What’s Standing in the Way of Digital Twin Evolution and Adoption?

The tremendous potential of digital twin technology – with its ability to create digital replicas of physical objects, processes and environments – has applications that span across industries, from replicating hazardous environments to displaying spacecrafts for remote training purposes. Recent analysis from McKinsey suggests the interest…

Assaf Baciu, Co-Founder & President of Persado – Interview Series

Assaf Baciu has nearly two decades of experience shaping enterprise strategy and product direction for market-leading SaaS organizations. As co-founder and President of Persado, he drives the progression and advancements of Persado’s growing product portfolio and oversees the company’s customer onboarding, campaign delivery management, Center of…

Study: Marshes provide cost-effective coastal protection

Images of coastal houses being carried off into the sea due to eroding coastlines and powerful storm surges are becoming more commonplace as climate change brings a rising sea level coupled with more powerful storms. In the U.S. alone, coastal storms caused $165 billion in losses in 2022.

Now, a study from MIT shows that protecting and enhancing salt marshes in front of protective seawalls can significantly help protect some coastlines, at a cost that makes this approach reasonable to implement.

The new findings are being reported in the journal Communications Earth and Environment, in a paper by MIT graduate student Ernie I. H. Lee and professor of civil and environmental engineering Heidi Nepf. This study, Nepf says, shows that restoring coastal marshes “is not just something that would be nice to do, but it’s actually economically justifiable.” The researchers found that, among other things, the wave-attenuating effects of salt marsh mean that the seawall behind it can be built significantly lower, reducing construction cost while still providing as much protection from storms.

“One of the other exciting things that the study really brings to light,” Nepf says, “is that you don’t need a huge marsh to get a good effect. It could be a relatively short marsh, just tens of meters wide, that can give you benefit.” That makes her hopeful, Nepf says, that this information might be applied in places where planners may have thought saving a smaller marsh was not worth the expense. “We show that it can make enough of a difference to be financially viable,” she says.

While other studies have previously shown the benefits of natural marshes in attenuating damaging storms, Lee says that such studies “mainly focus on landscapes that have a wide marsh on the order of hundreds of meters. But we want to show that it also applies in urban settings where not as much marsh land is available, especially since in these places existing gray infrastructure (seawalls) tends to already be in place.”

The study was based on computer modeling of waves propagating over different shore profiles, using the morphology of various salt marsh plants — the height and stiffness of the plants, and their spatial density — rather than an empirical drag coefficient. “It’s a physically based model of plant-wave interaction, which allowed us to look at the influence of plant species and changes in morphology across seasons,” without having to go out and calibrate the vegetation drag coefficient with field measurements for each different condition, Nepf says.

The researchers based their benefit-cost analysis on a simple metric: To protect a certain length of shoreline, how much could the height of a given seawall be reduced if it were accompanied by a given amount of marsh? Other ways of assessing the value, such as including the value of real estate that might be damaged by a given amount of flooding, “vary a lot depending on how you value the assets if a flood happens,” Lee says. “We use a more concrete value to quantify the benefits of salt marshes, which is the equivalent height of seawall you would need to deliver the same protection value.”

They used models of a variety of plants, reflecting differences in height and the stiffness across different seasons. They found a twofold variation in the various plants’ effectiveness in attenuating waves, but all provided a useful benefit.

To demonstrate the details in a real-world example and help to validate the simulations, Nepf and Lee studied local salt marshes in Salem, Massachusetts, where projects are already underway to try to restore marshes that had been degraded. Including the specific example provided a template for others, Nepf says. In Salem, their model showed that a healthy salt marsh could offset the need for an additional seawall height of 1.7 meters (about 5.5 feet), based on satisfying a rate of wave overtopping that was set for the safety of pedestrians.

However, the real-world data needed to model a marsh, including maps of salt marsh species, plant height, and shoots per bed area, are “very labor-intensive” to put together, Nepf says. Lee is now developing a method to use drone imaging and machine learning to facilitate this mapmaking. Nepf says this will enable researchers or planners to evaluate a given area of marshland and say, “How much is this marsh worth in terms of its ability to reduce flooding?”

