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Climate change will increase value of residential rooftop solar panels across US, study finds

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Climate change will increase value of residential rooftop solar panels across US, study finds


Climate change will increase value of residential rooftop solar panels across US, study shows
Waterfall charts showing the average change in household revenues from solar per unit of installed solar under a moderate climate warming scenario (RCP 4.5). Subplots (a) and (b) show the changes from 2000 in 2050 and 2100, respectively. Purple bars indicate the total change in household revenues. Blue and orange bars isolate the effects of household cooling and solar radiation changes, respectively, on household revenues. Credit: Shi et al. in Nature Climate Change, 2024.

Climate change will increase the future value of residential rooftop solar panels across the United States by up to 19% by the end of the century, according to a new University of Michigan-led study.

The study defines the value of solar, or VOS, as household-level financial benefits from electricity bill savings plus revenues from selling excess electricity to the grid—minus the initial installation costs.

For many U.S. households, increased earnings from residential rooftop solar could total up to hundreds of dollars annually by the end of the century, say the authors of the study, which is scheduled for publication April 19 in the journal Nature Climate Change.

“Given the average 25-year lifespan of a rooftop solar installation, a system built today will nearly experience 2050 weather,” said study senior author Michael Craig, assistant professor of energy systems at the U-M School for Environment and Sustainability and of industrial and operations engineering at U-M’s College of Engineering.

“So, it’s important for households to think of future value when building solar. If households do so, our findings indicate they would see even greater value from solar, and might decide to build more.”

Public awareness of the increased future value of rooftop solar could spur greater adoption of the technology, which in turn could accelerate efforts to decarbonize the power-generation system in the United States and globally, the study shows.

The expected financial gains seen in the study were driven largely by increased demand for residential air-conditioning as the climate warms. The other key factor affecting the value of rooftop photovoltaic systems, the researchers say, is future solar-panel performance in response to climate change.

Craig and colleagues analyzed data from 2,000 households in 17 U.S. cities and estimated air-conditioning demand and solar-panel performance under future climates using a moderate climate-warming scenario called RCP-4.5.

The value of rooftop solar panels increased in nearly all the cities, in both warm and cold locations. Miami saw the largest increase in value, while only Minneapolis saw a decrease in the financial benefits of rooftop solar for households.

“This is the first study to quantify the value of rooftop solar under climate change, and we show that households across the U.S. will realize greater cost savings from rooftop solar under future weather than under historic weather,” said study lead author Mai Shi, a former U-M visiting doctoral student now at Tsinghua University in Beijing.

As home-cooling demands rise, a greater proportion of solar-generated electricity will be used to cool the home, rather than being sold to the electrical grid, benefiting owners of rooftop solar systems, according to the study.

That’s because—in many states—solar energy used to power a home reduces the homeowner’s electric bill by the full retail cost of electricity, while electricity that is sent to the grid is credited at a lower rate.

“Greater cooling demand means more solar power is consumed at the household rather than sent back to the grid,” Craig said. “And it’s generally more valuable for a rooftop photovoltaic owner to consume the power generated by their PV panel, rather than exporting it to the grid.”

Under the moderate RCP-4.5 climate scenario, demand for residential space cooling is expected to increase in all 17 cities studied. Cooling demand will increase by an average of 35% by mid-century and by an average of 64% by the end of the century, across all households in all of the cities, the researchers say.

The other key factor affecting the future value of residential rooftop photovoltaics is solar-panel performance in response to rising air temperatures and changes in cloud cover.

Solar panels work best in cool, sunny weather. As air temperature or cloud cover increase, the amount of electricity generated by a solar panel declines. The study found that future solar-panel performance will vary from place to place across the U.S., depending on weather conditions.

In cities such as Ann Arbor, Austin, Chicago, Dallas, Detroit, Houston, Louisville and Milwaukee, rising air temperatures will decrease solar panel efficiency, but reduced cloud cover will likely increase the amount of sunlight reaching panels, on average. The two factors “are opposing but roughly comparable,” meaning they cancel each other out, the researchers say.

But cities such as Baltimore, Boston, Los Angeles, Minneapolis, New York City and Phoenix are expected to be both warmer and cloudier in response to climate change, which will “significantly decrease” the electrical output of rooftop solar.

Even so, increased cooling demand in all 17 cities will likely outweigh changes in panel electrical output, resulting in financial gains for owners of rooftop solar in nearly every case, according to the study. Minneapolis, where limited future increases in cooling demand will combine with decreased electrical output from rooftop solar panels, is an exception.

While future financial gains from rooftop solar will be reaped mainly by households that can afford to install panels, various programs are in place to increase accessibility, so that more people share in the anticipated benefits, Craig says.

