Robots that learn from experience and can solve novel problems, just like humans. Sound like science fiction, doesn’t it? But a Japanese researcher is working on practically realising this theory, with machines that can teach themselves to perform tasks they have not been programmed to do, using objects they have never seen before.
In a world first, Osamu Hasegawa, associate professor at the Tokyo Institute of Technology, has developed a system that allows robots to look around their environment and do research on the Internet, enabling them to “think” how best to solve a problem.
“Most existing robots are good at processing and performing the tasks they are pre-programmed to do, but they know little about the ‘real world’ where humans live,” he says.
“So our project is an attempt to build a bridge between robots and the real world.”
The Self-Organising Incremental Neural Network, or “SOINN”, is an algorithm that allows robots to use their knowledge — what they already know — to infer how to complete tasks they have been told to do. SOINN examines the environment to gather the data it needs to organise the information it has been given into a coherent set of instructions.
Tell a SOINN-powered machine that it should, for example: “Serve water”. The machine begins to break down the task into a series of skills that it has been taught: holding a cup, holding a bottle, pouring water from a bottle, placing a cup down. Without special programmes for water-serving, the robot works out the order of the actions required to complete the task.
The SOINN machine asks for help when facing a task beyond its ability and crucially, stores the information it learns for use in a future task.
“In the future, we believe it will be able to ask a computer in England how to brew a cup of tea and perform the task in Japan,” says Hasegawa.
Like humans, the system can also filter out “noise” or insignificant information that might confuse other robots. “Human brains do this so well automatically and smoothly so we don’t realise that we are even doing this,” he says. Similarly, the machine is able to filter out irrelevant results it finds on the web.
“There is a huge amount of information available on the Internet, but at present, only humans are making use of such information,” he said.“This robot can connect its brain directly to the Internet.”
Hasegawa hopes SOINN might one day be put to practical use, for example controlling traffic lights to ease traffic jams by organically analysing data from public monitors and accident reports.
He also points to possible uses in earthquake detection systems where a SOINN-equipped machine might be able to aggregate data from numerous sensors located across Japan and identify movements that might prove significant.
But there are reasons to be careful about robots that can learn, cautions the professor. What kinds of tasks should we allow computers to perform? And is it possible that they might turn against us, like in the apocalyptic vision of Stanley Kubrick’s film 2001: A Space Odyssey.
“A kitchen knife is a useful thing. But it can also become a weapon,” he says. While Hasegawa and his team have only benign intentions for their invention, he wants people to be aware of its moral limits.
“We are hoping that a variety of people will discuss this technology, when to use it and when not to use it.”
Published in The Express Tribune, October 15th, 2011.