The White House Office of Information and Regulatory Affairs recently released guidance for assessing the value of ecosystem services in planning of federal projects, Nepf explains.  “But in many scenarios, it lacks specific methods for quantifying value, and this study is meeting that need,” she says.

The Federal Emergency Management Agency also has a benefit-cost analysis (BCA) toolkit, Lee notes. “They have guidelines on how to quantify each of the environmental services, and one of the novelties of this paper is quantifying the cost and the protection value of marshes. This is one of the applications that policymakers can consider on how to quantify the environmental service values of marshes,” he says.

The software that environmental engineers can apply to specific sites has been made available online for free on GitHub. “It’s a one-dimensional model accessible by a standard consulting firm,” Nepf says.

“This paper presents a practical tool for translating the wave attenuation capabilities of marshes into economic values, which could assist decision-makers in the adaptation of marshes for nature-based coastal defense,” says Xioaxia Zhang, a professor at Shenzen University in China who was not involved in this work. “The results indicate that salt marshes are not only environmentally beneficial but also cost-effective.”

The study “is a very important and crucial step to quantifying the protective value of marshes,” adds Bas Borsje, an associate professor of nature-based flood protection at the University of Twente in the Netherlands, who was not associated with this work. “The most important step missing at the moment is how to translate our findings to the decision makers. This is the first time I’m aware of that decision-makers are quantitatively informed on the protection value of salt marshes.”

Lee received support for this work from the Schoettler Scholarship Fund, administered by the MIT Department of Civil and Environmental Engineering.

Stable Diffusion 3.5: Architectural Advances in Text-to-Image AI

Stability AI has unveiled Stable Diffusion 3.5, marking yet another advancement in text-to-image AI models. This release represents a comprehensive overhaul driven by valuable community feedback and a commitment to pushing the boundaries of generative AI technology. Following the June release of Stable Diffusion 3 Medium,…

Seeking our future in the deep past

Used to be, societies would recycle building materials. In Rome, St. Peter’s Basilica was made from the stones of the Colosseum. The Inca reused stones from one project to the next. Today we rarely do that.

As MIT associate professor of architecture Brandon Clifford observes, we barely even admit how often we tear down buildings. 

“The architect today designs a building with the false presumption that it’s going to last forever,” Clifford says. “Unfortunately the reality is, some buildings last the length of our mortgages, 30 years. Then they go to landfills.”

He adds: “If an archaeologist looks back at our time, we will be called the mound builders because we’re making enormous landfills all around the world. Those are the things that are going to last. Civilizations will ask, “What were people thinking in the early 2000s, when they were just building these colossal mounds?”

Looking back in time imaginatively is Clifford’s job: He studies ancient structures and building practices, to generate new ones. Recently Clifford’s studio, Matter Design, took discarded concrete chunks — from a dairy barn floor, a Motel 6 wall, and a roadbed — and used digital design and modern cutting tools to assemble them into a new wall. If the ancients could redeploy materials, why can’t we?

“Humans have been reassembling random bits of material from previous incarnations of architecture for millennia, but we just don’t understand the rules today,” says Clifford, who has also designed buildings, written a manifesto about learning from the past, and had his students build a megalithic stone and move it around Killian Court.

Here, we’ve assembled more bits of material about Clifford himself, fitted them together, and built this profile article to last — for a while, anyway.

Leverage the talent

Virtually all architectural work contains a critique of other building forms. Clifford is upfront about this: Construction today is unsustainable, inefficient, and costly.

“The current mode of designing and subsequent construction is not working,” Clifford wrote in 2017.

As a counterpoint, the architectural designs Clifford has produced — like competition entries for the Bamiyan Cultural Center in Afghanistan and the Guggenheim Helsinki — are sensitive to the supply of materials. An award-winning small project of Clifford’s, the Five Fields Play Structure in suburban Massachusetts, cleverly maximizes its square footage.