For example, there are programs that defray the costs of solar, opening it up to lower-income individuals. Governments can also install rooftop solar on public buildings, such as subsidized housing, to cover the capital costs while providing solar benefits to tenants. And community solar programs can benefit entire communities, including households that lack the means or ability to access rooftop solar themselves.

In addition to Craig and Shi, the other author of the paper is Xi Lu of Tsinghua University.

More information:
Climate change will impact the value and optimal adoption of residential rooftop solar. Nature Climate Change (2024). DOI: 10.1038/s41558-024-01978-4

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Climate change will increase value of residential rooftop solar panels across US, study finds (2024, April 19)
retrieved 24 June 2024
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EU accuses Apple of breaking bloc’s digital rules

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EU accuses Apple of breaking bloc's digital rules


Apple and the EU are at loggerheads over the landmark Digital Markets Act, which the iPhone maker has criticised
Apple and the EU are at loggerheads over the landmark Digital Markets Act, which the iPhone maker has criticised.

Apple risks billions of euros in fines after the European Union on Monday accused the iPhone maker of violating the bloc’s landmark digital rules by hindering competition on its App Store.

The European Commission informed Apple in a “preliminary view” that the “App Store rules… prevent app developers from freely steering consumers to alternative channels for offers and content”.

The finding opens a new front in the increasingly bitter fight between the US tech giant and Brussels over the EU’s new Digital Markets Act (DMA), and may force changes to the way the App Store operates in the bloc.

On Friday, Apple said it would delay rolling out recently announced AI features in Europe because of “regulatory uncertainties” linked to the DMA.

The sweeping law seeks to rein in the world’s biggest tech firms, including Apple, by forcing them to open up to competition in the 27-country EU.

But for Apple, the new rules are a significant challenge to its walled garden and it has openly accused the DMA of creating greater privacy and security risks for users.

This is the first time the commission has leveled a formal accusation against a tech firm under the new rules, after opening the first DMA probes into Apple, Google and Meta in March.

Apple said Monday that it has made “a number of changes” to comply with the rules in response to feedback from developers and the EU regulator over the past months, and would “continue to listen and engage with the European Commission.”

Apple can now access the commission’s investigation file and reply to the findings. If Apple falls in line with EU rules, it can avoid a fine and Brussels believes it will give European users easier access to cheaper offers.

If the commission’s view is confirmed, it would adopt a “non-compliance decision” by late March 2025—opening the way to fines.

Under the new law, the commission has the power to impose fines of up to 10 percent of a company’s total global turnover. This can rise to up to 20 percent for repeat offenders.

Apple also faces daily penalties of up to five percent of its average daily worldwide turnover if found to be non-compliant.

Apple’s total revenue in the year to September 2023 stood at $383 billion (358 billion euros).

The EU also has the right to break up companies, but only as a last resort.

‘Ending a saga’

The App Store has been at the center of a long-running dispute with the EU, even before the DMA entered into force this year.

The commission in March hit Apple with a 1.8-billion-euro fine after reaching similar conclusions in a probe launched in 2020 following a complaint from Swedish music streaming giant Spotify.

Apple is appealing the fine.

“Without prejudice to Apple’s right of defense, we are determined to use the clear and effective DMA toolbox to swiftly bring to an end a saga which has already lasted for way too many years,” said the EU’s top tech enforcer, Thierry Breton.

The firm is also under investigation over whether it allows users to easily uninstall apps on its iOS operating system, and the design of the web browser choice screen.

The DMA forces the biggest digital companies to offer choice screens for web browsers and search engines to give users more options.

The EU’s competition commissioner, Margrethe Vestager, defended the law during an event in Amsterdam on Monday. “The DMA is not excessive in its ask.”

She also admitted she found it “surprising” that the big companies did not “take compliance as a badge of honor”.

Targeting Apple’s new core

On Monday, the commission also opened a parallel investigation into Apple over changes already made to comply with the DMA by allowing third-party app stores.

Brussels said it will look at whether the core technology fee—a new fee structure for third-party store developers—complies with the law.

It will also investigate the steps a user has to take to download an alternative app store and whether this is in line with the DMA.

The commission separately announced it had closed an antitrust case opened in 2020 against Apple and its App Store terms, since there is now a probe under the DMA.

Apple is not the only tech titan in the EU’s sights.

Google parent Alphabet, Amazon, Meta, Microsoft and TikTok owner ByteDance must also comply with the DMA. Online travel giant Booking.com will need to later this year.

© 2024 AFP

Citation:
EU accuses Apple of breaking bloc’s digital rules (2024, June 24)
retrieved 24 June 2024
from https://techxplore.com/news/2024-06-eu-apple-app-breaches-bloc.html

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Engineers create GPS-like smart pills with AI

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Engineers create GPS-like smart pills with AI


From wearables to swallowables: USC Engineering researchers create GPS-like smart pills with AI
From Wearables to Swallowables: USC Engineering Researchers Create GPS-like Smart Pills with AI. Credit: Khan Lab at USC Viterbi School of Engineering

Imagine finding your location without GPS. Now apply this to tracking an item in the body. This has been the challenge with tracking “smart” pills—pills equipped with smart sensors–once swallowed. At the USC Viterbi School of Engineering, innovations in wearable electronics and AI have led to the development of ingestible sensors that not only detect stomach gases but also provide real-time location tracking.

