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Oct 16, 2020

Neuroadaptive modelling for generating images matching perceptual categories

Posted by in categories: computing, neuroscience

Brain–computer interfaces enable active communication and execution of a pre-defined set of commands, such as typing a letter or moving a cursor. However, they have thus far not been able to infer more complex intentions or adapt more complex output based on brain signals. Here, we present neuroadaptive generative modelling, which uses a participant’s brain signals as feedback to adapt a boundless generative model and generate new information matching the participant’s intentions. We report an experiment validating the paradigm in generating images of human faces. In the experiment, participants were asked to specifically focus on perceptual categories, such as old or young people, while being presented with computer-generated, photorealistic faces with varying visual features. Their EEG signals associated with the images were then used as a feedback signal to update a model of the user’s intentions, from which new images were generated using a generative adversarial network. A double-blind follow-up with the participant evaluating the output shows that neuroadaptive modelling can be utilised to produce images matching the perceptual category features. The approach demonstrates brain-based creative augmentation between computers and humans for producing new information matching the human operator’s perceptual categories.

Oct 16, 2020

Holo-UNet: hologram-to-hologram neural network restoration for high fidelity low light quantitative phase imaging of live cells

Posted by in categories: biological, holograms, robotics/AI

Intensity shot noise in digital holograms distorts the quality of the phase images after phase retrieval, limiting the usefulness of quantitative phase microscopy (QPM) systems in long term live cell imaging. In this paper, we devise a hologram-to-hologram neural network, Holo-UNet, that restores high quality digital holograms under high shot noise conditions (sub-mW/cm2 intensities) at high acquisition rates (sub-milliseconds). In comparison to current phase recovery methods, Holo-UNet denoises the recorded hologram, and so prevents shot noise from propagating through the phase retrieval step that in turn adversely affects phase and intensity images. Holo-UNet was tested on 2 independent QPM systems without any adjustment to the hardware setting. In both cases, Holo-UNet outperformed existing phase recovery and block-matching techniques by ∼ 1.8 folds in phase fidelity as measured by SSIM. Holo-UNet is immediately applicable to a wide range of other high-speed interferometric phase imaging techniques. The network paves the way towards the expansion of high-speed low light QPM biological imaging with minimal dependence on hardware constraints.

Oct 16, 2020

Intercontinental comparison of optical atomic clocks through very long baseline interferometry

Posted by in categories: physics, space

The comparison of distant atomic clocks is foundational to international timekeeping, global positioning and tests of fundamental physics. Optica l-fibre links allow the most precise optical clocks to be compared, without degradation, over intracontinental distances up to thousands of kilometres, but intercontinental comparisons remain limited by the performance of satellite transfer techniques. Here we show that very long baseline interferometry (VLBI), although originally developed for radio astronomy and geodesy, can overcome this limit and compare remote clocks through the observation of extragalactic radio sources. We developed dedicated transportable VLBI stations that use broadband detection and demonstrate the comparison of two optical clocks located in Italy and Japan separated by 9,000 km. This system demonstrates performance beyond satellite techniques and can pave the way for future long-term stable international clock comparisons.

Oct 16, 2020

Apparent evidence for Hawking points in the CMB Sky ★

Posted by in category: cosmology

ABSTRACT. This paper presents strong observational evidence of numerous previously unobserved anomalous circular spots, of significantly raised temperature, in the cosmic microwave background sky. The spots have angular radii between 0.03 and 0.04 rad (i.e. angular diameters between about 3° and 4°). There is a clear cut-off at that size, indicating that each anomalous spot would have originated from a highly energetic point-like source, located at the end of inflation – or else point-like at the conformally expanded Big Bang, if it is considered that there was no inflationary phase. The significant presence of these anomalous spots, was initially noticed in the Planck 70 GHz satellite data by comparison with 1000 standard simulations, and then confirmed by extending the comparison to 10 000 simulations. Such anomalous points were then found at precisely the same locations in the WMAP (Wilkinson Microwave Anisotropy Probe) data, their significance was confirmed by comparison with 1000 WMAP simulations. Planck and WMAP have very different noise properties and it seems exceedingly unlikely that the observed presence of anomalous points in the same directions on both maps may come entirely from the noise. Subsequently, further confirmation was found in the Planck data by comparison with 1000 FFP8.1 MC simulations (with l ≤ 1500). The existence of such anomalous regions, resulting from point-like sources at the conformally stretched-out big bang, is a predicted consequence of conformal cyclic cosmology, these sources being the Hawking points of the theory, resulting from the Hawking radiation from supermassive black holes in a cosmic aeon prior to our own.