But Clifford’s career is not really about one style of architecture. It’s about one style of architectural thinking. Today we seem surprised at the architecture of the ancients, but to Clifford, that just means we haven’t thought creatively enough about how they solved problems. Ultimately, Clifford wants to leverage the talent around him to rework our building habits.

“In our lab we find work to be successful if it challenges the way you think about the broader discipline,” says Clifford, who was granted tenure at MIT this year.

Space odyssey

Clifford’s father was an astronaut. Rich Clifford served in the military, joined NASA, and flew on three space shuttle missions in the 1990s.

“I grew up in Houston, surrounded by the space industry,” Clifford says. He lived down the street from astronaut John Young — one of the 12 people to walk on the moon and co-pilot of the first space shuttle flight, in 1981.

Rich Clifford was diagnosed with Parkinson’s disease before his last shuttle flight. He died in late 2021. Brandon Clifford has been reflecting about his father’s trajectory, and its influence on his own.

“I work with prehistoric, gravity-laden, human contributions to Earth, while my dad was exploring space,” he says. “But we’re both exploring things, in very different ways.”

In some ways, NASA reminds Clifford of his current employer.

“NASA is such an interesting cross-pollination of ideas,” Clifford observes. “It’s balanced between the military and public-facing images of space. The space industry has always been generating challenging ideas about humanity, while also being very scientifically rigorous. I see MIT as being on equal footing with NASA in that respect.”

Stones and civilization

Clifford graduated from Georgia Tech in 2006, studying architecture with a focus on digital fabrication. He went to graduate school at Princeton University while the housing market crashed. “Every single one of my classmates was losing their job in architecture,” Clifford recalls.

In graduate school, he was studying digital fabrication again. Then one day, MIT architectural historian Mark Jarzombek arrived in Princeton for a lecture.

“He said you can tell a civilization is doing well, if it is carving stone precisely,” Clifford says. “That moment shifted my career, and since then I have been studying stone architecture.” By the way, we don’t do much stone carving today, either.

Clifford started thinking historically and globally. One common narrative is that architecture emerged out of making shelters. Yet, from Egypt to Easter Island, many societies have often advanced their building techniques for other purposes.

“When you look at prehistory, the pyramids, Stonehenge, the moai of Easter Island, the polygonal masonry structure of the Inca, none of them are shelter,” Clifford says.

Digging into these structures reveals how societies maximized what they had. When the Inca recycled stone blocks into walls, they would only cut the top side, to fit each block into the new structure. The Greeks would cut the bottom side. But both were optimizing their resources and labor. Ancient practices contain useful ideas.

What you don’t know can help you

Still, we don’t know everything about ancient buildings. To Clifford, this is a feature, not a bug.

After all, if there are mysteries about the architecture of the past, there is room for us to think creatively about it. Given 12 hypotheses about how Stonehenge was constructed, 11 may be historically inaccurate — but several of those might contain interesting ideas.

“My work is often misunderstood as experimental archaeology,” Clifford says. “But as an architect I’m interested in the future. I’m not trying to prove anything about the past. I’m just trying to extract bits of knowledge or find alternative ways of thinking about past construction that can change the way we think about the future. If any theory changes the way we do something, it’s still useful.”

Make a megalith move

When outsiders reached Easter Island in 1722, an obvious mystery was how the island’s gigantic statues were transported around. The islanders claimed the moai had “walked” to their locations, which sounded like a fanciful myth.

But in 2011, archaeologists Terry Hunt and Carl Lipo proposed that the Easter Island statues had been transported upright, with people using ropes to sway the statues side to side while pivoting them forward. Thus the statues could have “walked,” although not everyone immediately accepted the hypothesis.

Clifford, who landed at MIT in 2012, co-taught a class with Jarzombek in 2015 that featured a group project: The students built a 16-foot megalith out of glass fiber reinforced concrete, then figured out how to transport it around Killian Court with ropes. They named it the McKnelly Megalith. The course had a teaching assistant, Carrie Lee McKnelly, whose parents had just tragically passed away, so the name was in their honor.