Developed by the Khan Lab, these capsules are tailored to identify gases associated with gastritis and gastric cancers. The research, to be published in Cell Reports Physical Science, shows how these smart pills have been accurately monitored through a newly designed wearable system. This breakthrough represents a significant step forward in ingestible technology, which Yasser Khan, an Assistant Professor of Electrical and Computer Engineering at USC, believes could someday serve as a “Fitbit for the gut” and for early disease detection.

While wearables with sensors hold a lot of promise to track body functions, the ability to track ingestible devices within the body has been limited. However, with innovations in materials, the miniaturization of electronics, as well as new protocols developed by Khan, researchers have demonstrated the ability to track the location of devices specifically in the GI tract.

Khan’s team with the USC Institute for Technology and Medical Systems Innovation (ITEMS) at the Michelson Center for Convergent Biosciences, placed a wearable coil that generates a magnetic field on a t-shirt. This field, coupled with a trained neural network, allows his team to locate the capsule within the body. According to Ansa Abdigazy, lead author of the work and a Ph.D. student in the Khan Lab, this has not been demonstrated with a wearable before.

The second innovation within this device is the newly created “sensing” material. Capsules are outfitted not just with electronics for tracking location but with “optical sensing membrane that is selective to gases.” This membrane is comprised of materials whose electrons change their behavior within the presence of ammonia gas.

Ammonia—is a component of H pylori—gut bacteria that, when elevated, could be a signal of peptic ulcer, gastric cancer, or irritable bowel syndrome. Thus, says Khan, “The presence of this gas is a proxy and can be used as an early disease detection mechanism.”

The USC team has tested this ingestible device in many different environments including liquid environments and simulating a bovine intestine. “The ingestible system with the wearable coil is both compact and practical, offering a clear path for application in human health,” says Khan. The device is currently patent pending and the next step is to test these wearables with swine models.

Beyond the use of this device for early detection of peptic ulcers, gastritis, and gastric cancers, there is potential to monitor brain health. How? Because of the brain-gut axis. Neurotransmitters reside in the gut and “how they’re upregulated and downregulated have a correlation to neurodegenerative diseases,” says Khan.

This focus on the brain is the ultimate goal of Khan’s research. He is interested in developing non-invasive ways to detect neurotransmitters related to Parkinson’s and Alzheimer’s.

More information:
Angsagan Abdigazy et al, 3D gas mapping in the gut with AI-enabled ingestible and wearable electronics, Cell Reports Physical Science (2024). DOI: 10.1016/j.xcrp.2024.101990

Citation:
From wearables to swallowables: Engineers create GPS-like smart pills with AI (2024, June 14)
retrieved 24 June 2024
from https://techxplore.com/news/2024-06-wearables-swallowables-gps-smart-pills.html

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A fully edible robot could soon end up on our plate, say scientists

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A fully edible robot could soon end up on our plate, say scientists


A fully edible robot could soon end up on our plate, say scientists
Artistic rendering of a future edible robot. Credit: Nature Reviews Materials (2024). DOI: 10.1038/s41578-024-00688-9

A fully edible robot could soon end up on our plate if we overcome some technical hurdles, say EPFL scientists involved in RoboFood—a project which aims to marry robots and food.

Robots and food have long been distant worlds: Robots are inorganic, bulky, and non-disposable; food is organic, soft, and biodegradable. Yet, research that develops edible robots has progressed recently and promises positive impacts: Robotic food could reduce electronic waste, help deliver nutrition and medicines to people and animals in need, monitor health, and even pave the way to novel gastronomical experiences.

But how far are we from having a fully edible robot for lunch or dessert? And what are the challenges? Scientists from the RoboFood project, based at EPFL, address these and other questions in a perspective article in the journal Nature Reviews Materials.

“Bringing robots and food together is a fascinating challenge,” says Dario Floreano, director of the Laboratory of Intelligent Systems at EPFL and first author of the article. In 2021, Floreano joined forces with Remko Boom from Wageningen University, The Netherlands, Jonathan Rossiter from the University of Bristol, UK, and Mario Caironi from the Italian Institute of Technology, to launch the project RoboFood.

In the perspective article, RoboFood authors analyze which edible ingredients can be used to make edible robot parts and whole robots, and discuss the challenges of making them.

