scale up the fiber fabrication process. Currently, they are able to make fibers that are several inches long. Ideally, they would like to produce meters or even kilometers of such fibers at a time.&ldquo;Currently, the fibers are costly, mostly because of the labor that goes into making them,&rdquo; Kolle says. &ldquo;The materials themselves are not worth much. If we could reel out kilometers of these fibers with relatively little work, then they would be dirt cheap.&rdquo;Then, such fibers could be threaded into bandages, along with textiles such as athletic apparel and shoes as color indicators for, say, muscle strain during workouts. Kolle envisions that they may also be used as remotely readable strain gauges for infrastructure and machinery.&ldquo;Of course, they could also be a scientific tool that could be used in a broader context, which we want to explore,&rdquo; Kolle says.

Engineers at MIT have developed pressure-sensing photonic fibers that they have woven into a typical compression bandage  Courtesy of the researchers

Bandage is threaded with photonic fibers that change color to signal pressure level.

Engineers design color-changing compression bandage

Autonomous Mobile Robots employed for material handling; Credits: Teradyne

This article offers an in-depth view of AMR robots, their underlying technology, and applications crucial in today's rapidly evolving technological landscape.

Understanding AMR Robots: A Comprehensive Guide

This is the 2nd article in a 3 part series featuring the applications of tinyML. The series introduces the concept of tinyML and explains some selected applications of the technology in various fields like sustainability, healthcare and education.By adopting digital advancements, healthcare providers are updating their services to improve them and make them accessible to more people. 5G networks, Augmented Reality (AR) &amp; Virtual Reality (VR), Wearables, Digital Twins, and many more technologies are enabling this digital transformation.One such technology with great potential in ensuring healthy lives and well-being for all is tinyML. The concept is a crossover between Artificial Intelligence (AI) and embedded systems that involves developing solutions that bring Machine Learning (ML) capabilities to edge devices. Benefits include privacy, affordability, low-power utilisation, the ability to work in remote locations, and a lot more.In our <a href="https://www.wevolver.com/article/tinyml" target="_blank">previous article</a> about the applications of tinyML, we explained how it unlocks new possibilities for sustainable development technologies. This article continues the series by showcasing two more applications of tinyML for medical research and improved healthcare.<h2 dir="ltr">MaRTiny: a tinyML solution for extreme heat sensing for urban climate science</h2>As a direct effect of global warming, summers are getting warmer. [1] This disruption of the natural balance poses a risk to all living entities on the planet. Higher temperatures are known to cause a degradation in the air quality and induce severe health-related issues like heat strokes. Looking at the data of weather-related fatalities in America, heat is the single most significant cause of weather-related deaths over the last 30 years, surpassing floods and storms. [2]But it’s not just the ambient temperature that causes discomfort. It’s the Mean Radiant Temperature (MRT) which accounts for the influence of all the surfaces in the surrounding that ultimately determines the occupant’s comfort. Often, the effect of roads, buildings and other entities has an adverse effect on the MRT, creating a complex problem intersecting health and urban infrastructure.To aid the collection of information related to the MRT, a tinyML solution called MaRTiny was developed by researchers from Arizona State University (ASU). It is a $200 low-cost mobile platform for bio-metrological sensing.<img src="https://images.wevolver.com/eyJidWNrZXQiOiJ3ZXZvbHZlci1wcm9qZWN0LWltYWdlcyIsImtleSI6ImZyb2FsYS8xNjQyNTE3MzYxNzgyLTE2NDI1MTczNjE3ODIucG5nIiwiZWRpdHMiOnsicmVzaXplIjp7IndpZHRoIjo5NTAsImZpdCI6ImNvdmVyIn19fQ==" width="720" height="297" id="isPasted" class="fr-fic fr-dii" alt="MaRTiny-tech-stack">The tech stack of the MaRTiny platformThe list of sensors embedded on the device include:<ul><li dir="ltr">Ambient temperature sensor</li><li dir="ltr">Globe temperature sensor for sensing the radiant heat</li><li dir="ltr">Humidity sensor</li><li dir="ltr">Ultra Violet (UV) sensor</li><li dir="ltr">Anemometer for measuring wind speed and direction.