A key to the McKnelly Megalith’s mobility was its curving shape. Because the center of gravity is not in the middle of the structure’s form, it is easier to pivot and swivel around. The Easter Island moai use this design principle too. The MIT class was not the first test of moving a megalith with rope — Hunt and Lipo did that in Hawaii — but it did reinforce the method’s viability.

“That’s the kind of thing that’s celebrated in MIT culture, honestly,” Clifford says. “Let’s make a big megalith move.”

And float

In 2016, Clifford and his students doubled down on megaliths, with the Buoy Stone, a huge, pear-shaped, fiber-reinforced piece of concrete they moored in the Charles River outside of Killian Court for a couple of months.

The Buoy Stone was built for MIT’s “Moving Day,” a celebration of its 100th anniversary of relocating from Boston across the rover to Cambridge. The stone was an exploration of transporting megaliths on water — as many of Stonehenge’s pieces were. In this case, the Buoy Stone was towed on water horizontally, and then when stationary, it partially filled with water and tipped upright. The object also caused a lot of local head-scratching.

Clifford again: “We had no title saying what the Buoy Stone was. With megaliths, that’s part of the mystery: Why is that thing here? A giant stone miles from the nearest quarry is an intriguing artifact. People in Cambridge still tell me, ‘I run along the Charles River and I used to wonder what that weird thing was.’ It was a fun project because it was a celebration of MIT.”

The Buoy Stone didn’t address a historical debate as directly as the McKnelly Megalith had, but it may have contemporary applications, perhaps in barrier-type structures, and was an exercise in creative design.

“At MIT, the students are very open and accepting of challenging ideas,” Clifford says. “They want to think differently.”

Colossus and the cosmos

Clifford is hardly the only MIT faculty member who studies ancient building techniques; others include Jarzombek, John Ochsendorf, Admir Masic, and more. But he has settled into his own niche in the area, and is currently working on a new book project about his explorations, tentatively titled “Colossus and the Cosmos.” He has given a TED Talk and won the American Academy in Rome Prize, among other honors.

This will be Clifford’s second book. His first was his quirky 2017 volume, “The Cannibal’s Cookbook,” with the “Cannibal” term alluding to recycling building materials, while the “Cookbook” part refers to the idea that there are recipes for doing this. 

And while there already exist advocates for “circular construction,” the greater reuse of building materials, Clifford thinks the concept needs greater circulation.

“The way architecture is set up now doesn’t allow for that,” Clifford says. “We don’t have a way of reincorporating materials. Much of the reception to the first book has been from students of architecture, exploring design. I’m hoping the next layer of impact will be with the building industry, finding ways of automating this process.”

Creative company

Tenure can free up professors to pursue independent-minded projects, although Clifford, for one, has never needed much encouragement in that regard. One nuance of Clifford’s career, though, is that while he has pursued his own path, it has involved a lot of collaboration.

“I have the best colleagues I could imagine, and I think of my MIT graduate students as colleagues as well,” Clifford says.

He adds: “I’ve never done a project on my own. I had this idea, before I started studying architecture, that an architect just sat at a drafting table and conceived of buildings, the solitary genius thing. But every project I’ve done is a collaboration with someone that knows something different. I realize there’s so much I don’t know.”

There’s that notion again, that the gaps in our knowledge are an opportunity. We will never know it all about old buildings, but even so, as Clifford notes: “The question is, ‘How much do you need to know about something to change the way you think about the future?’ That’s where the value is.”

Misinformation is all around. How can we combat it?

Political misinformation is a hard problem. False statements pervade contemporary politics, sowing division and distrust, and making it harder for society to operate on the basis of fact and law.

Even in matters of health and medicine, where people would seem to have a strong self-interest in knowing the facts, problems such as vaccine misinformation abound. So, what can be done to battle the false stories floating all around us?

Misinformation is durable and highly resistant to small-bore solutions, and it will take a consistent, multifaceted effort to make progress on this front, political scientist Adam Berinsky told an MIT audience on Monday.

“Rumors are sticky,” said Berinsky, who was one of the first scholars to run rigorous experiments about misinformation, starting about 15 years ago.