“We are still figuring out which edible materials work similarly to non-edible ones,” says Floreano. For example, gelatin can replace rubber, rice cookies are akin to foam, a chocolate film can protect robots in humid environments, and mixing starch and tannin can mimic commercial glues.

Robots au chocolat for dessert?
Credit: Ecole Polytechnique Federale de Lausanne

These and other edible materials make up the ingredients of robotic components. “There is a lot of research on single edible components like actuators, sensors, and batteries,” says Bokeon Kwak, a postdoc in the group of Floreano and one of the authors.

In 2017, EPFL scientists successfully produced an edible gripper, a gelatin-made structure that could handle an apple and be eaten afterward. EPFL, IIT, and the University of Bristol recently developed a new conductive ink that can be sprayed on food to sense its growth. The ink contains activated carbon as a conductor, while Haribo gummy bears are used as a binder. Other sensors can perceive pH, light, and bending.

In 2023, IIT researchers realized the first rechargeable edible battery using riboflavin (vitamin B2) and quercetin (found in almonds and capers) in the battery poles, adding activated carbon to facilitate electron transport and nori algae, used to wrap sushi, to prevent short circuits. Packaged with beeswax, the 4 cm wide edible battery can operate at 0.65 volts, still a safe voltage in case of ingestion; two edible batteries connected in series can power a light-emitting diode for about 10 minutes.

Once the components are ready, the goal is to produce fully edible robots. To date, scientists have succeeded in assembling partially edible robotic systems.

In 2022, researchers from EPFL and the Wageningen University designed a drone with wings out of rice cookies glued with gelatin. Scientists at EPFL and IIT have also created a partially edible rolling robot that uses pneumatic gelatin legs and an edible tilt sensor.

Before writing the recipe for fully edible robots, researchers face several challenges. One of them is the lack of understanding of how humans and animals perceive processed food with reactive and autonomous behavior. Also, fully edible electronics that use transistors and process information are still difficult to make.

“But the biggest technical challenge is putting together the parts that use electricity to function, like batteries and sensors, with those that use fluids and pressure to move, like actuators,” says Kwak. After integrating all components, scientists need to miniaturize them, increase the shelf life of robotic food… and give robots a pleasant taste.

More information:
Dario Floreano et al, Towards edible robots and robotic food, Nature Reviews Materials (2024). DOI: 10.1038/s41578-024-00688-9

Citation:
A fully edible robot could soon end up on our plate, say scientists (2024, June 14)
retrieved 24 June 2024
from https://techxplore.com/news/2024-06-fully-edible-robot-plate-scientists.html

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Researchers create more precise 3D reconstructions using only two camera perspectives

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Researchers create more precise 3D reconstructions using only two camera perspectives


From two images to a 3D object
Fields of application for 3D reconstructions include autonomous driving and monument conservation. Credit: Technical University Munich

In recent years, neural methods have become widespread in camera-based reconstructions. In most cases, however, hundreds of camera perspectives are needed. Meanwhile, conventional photometric methods exist which can compute highly precise reconstructions even from objects with textureless surfaces. However, these typically work only under controlled lab conditions.

Daniel Cremers, professor of Computer Vision and Artificial Intelligence at TUM and leader of the Munich Center for Machine Learning (MCML) and a director of the Munich Data Science Institute (MDSI) has developed a method together with his team that utilizes the two approaches.

It combines a neural network of the surface with a precise model of the illumination process that considers the light absorption and the distance between the object and the light source. The brightness in the images is used to determine the angle and distance of the surface relative to the light source.

“That enables us to model the objects with much greater precision than existing processes. We can use the natural surroundings and can reconstruct relatively textureless objects for our reconstructions,” says Cremers.

The paper is published on the arXiv preprint server and will be presented at the Conference on Computer Vision and Pattern Recognition (CVPR 2024) held in Seattle from June 17 to June 21, 2024.

Applications in autonomous driving and preservation of historical artifacts

The method can be used to preserve historical monuments or digitize museum exhibits. If these are destroyed or decay over time, photographic images can be used to reconstruct the originals and create authentic replicas.

The team of Prof. Cremers also develops neural camera-based reconstruction methods for autonomous driving, where a camera films the vehicle’s surroundings. The autonomous car can model its surroundings in real-time, develop a three-dimensional representation of the scene, and use it to make decisions.

The process is based on neural networks that predict 3D point clouds for individual video images that are then merged into a large-scale model of the roads traveled.

More information:
Mohammed Brahimi et al, Sparse Views, Near Light: A Practical Paradigm for Uncalibrated Point-light Photometric Stereo, arXiv (2024). DOI: 10.48550/arxiv.2404.00098

Journal information:
arXiv


Citation:
Researchers create more precise 3D reconstructions using only two camera perspectives (2024, June 20)
retrieved 24 June 2024
from https://techxplore.com/news/2024-06-precise-3d-reconstructions-camera-perspectives.html

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