Oct 16, 2020

The No Manning Required Ship (NOMARS) Program kicks off trade space analysis and conceptual design for long-endurance Unmanned Surface Vessels (USV)

Posted by in categories: health, military, robotics/AI, space travel

Seven performers selected to pursue novel USV concepts and enabling technologies.


DARPA has awarded seven contracts for work on Phase 1 of the NOMARS program, which seeks to simultaneously explore two competing objectives related to unmanned surface vessels (USV) ship design: the maximization of seaframe performance when human constraints are removed; and achieving sufficient vessel maintenance and logistics functionality for long endurance operations with no human crew onboard. NOMARS aims to disrupt conventional naval architecture designs through creative trade space explorations that optimize useable onboard room considering a variety of constraints. This should pave the way for more capable, affordable small warships that can be procured and maintained in large numbers.

Autonomous Surface Vehicles, LLC, Gibbs & Cox Inc., and Serco Inc. received Phase 1 Track A awards, and will work toward developing novel NOMARS demonstrator conceptual designs. These awards will focus on maximizing vessel performance gain across new design criteria, with potential considerations to include: unusual hull forms, low freeboard, minimizing air-filled volumes, innovative materials, repurposing or eliminating “human space” exploring distributed system designs, and developing architectures optimized for depot-maintenance.

Continue reading “The No Manning Required Ship (NOMARS) Program kicks off trade space analysis and conceptual design for long-endurance Unmanned Surface Vessels (USV)” »

Oct 16, 2020

DARPA Project Strives for Off-Road Unmanned Vehicles that React Like Humans

Posted by in categories: information science, robotics/AI, transportation

RACER to focus on new autonomy algorithm technologies.

Oct 16, 2020

Eight nations sign NASA-led Artemis Accords to guide moon exploration

Posted by in categories: robotics/AI, space travel

NASA developed the Artemis Accords to partner with other nations to set basic principles to guide robotic and crewed lunar exploration.


Eight nations have signed on to become founding members of NASA’s Artemis Accords, an international agreement that establishes how countries can cooperate to peacefully and responsibly conduct exploration of the moon.

NASA announced Tuesday that the United States signed the accords, together with Australia, Canada, Italy, Japan, Luxembourg, the United Arab Emirates and the United Kingdom. NASA Administrator Jim Bridenstine said the agreement would establish a “singular global coalition” to guide future expeditions to the moon.

Continue reading “Eight nations sign NASA-led Artemis Accords to guide moon exploration” »

Oct 16, 2020

Episode 20 — The Case for a Lunar Science Moon Rush

Posted by in categories: economics, science, space travel

Hugely informative and surprisingly candid new Cosmic Controversy episode on why the Moon is so crucial to our collective space future with Notre Dame Planetary Geologist Clive Neal. Well worth a listen.


Notre Dame Planetary Geologist Clive Neal stops by the podcast for a terrifically candid discussion of why the Moon has to be the first stop en route to Mars. We talk about why the Moon holds the key to the new Space Economy; the prospects for NASA making its 2024 Artemis mission deadline; and, why lunar samples are still being analyzed 50 years hence. Why more lunar samples and lunar seismometers are keys to understanding our inner solar system. And why it’s imperative that we revisit the Moon in a permanent way if we are ever to make Mars our own. We also mull over the politics of all of this three weeks away from a pivotal presidential election.

Oct 16, 2020

The Pentagon Wants Elon Musk to Yeet Cargo Around the Planet In an Hour

Posted by in categories: Elon Musk, military, robotics/AI, satellites

Ogba Educational Clinic championing STEM Education and Artificial Intelligence in Africa.


Officials said SpaceX is working on rocket-based delivery of military supplies around the globe just days after the news that it’s developing missile-tracking satellites.

Oct 15, 2020

Two Dead Satellites May Collide Tonight. That’s Really, Really Bad

Posted by in category: satellites

Experts are worried about what could happen up in low-Earth orbit.


On Tuesday, LeoLabs, a company that monitors the paths of space junk in low-Earth orbit, announced on Twitter it was tracking a potential conjunction—that’s space-speak for a mid-orbit crash—tonight between a defunct Soviet satellite and a discarded Chinese rocket stage.