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Archive for the ‘materials’ category: Page 50

Mar 1, 2024

A comprehensive transformer-based approach for high-accuracy gas adsorption predictions in metal-organic frameworks

Posted by in categories: materials, robotics/AI

Furthermore, the experimental values are introduced to correct the adsorption isotherms. For example, Fig. 3b shows the Langmuir adsorption isotherm obtained by fitting both the predicted and experimental adsorption data. While we use simulated datasets to address data scarcity, we can also properly introduce experimental values to correct adsorption isotherms, which helps a more quantitative prediction of adsorption performance at high-pressure where the gas-gas interaction becomes more significant. In Fig. 3b, one can observe that the corrected adsorption isotherms have a strong correlation with experimental adsorption capacity to some extent. The results exhibit that Uni-MOF not only has the ability to screen the adsorption performance of the same gas in different materials but also can accurately screen the adsorption performance of different gases in the same material (Fig. 3c, d) or at different temperatures (Fig. 3e, f).

In the foreseeable future, the intersection of Artificial Intelligence (AI) and materials science will necessitate the resolution of practical and scientific issues. Nonetheless, the attainment of process implementation by AI in the realm of machine learning techniques that entail copious amounts of data remains a formidable challenge, given the dearth of experimental data and the diverse array of synthetic technology and characterization conditions implicated. Our research has made a significant stride in materials science by incorporating operating conditions into the Uni-MOF framework to ensure data adequacy and enable screening functions that are consistent with experimental findings.

In order to showcase the predictive capabilities of Uni-MOF with regard to cross-system properties, five materials were randomly selected from each of the six systems (carbon-dioxide at 298 K, methane at 298 K, krypton at 273 K, xenon at 273 K, nitrogen at 77 K and argon at 87 K) contained in databases hMOF_MOFX_DB and CoRE_MOFX_DB, which have been thoroughly sampled in terms of temperature and pressure. The predicted and simulated values of gas adsorption uptake at varying pressures were then compared, with the results presented in Fig. 4a–f. Adsorption isotherms fitting from both Uni-MOF predictions and simulated values would artificially reduce visual errors. In order to eliminate data bias, adsorption isotherms in all cases were obtained only by simulated values. It is evident that, due to the fact that the adsorption isotherms were obtained purely through simulated values, the predicted values of adsorption uptake generated by Uni-MOF for the hMOF_MOFX_DB and CoRE_MOFX_DB databases align closely with the simulated values across all cases. This finding is further supported by the high prediction accuracy demonstrated in Fig. 2a, b.

Mar 1, 2024

Room Temperature Superconductor Evidence Coming in March

Posted by in category: materials

The main researchers working on LK99-like room temperature and room pressure superconductors are in China and South Korea. There have been reports that the China researchers have successfully reproduced the weak magnetic effects indicating Meissner effect. The original South Korean team will present video evidence at the American Physical Society conference on Monday, March 4. There are new peer reviewed research paper, new preprint papers and patents being worked upon but it is unclear when those will be released.

Proof of a full and strong Meissner effect would be definitive evidence for superconductivity. The Meissner effect is a fundamental property of superconductors that distinguishes them from ordinary conductors. It refers to the complete expulsion of magnetic fields from the interior of a superconducting material when it transitions from its normal state to the superconducting state. The expulsion of magnetic fields is the result of a remarkable phenomenon known as perfect diamagnetism.

In a superconducting state, the material exhibits zero electrical resistance, allowing the unimpeded flow of electric current. When a magnetic field is applied to a superconductor, it generates circulating currents on the surface of the material. These currents create an opposing magnetic field that exactly cancels out the applied field, resulting in the expulsion of the magnetic field from the interior of the superconductor.

Mar 1, 2024

Quantum Resurrection: High-Performance Niobium Superconducting Qubits

Posted by in categories: materials, quantum physics

For years, niobium was considered an underperformer when it came to superconducting qubits. Now scientists supported by Q-NEXT have found a way to engineer a high-performing niobium-based qubit and so take advantage of niobium’s superior qualities.

When it comes to quantum technology, niobium is making a comeback.

For the past 15 years, niobium has been sitting on the bench after experiencing a few mediocre at-bats as a core qubit material.

Feb 29, 2024

Fire-resistant sodium battery balances safety, cost and performance

Posted by in categories: innovation, materials

A sodium battery developed by researchers at The University of Texas at Austin significantly reduces fire risks from the technology, while also relying on inexpensive, abundant materials to serve as its building blocks.

Though battery fires are rare, increased battery usage means these incidents are on the rise.

Continue reading “Fire-resistant sodium battery balances safety, cost and performance” »

Feb 28, 2024

Scientists Develop Method To Cool One of the World’s Hottest Cities by 8°F

Posted by in categories: climatology, materials

A recent study from UNSW Sydney demonstrates that significant reductions in the temperatures of major cities located in hot desert climates can be achieved alongside decreases in energy expenses.

