Integrated Multimodal Sensing and Learning System could give Robots New Capabilities

A new multi-modal sensing and learning platform that could enhance robot manipulation
Soft robot fingers equipped with tactile sensors grasping an egg. The bottom-right images show the tactile sensing results. Credit: Binghao Huang.

To assist humans with household chores and other everyday manual tasks, robots should be able to effectively manipulate objects that vary in composition, shape and size. The manipulation skills of robots have improved significantly over the past few years, in part due to the development of increasingly sophisticated cameras and tactile sensors.

Researchers at Columbia University have developed a new system that simultaneously captures both visual and tactile information...

Read More

Astronomers discover a ‘Hot Neptune’ in a Tight Orbit

A dark planet, left, is shown in close orbit around its star, right; some of the planet's atmosphere is being blown outward by the star.
Artist’s concept of “hot Neptune” TOI-3261 b.
NASA/JPL-Caltech/K. Miller (Caltech/IPAC)

A Neptune-sized planet, TOI-3261 b, makes a scorchingly close orbit around its host star. Only the fourth object of its kind ever found, the planet could reveal clues as to how planets such as these form.

An international team of scientists used the NASA space telescope, TESS (the Transiting Exoplanet Survey Satellite), to discover the exoplanet, then made further observations with ground-based telescopes in Australia, Chile, and South Africa. The measurements placed the new planet squarely in the “hot Neptune desert”—a category of planets with so few members that their scarcity evokes a deserted landscape.

The team, led by astronomer Emma Nabbie of the University of Southern Queensland, pu...

Read More

Reward-based Learning— Neuroscientists demonstrate Dopamine and Serotonin Work in Opposition to Shape Learning

This shows a neuron.
They found that the dopamine and serotonin systems responded in opposite directions — dopamine signaling jumped up in response to the reward, while serotonin signaling fell. Credit: Neuroscience News

If you’ve heard of two of the brain’s chemical neurotransmitters, it’s probably dopamine and serotonin. Never mind that glutamate and GABA do most of the work—it’s the thrill of dopamine as the “pleasure chemical” and serotonin as a tender mood-stabilizer that attract all the headlines.

Of course, the headlines mostly get it wrong. Dopamine’s role in shaping behavior goes way beyond simple concepts like “pleasure” or even “reward”...

Read More

Novel Physical Reservoir Computing Device Mimics Human Synaptic Behavior for Efficient Edge AI Processing by Tokyo University of Science

The future of edge AI: Dye-sensitized solar cell-based synaptic device
The novel physical reservoir computing device with controllable time constants mimics human synaptic behavior for efficient edge AI processing. The device can accurately detect human movement while consuming significantly low power. Credit: Takashi Ikuno / Tokyo University of Science, Japan

Artificial intelligence (AI) is becoming increasingly useful for the prediction of emergency events such as heart attacks, natural disasters, and pipeline failures. This requires state-of-the-art technologies that can rapidly process data. In this regard, reservoir computing, specially designed for time-series data processing with low power consumption, is a promising option.

It can be implemented in various frameworks, among which physical reservoir computing (PRC) is the most popular...

Read More