Scientists Integrate Computer Vision Software in Prosthetic Limbs

Used prosthetic legs are seen at the Center of Advanced
Prosthetics in San Jose February 11, 2013. JUAN CARLOS ULATE/REUTERS
Used prosthetic legs are seen at the Center of Advanced Prosthetics in San Jose February 11, 2013. JUAN CARLOS ULATE/REUTERS
TT

Scientists Integrate Computer Vision Software in Prosthetic Limbs

Used prosthetic legs are seen at the Center of Advanced
Prosthetics in San Jose February 11, 2013. JUAN CARLOS ULATE/REUTERS
Used prosthetic legs are seen at the Center of Advanced Prosthetics in San Jose February 11, 2013. JUAN CARLOS ULATE/REUTERS

A US research team has developed new software that enables people using robotic prosthetics or exoskeletons to walk in a safer, more natural manner on different types of terrain.

The new framework incorporates computer vision into prosthetic leg control, and allows it to better account for uncertainty.

The software also uses a tiny camera installed on one of the limb's ends. The Science Daily website cited Researcher Edgar Lobaton from the North Carolina State University, saying "Lower-limb robotic prosthetics need to execute different behaviors based on the terrain users are walking on."

"The framework we've created allows the AI in robotic prostheses to predict the type of terrain users will be stepping on, quantify the uncertainties associated with that prediction, and then incorporate those results into its decision-making," he explained.

According to the German News Agency, the software can distinguish between six different terrains that require adjustments in a robotic prosthetic's behavior including tile, concrete, grass, and stairs (up and down).

Boxuan Zhong, lead author of the paper and a Ph.D. graduate from NC State said: "If the degree of uncertainty is too high, the AI software could notify the user or it could default to a 'safe' mode."



Spain and Portugal Continue to Battle Storm Leonardo as New Storm Approaches

 A mountain landslide blocks railway tracks during heavy rains, as storm Leonardo hits parts of Spain, in Benaojan, Spain, February 6, 2026. (Reuters)
A mountain landslide blocks railway tracks during heavy rains, as storm Leonardo hits parts of Spain, in Benaojan, Spain, February 6, 2026. (Reuters)
TT

Spain and Portugal Continue to Battle Storm Leonardo as New Storm Approaches

 A mountain landslide blocks railway tracks during heavy rains, as storm Leonardo hits parts of Spain, in Benaojan, Spain, February 6, 2026. (Reuters)
A mountain landslide blocks railway tracks during heavy rains, as storm Leonardo hits parts of Spain, in Benaojan, Spain, February 6, 2026. (Reuters)

Storm Leonardo continued to batter the Iberian Peninsula on Friday, bringing floods and putting rivers at risk of bursting their banks while thousands of people were evacuated from their homes in Spain and Portugal.

In southern Spain's Andalusia region, some 7,000 people have had to leave their homes due to successive storms.

Among them were around 1,500 people ordered to evacuate the mountain village of Grazalema, where Andalusia's regional leader Juan Manuel Moreno warned that aquifers were "full to the brim with water,” and at risk of collapsing.

“It's raining on already saturated ground. The land is unable to drain," Moreno said. “We urge extreme caution. This is not over.”

Spanish police said Friday they had found a body located 1,000 meters (about 0.6 miles) away from where a woman had disappeared Wednesday after she fell into a river in Malaga province while trying to rescue her dog. Police said they had not yet identified the body, but believed it belonged to the 45-year-old woman.

Another storm front, Marta, was expected to arrive Saturday, with Spain's weather agency AEMET saying it would bring even more rain and heavy winds, including to areas already drenched by Storm Leonardo.

Marta is expected to affect Portugal, too.

Of particular concern was southern Spain's Guadalquivir River, which flows through Córdoba and Seville and eventually into the Atlantic Ocean, and whose water levels have dramatically risen in recent days.

Additional rain Saturday could leave many more homes at risk in Córdoba, local authorities warned.

In Portugal, parts of Alcacer do Sal were submerged after the Sado River overflowed, forcing residents to leave the city located 90 kilometers (about 56 miles) south of Lisbon.

Alerts were issued also for regions near the Tagus River due to rising water levels.

A separate storm in late January left a trail of destruction in Portugal, killing several people, according to Portuguese authorities.


AROYA Cruises Debuts Arabian Gulf Voyages for 2026

AROYA offers a curated experience featuring culturally inspired entertainment and diverse dining options - SPA
AROYA offers a curated experience featuring culturally inspired entertainment and diverse dining options - SPA
TT

AROYA Cruises Debuts Arabian Gulf Voyages for 2026

AROYA offers a curated experience featuring culturally inspired entertainment and diverse dining options - SPA
AROYA offers a curated experience featuring culturally inspired entertainment and diverse dining options - SPA

AROYA Cruises, a subsidiary of the PIF-owned Cruise Saudi, has officially launched its inaugural season in the Arabian Gulf.

Running from February 21 to May 8, the season marks a milestone in regional tourism by blending authentic Saudi hospitality with international maritime standards, SPA reported.

AROYA offers a curated experience featuring culturally inspired entertainment and diverse dining options.

The season is designed to provide guests with a dynamic way to explore the Gulf, setting a new benchmark for luxury travel that reflects the Kingdom's heritage on a global stage.


Snowstorm Brings Much of Denmark to a Halt

A car drives in heavy snow at Store Heddinge in South Zealand, Denmark, 05 February 2026.  EPA/Mads Claus Rasmussen
A car drives in heavy snow at Store Heddinge in South Zealand, Denmark, 05 February 2026. EPA/Mads Claus Rasmussen
TT

Snowstorm Brings Much of Denmark to a Halt

A car drives in heavy snow at Store Heddinge in South Zealand, Denmark, 05 February 2026.  EPA/Mads Claus Rasmussen
A car drives in heavy snow at Store Heddinge in South Zealand, Denmark, 05 February 2026. EPA/Mads Claus Rasmussen

Denmark authorities halted public transport, closed schools and cancelled flights on Friday as heavy snowfall blanketed much of the country.

The Nordic country's meteorological institute DMI warned that heavy snow would likely continue until Friday evening in the east, where the capital Copenhagen is located.

Police said people should avoid going outdoors unless necessary and stay indoors in the capital and the surrounding region.

Copenhagen's airport cancelled flights to Paris and Berlin and warned of "delay and cancellation risks because of snowy conditions." Many schools were closed.

In the second-largest city of Aarhus, bus services were cancelled.