In his lecture, Berinsky outlined what we know about political rumors, and how we might tackle the problem. Significant pluralities of the U.S. public believe many false statements; another chunk of the public remains noncommittal about them. As Berinsky’s research has helped establish, corrections by neutral fact-checkers have little impact on the phenomenon. A better debunking tactic involves having political leaders issue corrections in circumstances when it does not benefit their self-interest — but such interventions can be hard to create, and setting the record straight may only have short-lived effects.

“It is really hard to correct misinformation,” Berinsky said. “But it doesn’t mean that we should give up.” Instead, he added, experts and leaders need to be “thinking collaboratively about how we can bring all [our] different research together, to come up with solutions to a problem that’s not going to go away.”

Berinsky delivered his lecture, “Why We Accept Misinformation and How to Fight It,” to an audience of about 175 people in Huntington Hall, Room 10-250, on the MIT campus. His talk was followed by moderated small-group discussions. Chancellor Melissa Nobles gave introductory remarks at the outset of the event.

“Misinformation, as we know, encourages polarized thinking,” Nobles said. “It divides us. It creates conditions where hate can grow and fester. And when we can’t agree on what’s true and what isn’t, it’s hard for us to talk with one another. It’s hard to evaluate complex issues. It is hard for us to use our problem-solving skills and our humanity to arrive at common ground.”

Berinsky is the Mitsui Professor of Problems in Contemporary Technology in MIT’s Department of Political Science and the director of the Political Experiments Research Lab. He has co-authored dozens of research papers and is the author of the book “Political Rumors,” published by Princeton University Press in 2023. He has been on the MIT faculty since 2003 and has won a Guggenhein Fellowship, among other honors.

One key facet of the battle against misinformation, Berinsky observed, is that qualified experts are often held in lower esteem now than in the past, a trend that cuts across U.S. political parties. Additionally, while false political rumors are an age-old phenomenon, it seems clear that social media has exacerbated the problem.

“I’m not a huge fan of arguing that technology changes everything,” Berinsky said. “But certainly, technology changes certain things. One of these is the way that these rumors spread.”

Most U.S. citizens are also not following politics closely, at least on an ongoing basis, which may also help false rumors gain traction. Political misinformation often exploits, and then reinforces, partisan divides.

“Most of the people, most of the time, don’t pay attention to politics, but they do pick up on what’s going on in their social circles and what’s going on around them,” Berinsky said. “So, if you’re in an environment where you’re hearing these kinds of stories, this is potentially very problematic.”

As a central case study in his talk, Berinsky outlined the false assertion that the Obama administration’s Affordable Care Act contained “death panels” to decide if the elderly might no longer be granted care. That was never the case. The legislation did have a provision making counseling available about late-in-life care options.

Studying this controversy helped Berinsky observe the partisan split often present in political rumors, as well as the potential usefulness of different remedies. Interventions by neutral fact-checkers did little to change beliefs on the subject, but  corrections by Republicans (a GOP senator had co-authored the late-in-life counseling provision) helped induce a 10-percentage point increase in those accepting the actual facts. In general, people who change their beliefs mostly come from the pool of uncommitted observers; those who believe false claims tend not to move off those positions.

“The people who say they believe these things really believe them,” Berinsky said. “And so that’s a problem for democracy.”

Partisanship, as well as a tendency to believe in conspiracies, helps shape whether particular individuals believe false claims, including the incorrect assertion that President Obama was not a U.S. citizen, circulated largely by Republicans; the notion that the terrorist attacks of Sept. 11, 2001 were some sort of “inside job,” which Democrats have been more likely to believe; and false claims by many about the validity of the 2020 election.

It might be that in each separate case, a slightly different approach to countering misinformation might be most effective. For starters, that means carefully considering which kinds of political leaders might, in theory, best correct the record — although even so, there are no guarantees that a given politician will persude even their own partisans.

“Given the world we live in, we really need to think about who delivers the message and how can we have an effective message delivery system,” Berinsky said.

More broadly, he added, “We know now that there’s not going to be one magic bullet that will solve everything.”

