Monday, August 8, 2011

Robot learns from experience


Tokyo Institute of Technology Intelligent humanoid robot capable of learning and decision-making in a real environment



A robot outfitted with a rudimentary brain-like neural network is able to tackle new tasks by calling on its past experience and knowledge to think and act for itself.
This breakthrough demonstrates the evolving ability of robots to adapt to ever-changing environments, according to Osamu Hasegawa, an associate professor at the Tokyo Institute of Technology who is developing the technology.
"So far, robots, including industrial robots, have been able to do specific tasks quickly and accurately. But if their environment changes slightly, robots like that can't change," Hasegawa said in a press release.
In this video, the robot uses its artificial intelligence to pour a glass of "water" (beads, actually, since water and electronics don't mix all that well) and then, mid-task and with its hands full, it's told to make the water cold. What to do? It spies the "ice cube" on a nearby tray and decides to put down the bottle so it can pick up the ice cube and put in the glass.
Hasegawa's robot is similar to the Bakerbot reported on earlier this week that is able to make and bake a cookie almost from scratch, using code that enables it to determine where ingredients are, pour and mix them together, and place them in the oven.
Hasegawa's team has developed an algorithm called a Self Organizing Incremental Neural Network, or SOINN, to do the thinking. The network obtains information from the robot's visual, auditory and tactile sensors. In addition, it does what people do these days: goes online and chats with others (robots in this case).
So, for example, let's say this robot in Japan is asked to make a cup of tea. It doesn't know how, so it goes online and learns from a robot in London how to make a perfect cup of English tea. But, since it's in Japan, the robot knows this isn't quite right.
Based on its past experience and surroundings, Hasegawa said, "we think this robot will become able to transfer that knowledge to its immediate situation, and make green tea using a Japanese teapot."


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