</li></ul>The platform uses an <a href="https://www.wevolver.com/profile/arduino.pro" target="_blank">Arduino</a> Uno to collect the data and a NodeMCU to provide it with the electronic infrastructure required for wireless data communication. At the core of the system is the Nvidia Jetson Nano development board that provides MaRTiny with the power to run tinyML algorithms.<img src="https://images.wevolver.com/eyJidWNrZXQiOiJ3ZXZvbHZlci1wcm9qZWN0LWltYWdlcyIsImtleSI6ImZyb2FsYS8xNjQyNTE3NDcxMTAyLU5WSURJQV9KZXRzb25fTmFub19EZXZlbG9wZXJfS2l0Xyg0MDY1MDQyNTUwMykuanBnIiwiZWRpdHMiOnsicmVzaXplIjp7IndpZHRoIjo5NTAsImZpdCI6ImNvdmVyIn19fQ==" style="width: 300px;" class="fr-fic fr-dib" alt="nvidia-jetson-nano-development-board">The Nvidia Jetson Nano development board provides MaRTiny with image processing and ML capabilitiesJetson Nano, with its Camera Serial Interface (CSI), can connect with a camera for shadow detection, object detection and people-in-shade detection. Jetson’s ARM Cortex A57 MPcore, 128 <a href="https://www.wevolver.com/article/understanding-nvidia-cuda-cores-a-comprehensive-guide">CUDA core</a> Maxwell GPU coupled with 4 GB RAM is just enough to offer advanced ML capabilities on edge.The task of MRT estimation was formulated as a supervised learning problem by the inventors that required a lot of true data for training. This true data was collected with the help of a previously developed, larger and more expensive MRT detecting system going by the name of MaRTy. [3]&nbsp;<img src="https://images.wevolver.com/eyJidWNrZXQiOiJ3ZXZvbHZlci1wcm9qZWN0LWltYWdlcyIsImtleSI6ImZyb2FsYS8xNjQyNTE3NTMzMzM5LTE1MDB4NTAwLmpwZyIsImVkaXRzIjp7InJlc2l6ZSI6eyJ3aWR0aCI6OTUwLCJmaXQiOiJjb3ZlciJ9fX0=" style="width: 300px;" class="fr-fic fr-dib" alt="MaRTiny-MaRTy">MaRTiny aims to offer similar functionality as that of MaRTy (in the image) at just 1% of the price. Image source: @ASUMaRTy, TwitterIt was observed that a Support Vector Machine (SVM) with a Radial Basis Function (RBF) kernel achieved the highest accuracy with the MaRTiny. The method being computationally light, offered an easy way of deployment on Jetson. To improve the estimations, both SVM and Artificial Neural Network (ANN) models were utilised and trained with data collected via sensors. [4]For privacy, the images taken by MaRTiny are not stored in the cloud or even in the device’s memory. It automatically discards personally identifiable information (PII) before reporting anything back to the servers, which is central to the idea of tinyML and a must-have feature for public deployment.<img src="https://images.wevolver.com/eyJidWNrZXQiOiJ3ZXZvbHZlci1wcm9qZWN0LWltYWdlcyIsImtleSI6ImZyb2FsYS8xNjQyNTE3NTc1MjI0LWltYWdlNy5wbmciLCJlZGl0cyI6eyJyZXNpemUiOnsid2lkdGgiOjk1MCwiZml0IjoiY292ZXIifX19" style="width: 300px;" class="fr-fic fr-dib" alt="MaRTiny-setup">The experimental setup of MaRTinyThe tinyML solution, MaRTiny, can provide crucial insights related to weather conditions and the utilisation of shades and space by the public. Multiple MaRTiny devices can be installed across the city to gather valuable data for architecture and town planning.<h2 dir="ltr">Pneumonia Detection using Embedded Machine Learning</h2>Pneumonia is a respiratory infection caused by viruses, bacterias and fungi. According to the World Health Organisation (WHO) data, it is estimated that as much as 22% of all deaths in children aged from 1 to 5 is due to pneumonia. Bacteria induced pneumonia can be treated with antibiotics and other low-cost and low-tech medical facilities if detected at the right time. [5]Chest X-ray, blood oxygen levels and Complete Blood Count (CBC) are used to detect pneumonia which is time-consuming. Doctors manually review the chest X-ray and decide if the person is infected, which is sometimes inaccurate and requires an automated solution with better accuracy. This is the idea behind the tinyML solution that we are about to discuss in this section.Arijit Das, a 15-year-old tinyML enthusiast, has developed a tinyML model using the <a href="https://www.wevolver.com/profile/edge.impulse" target="_blank">Edge Impulse</a> platform to detect pneumonia from chest X-rays. The model can be deployed on single board development platforms like Raspberry Pi 4, Sony Supersense and a few other devices. With just the main board, a camera shield and the Edge Impulse tinyML model, the tiny setup can detect pneumonia in under a minute which is phenomenal considering the fact that it takes anywhere between 1 to 4 days for detection by manual inspection.<img src="https://images.wevolver.com/eyJidWNrZXQiOiJ3ZXZvbHZlci1wcm9qZWN0LWltYWdlcyIsImtleSI6ImZyb2FsYS8xNjQyNTE3NzA0Nzk2LVJhc3BiZXJyeV9QaV80X01vZGVsX0JfLV9TaWRlLmpwZyIsImVkaXRzIjp7InJlc2l6ZSI6eyJ3aWR0aCI6OTUwLCJmaXQiOiJjb3ZlciJ9fX0=" style="width: 300px;" class="fr-fic fr-dib" alt="Raspberry-Pi-4">Credit card-sized single-board computers like Raspberry Pi come with enough compute power to run optimised tinyML algorithmsThe tinyML model doesn’t require internet connectivity to work and offers an accuracy of over 80%, which is far better compared to manual inspection. This can prove to be quite helpful in largely affected regions like Sub-Saharan Africa and South Asia, where a huge number of examinations need to be conducted related to the same disease.