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
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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."



Record Heat in China Strains Power Grid, Stirs Health Fears 

A woman covers herself from the sun as she browses a smartphone on a street during a hot day in Beijing, Wednesday, July 23, 2025. (AP)
A woman covers herself from the sun as she browses a smartphone on a street during a hot day in Beijing, Wednesday, July 23, 2025. (AP)
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Record Heat in China Strains Power Grid, Stirs Health Fears 

A woman covers herself from the sun as she browses a smartphone on a street during a hot day in Beijing, Wednesday, July 23, 2025. (AP)
A woman covers herself from the sun as she browses a smartphone on a street during a hot day in Beijing, Wednesday, July 23, 2025. (AP)

China warned on Wednesday against the risk of power supply disruptions as people struggled to keep cool in record heat baking large swathes of the country, which also spurred warnings to the elderly to guard against heat stroke.

Power supply suffers while demand surges, exceeding 1.5 billion kilowatts for the first time last week, energy officials said, in a third new record for China this month, when its first nationwide alert on heat-related health risks also went out.

"High-temperature weather will ... have an impact on power generation and supply," weather official Chen Hui told a press conference on Wednesday, adding that it would hit hydropower output and reduce the efficiency of photovoltaic generation.

Authorities will send alerts to notify electricity suppliers if tactics such as peak-shaving and cross-regional dispatching of power are called for, added Chen, an official of the China Meteorological Administration.

Since mid-March, the number of days when temperatures hit 35 degrees Celsius (95 degrees Fahrenheit) or more is the highest on record, said Jia Xiaolong, deputy director of the National Climate Center.

Authorities asked the elderly to stay indoors unless necessary, while urging outdoor workers to scale down activity on such "sauna days".

Temperatures have hit new highs since mid-March in the central provinces of Henan and Hubei, Shandong in the east, Sichuan in the southwest, and northwestern Shaanxi and Xinjiang, pushing the national average to the second highest on record.

During the last two weeks, 152 national weather observatories tracked temperatures above 40 degrees C (104 F) with one in Xinjiang reaching 48.7 degrees C (119.7 F), Jia said.

He did not rule out the chance of more record-breaking heat, saying August could prove as warm as, or even hotter than, in recent years.