The findings, recently published in Nature Cities, detail a multi-faceted strategy to cool Saudi Arabia’s capital city by up to 4.5°C, combining highly reflective ‘super cool’ building materials developed by the High-Performance Architecture Lab with irrigated greenery and energy retrofitting measures. The study, which was conducted in collaboration with the Royal Commission of Riyadh, is the first to investigate the large-scale energy benefits of modern heat mitigation technologies when implemented in a city.

“The project demonstrates the tremendous impact advanced heat mitigation technologies and techniques can have to reduce urban overheating, decrease cooling needs, and improve lives,” says UNSW Scientia Professor Mattheos (Mat) Santamouris, Anita Lawrence Chair in High-Performance Architecture and senior author of the study.

Feb 28, 2024

The Altermagnetism Breakthrough: A New Dimension of Magnetism Explored

Posted by in categories: innovation, materials

Researchers at Mainz University have been able to visualize the third class of magnetism, called altermagnetism, in action.

Ferromagnetism and antiferromagnetism have long been known to scientists as two classes of magnetic order of materials. Back in 2019, researchers at Johannes Gutenberg University Mainz (JGU) postulated a third class of magnetism, called altermagnetism. This altermagnetism has been the subject of heated debate among experts ever since, with some expressing doubts about its existence.

Recently, a team of experimental researchers led by Professor Hans-Joachim Elmers at JGU was able to measure for the first time at DESY (Deutsches Elektronen-Synchrotron) an effect that is considered to be a signature of altermagnetism, thus providing evidence for the existence of this third type of magnetism. The research results were published in Science Advances.

Feb 27, 2024

Gassendi’s second thought. From a materialistic picture of cognition to the defence of dualism: the lasting influence of the polemic with Descartes

Posted by in category: materials

Whether matter could engender cogitation was a very divisive topic of early modern reflection. In his polemic with Descartes, Gassendi appeared to endorse a ‘materialistic’ understanding of cognition. Two objections by Gassendi were particularly relevant to this claim: he challenged the distinction between imagination and intellect, and argued that animal and human cognition only differed quantitatively. Since the intellect was traditionally seen as immaterial, while the imagination was understood as a bodily faculty, these claims appeared to entail a naturalized image of the human soul, and the potential that matter could generate cogitation. Here, I argue that Gassendi’s claims were not only a result of his polemical vein against Descartes; rather, they were part of an intellectual agenda that Gassendi had been pursuing since the early 1620s. I then analyse Gassendi’s change of perspective in Animadversiones (1649) and Syntagma philosophicum (1658), where Gassendi presented arguments for the immateriality of the intellect and its true distinction from the imagination. I argue that Gassendi’s early objections against Descartes provided him with material to revise his own position on these subjects. I then show some of the implications of such a change of heart. Lastly, I address some hypotheses of its cause.

Whether matter in general, and vital matter in particular, could engender cogitation was a much-discussed and divisive topic of early modern reflection. Crucial to this debate was the issue of the distinction between animal and human thinking faculties. Generally, both men and animals were believed to possess imagination or phantasy—a faculty that was seen as depending on the body. Conversely, only men could perform higher thinking by virtue of their possession of the intellect; in turn, this was commonly identified with an operation of the immaterial soul. However, early modern authors sometimes downplayed these distinctions, for instance by presenting a purely materialistic explanation of the soul and of its functions. In doing so, they brought attention, whether explicitly or implicitly, to the ability of vital matter to generate cognition.

Feb 27, 2024

Australian scientists 3D print titanium structure with supernatural strength

Posted by in categories: 3D printing, materials

Researchers were able to build a new material that’s 50% stronger than strongest alloy known to man by laser powder bed fusion approach.

Feb 26, 2024

Polymer-based tunable optical components allow for metasurfaces that can switched with light

Posted by in categories: innovation, materials

A material coating, whose light refraction properties can be precisely switched between different states, has been developed by an interdisciplinary research team from the Chemistry and Physics departments at the University of Jena. The team, led by Felix Schacher, Sarah Walden, Purushottam Poudel, and Isabelle Staude, combined polymers that react to light with so-called metasurfaces.

This innovation has led to the creation of new optical components that could potentially be used in . Their findings have now been published in the journal ACS Nano.

Feb 26, 2024

Thermally engineering templates for highly ordered self-assembled materials

Posted by in categories: engineering, materials

Self-assembled solidifying eutectic materials directed by a template with miniature features demonstrate unique microstructures and patterns as a result of diffusion and thermal gradients caused by the template. Despite the template trying to force the material to solidify into a regular pattern, when the template carries a lot of heat it also can interfere with the solidification process and cause disorder in the long-range pattern.

Researchers at the University of Illinois Urbana-Champaign and the University of Michigan Ann Arbor have developed a template material that carries almost no heat and therefore stops between the template material itself and the solidifying eutectic material. They accomplished this by forming the template from a material with very low thermal conductivity, ultimately resulting in highly organized self-assembled microstructures.

The results of this research were recently published in the journal Advanced Materials.

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