&nbsp;At the time of writing this article, the project is fully functional and has been clinically tested by over 10 doctors in a local survey conducted by the inventor. The project is available on <a href="https://github.com/Pneumonia-Detection-using-EdgeML" target="_blank">GitHub</a> for everyone to try, test and contribute. [6]<h2 dir="ltr">Conclusion</h2>It’s the third year into the pandemic, and the emphasis on healthcare research is more than ever. Introducing technologies that can work with little power and no network connectivity at an affordable price in healthcare can save several lives. Leveraging interdisciplinary technologies like tinyML is the way forward to a safer and healthier future.About tinyML FoundationWith its workshops, webinars, expert talks, research conferences, competitions, and a plethora of other events, tinyML Foundation enables students, researchers, and industry personnel to come together and share their experiences about the technology. It is the incredibly collaborative nature of the community that allows it to advance rapidly.<img src="https://images.wevolver.com/eyJidWNrZXQiOiJ3ZXZvbHZlci1wcm9qZWN0LWltYWdlcyIsImtleSI6ImZyb2FsYS8xNjQyNTE3NzY5MDkxLWV5SmlkV05yWlhRaU9pSjNaWFp2YkhabGNpMXdjbTlxWldOMExXbHRZV2RsY3lJc0ltdGxlU0k2SW1aeWIyRnNZUzh4TmpNMk9UZ3lNVEUwT1RRNExWUnBibmxOVEdadmNrZHZiMlFnS0RRd01EQWdlQ0EzTlRBZ2NIZ3BMbXB3WnlJc0ltVmthWFJ6SWpwN0luSmxjMmw2WlNJNmV5SjNhV1IwYUNJNk9UVXdMQ0ptYVhRaU9pSmpiM1psY2lKOWZYMD0ud2VicCIsImVkaXRzIjp7InJlc2l6ZSI6eyJ3aWR0aCI6OTUwLCJmaXQiOiJjb3ZlciJ9fX0=" style="width: 300px;" class="fr-fic fr-dib" alt="tinyML-banner"> The <a href="https://www.wevolver.com/article/tinyml-for-good-where-machine-learning-meets-edge-computing" target="_blank">introductory article</a> familiarised the readers with the concept of tinyML.The&nbsp;<a href="https://www.wevolver.com/article/tinyml" target="_blank">first article</a> explained some possibilities of tinyML applications in sustainable technologies.The <a href="https://www.wevolver.com/article/applications-of-tinyml-in-healthcare-for-a-safer-future/" rel="noopener noreferrer" target="_blank">second article</a> is about tinyML applications aiding healthcare and medical research.The third and final article shall cover the tinyML applications in&nbsp;pedagogy&nbsp;and education.<hr><h2>References</h2>[1] Extreme Weather Toolkits, Climate Central, [Online], Available from: &nbsp;<a href="https://medialibrary.climatecentral.org/extreme-weather-toolkits/extreme-heat" target="_blank">https://medialibrary.climatecentral.org/extreme-weather-toolkits/extreme-heat</a>[2] Weather Related Fatality and Injury Statistics, National Weather Service, [Online], Available from:&nbsp;<a href="https://www.weather.gov/hazstat/" target="_blank">https://www.weather.gov/hazstat/</a>[3] Ariane Middel, E. Scott Krayenhoff, ‘Micrometeorological determinants of pedestrian thermal exposure during record-breaking heat in Tempe, Arizona: Introducing the MaRTy observational platform’, Science of The Total Environment, Volume 687, 2019, Pages 137-151, ISSN 0048-9697, Available from:&nbsp;<a href="https://doi.org/10.1016/j.scitotenv.2019.06.085" target="_blank">https://doi.org/10.1016/j.scitotenv.2019.06.085</a>[4] Karthik K. Kulkarni, 2021, ‘Machine Learning and Vision Using Edge Devices for Multimodal Chatbots andBio-meteorological Sensing’, MS Thesis, Arizona State University, United States of America, [Online], Available from:&nbsp;<a href="https://keep.lib.asu.edu/_flysystem/fedora/c7/Kulkarni_asu_0010N_21269.pdf" target="_blank" data-lf-fd-inspected-kn9eq4roawkarlvp="true">https://keep.lib.asu.edu/_flysystem/fedora/c7/Kulkarni_asu_0010N_21269.pdf</a>[5] Pneumonia Facts Sheet, World Health Organisation, [Online], Available from:&nbsp;<a href="https://www.who.int/news-room/fact-sheets/detail/pneumonia" target="_blank">https://www.who.int/news-room/fact-sheets/detail/pneumonia</a>[6] Arijit Das, Pneumonia-Detection-using-EdgeML, GitHub, [Online], Available from:&nbsp;<a href="https://github.com/Pneumonia-Detection-using-EdgeML" target="_blank">https://github.com/Pneumonia-Detection-using-EdgeML</a>

In this article, we take a look at two tinyML projects related to healthcare. The first project helps gather Mean Radiant Temperature data outdoors to protect people from extreme heat, and the other one is a solution for affordable, accurate, & rapid detection of pneumonia.