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Researchers create ‘Mugatu,’ the first steerable bipedal robot with only one motor

Small robots are important tools for the investigation and inspection of, well, small spaces. They can carefully place their steps, allowing them to navigate around obstacles, capabilities larger robots do not always possess. This can enable them to inspect machinery or search through rubble in disaster scenarios that other robots cannot reach. However, due to their size constraints, building small robots that can steer themselves and carry their own power sources is difficult.

FunSearch: Making new discoveries in mathematical sciences using Large Language Models

In a paper published in Nature, we introduce FunSearch, a method for searching for “functions” written in computer code, and find new solutions in mathematics and computer science. FunSearch works by pairing a pre-trained LLM, whose goal is to provide creative solutions in the form of computer code, with an automated “evaluator”, which guards against hallucinations and incorrect ideas.

FunSearch: Making new discoveries in mathematical sciences using Large Language Models

In a paper published in Nature, we introduce FunSearch, a method for searching for “functions” written in computer code, and find new solutions in mathematics and computer science. FunSearch works by pairing a pre-trained LLM, whose goal is to provide creative solutions in the form of computer code, with an automated “evaluator”, which guards against hallucinations and incorrect ideas.

Gathering more effective human demonstrations to teach robots new skills

To effectively assist humans in real-world settings, robots should be able to learn new skills and adapt their actions based on what users require them to do at different times. One way to achieve this would be to design computational approaches that allow robots to learn from human demonstrations, for instance observing videos of a person washing dishes and learning to repeat the same sequence of actions.

Cognitive strategies for augmenting the body with a wearable, robotic arm

Neuroengineer Silvestro Micera has developed advanced technological solutions to help people regain sensory and motor functions that have been lost due to traumatic events or neurological disorders. Until now, he had never before worked on enhancing the human body and cognition with the help of technology.

Humanoid robot working in a Spanx warehouse

In what GXO Logistics calls "a proof-of-concept pilot," a human-centric machine by that name is moving tote boxes in a Spanx warehouse in Flowery Branch, Georgia, that is managed by the global, Connecticut-based company. The 5-foot, 9-inch robot does "repetitive tasks" in a warehouse like moving items onto conveyor belts, according to GXO spokeswoman Fallon McLoughlin.

Robot Actuation Systems

Actuation in robotics means the systems that enable physical movement. The most common ways of actuation are by electric motors, pneumatic and hydraulic systems, which we will introduce below. But note that there are other actuation systems as well, achieved by shape memory alloys, piezoelectric action, electromagnetism, movement achieved through thermal properties of materials and more. Now let’s take a closer look at Electric motor, Pneumatic and Hydraulic actuation. 

Electric Motor Actuation: 

This is the most common way, where, movement is achieved by electric motors, which can run on AC or DC power. 

Electric motors offer a high degree of precision and motion control and may be used for almost any type or size of robotic applications.

Pneumatic Actuation: 

Pneumatic systems make use of the powerful action obtained from compressed air, that moves pneumatic cylinders (pistons). It is commonly used for robotic arms and industrial robots including especially assembly lines, where strong and swift movements are essential. Note that this comes at the expense of relatively lower precision, in comparison to electrical actuation by motors. 

The air can either be generated by a compressor exactly when needed, or be stored in a compressed air tank. Air flow is controlled by valves. 

The back and forth movement of a piston in two directions is achieved by different means, which depends on the particular application and operating environment: 

-In a single acting cylinder, the pressure is supplied only from one side and the reverse movement may be achieved by a spring, gravity, or the pressure difference between the compressed / depressurized air and the air pressure from the external environment. So in a single acting cylinder there must be an external force to achieve the movement in reverse direction. 

-The compressed air can also be introduced from both directions as necessary. This is called a double acting cylinder. Of course when introducing air from one side, it must be released from other side which must be coordinated. Double control of the cylinder from both sides means better control of the overall movements. 

The control system manages this two way movement by controlling the valves and compressors in proper timing and sequencing. 

Hydraulic Actuation: 

These systems use pressured liquids, usually oil, which can provide the strongest movements. Remember that construction equipment use this type of actuation. 

Due to the incompressible nature of liquids, strength can be achieved in a small volume (even by a small amount of movement), and also precise movements are easy to obtain. 

Therefore hydraulic systems are used where we need both strength and precise control. 

If we want to compare Pneumatic vs. Hydraulic systems: 

Hydraulic systems are  

generally slower,

affected less by temperature variations,

more durable,

can be more difficult to maintain

than Pneumatic systems.

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