That means thinking about what combination of messaging, messengers, and tools might make a dent in political falsehoods. Even if the result just changes public opinions by a few percentage points, that kind of change could well be worth pursuing.

After his talk, Berinsky fielded questions about the possibility of restoring trust in experts, and the deep historical roots of some rumors; he also received a query about the way AI might exacerbate the spread of misinformation. While Berinsky said he takes that issue seriously, he has  also been involved in a research project, along with Professor David Rand of the MIT Sloan School of Management, to evaluate if AI tools can actually help counter misinformation.

On the AI front, “It’s not all bad, but we want to be very cautious in thinking about how we deploy this,” Berinsky said.

Overall, Berinsky emphasized, that project is an example of pursuing a whole suite of solutions to fight back against misinformation. Rather than feel dejected about the lack of a simple fix, he observed, people should explore “the possibility of having different kinds of solutions that might come together.”

The event was sponsored by the offices of the Provost and Chancellor, and the Institute Community and Equity Office.

Penguin Random House says no AI training on its books

Penguin Random House (PRH) has taken a significant step in response to rising concerns about the use of intellectual property to train AI systems. The publisher has introduced a new statement to the copyright pages of both new and reprinted books, stating, “No part of this…

BirdDog X-Series PTZ Cameras: Compare X1, X1 Ultra, X4 Ultra, and X5 U – Videoguys

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720p @ 60/59.94 2160p @ 60, 59.94, 50,  30/29.97/25fps
1080p @ 60, 59.94, 50, 30/29.97/25fps,
720p @ 60, 59.94, 50fps Horizontal angle of view 55.8° (W) – 3.2° (T) 70.28º (W) – 6.57º (T) 60° (W) ~ 3.5°(T) 56.6°(W)-3°(T) Vertical angle of view 32.2° (W) – 1.8° (T) 42.06º (W) – 3.76º (T) 35° (W) ~ 2.0°(T) 32.5°(W)-1.7°(T) Diagonal angle of view 61° (W) – 3.64° (T) 78.36º (W) – 7.5º (T) 66.6°(W) ~ 4.0°(T) 64.7°(W)-3.5°(T) Aperture F1.6 ~ 3.5 F1.8 ~ 2.68 F1.58 (W) ~ 3.95 (T) F1.6(W)-F3.6(T) Focus Auto, Manual Exposure Auto, Shutter Priority, Iris Priority, Manual Auto, Shutter Priority, Iris Priority, Manual, BLC, WDR Backlight Compensation Yes Shutter Speed – 1/1 – 1/10000s Digital Noise Reduction 2D and 3D Noise Reduction 3D Noise Reduction SNR >50dB ≥45dB – Effective Pixels 2.07 MP 8.29 MP 8.42 MP 8.46 MP Filter Ring – – – ∅49mm AI Tracking Presenter MECHANICAL Pan/Tilt Rotation ±175°, -90°~+90° ±170°, -30° ~ +90° Pan Control Speed 0.1 – 80°/sec 1.7 – 80°/sec 0.1 – 200°/sec Tilt Control Speed 0.1 -60°/sec 1.7-60°/sec 0.1 -200°/sec Preset Number 255 presets 128 presets, Speed Adjustable Integrated Tally Light Halo Style, RGB HALO tally and rear number tally system Halo Style, RGB Pan/Tilt Drive System – – – Ultra-fine Drive Display e-Ink Display e-Ink 2.13” with customization logo Dual e-Ink Display Quietness – – – Max 28dB at full speed pan I/O INTERFACE Video Output Interfaces HDMI, USB-C UVC 1.1, Network 3G-SDI, HDMI, USB-C UVC, Network 12G-SDI, HDMI 2.0, HDMI 1.4, USB-C UVC 1.1, 1Gb Network Video Compression Format H.264, H.265 Network Interfaces 100M adaptive Ethernet port; POE IEEE802.3af, Wi-Fi IEEE 802.11ac 1Gbps adaptive Ethernet port; PoE IEEE 802.3at, WiFi 6 2×2 MIMO
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