Dual-core? Quad-core? Future Computers May Have Hundreds of Processors
March 3, 2010(PhysOrg.com) -- While today's top-line personal computers boast of dual- or quad-core processors to handle complex workloads, experts predict hundreds or even thousands of core processors may be commonplace within the next decade.
That will enable computers to simultaneously perform a vast range of functions only dreamed about today.
But that poses a daunting task for the engineers who must design memory systems to work with these multi-core processors in a quick, energy-efficient and thermally cool manner.
Zhichun Zhu, University of Illinois at Chicago assistant professor of electrical and computer engineering, has been awarded a five-year, $400,000 National Science Foundation CAREER Award to investigate the architecture for building this next generation of computers.
"We have a lot of challenges facing us," she said. "If each core is running an independent application, each will need a piece of memory to store its data and instructions for the computation."
That is going to require a lot of memory, she said. While today's home computers typically have at least a gigabyte of DRAM -- dynamic random access memory -- to do the job, tomorrow's computers may need a terabyte -- that is a thousand gigabytes -- or more. And the memory will not just be DRAM, but an assortment of types.
Keeping this assortment of memory functioning in a way that doesn't consume vast amounts of power, doesn't overheat, and comes in a compact package as consumers demand will require what Zhu calls universal and scalable memory systems.
"We'll need a new memory architecture that can support diverse memory devices that when put together will work as a whole," said Zhu.
The UIC computer engineer will develop software programs to run simulations that test and validate ways to link diverse memory components that work seamlessly together.
Zhu's grant will support a graduate assistant and will involve undergraduate students who will learn of the problems and potential of the upcoming multi-core era, including the need to write complicated parallel computer programs.
Zhu said parallel computing has been around a long time, but was used mainly by computational scientists at large national laboratories.
"In the future, to get the most performance from personal computers, we'll need to go from sequential to parallel applications," she said. "Maybe all undergraduates will need to learn how to write parallel programming instead of just sequential code."
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Mar 03, 2010
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Obviously you're thinking modern technology. You need to look at the future, where things like holography could become common place, and you will require much more powerful machines.
When reading this article, i was thinking robots. Think of asimo, but with dedicated processors for each part of the robot. processors to control the legs, to control the arms, to calculate "thoughts" or appropriate responses. All working independently, but communicating with the master processor and sharing memory to create a uniform machine.
Mar 03, 2010
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http://en.wikiped...ansputer
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As someone who pays the electricity bill while it chats to its palls on the internet?
I don't like the sound of this!
Mar 04, 2010
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For years to come, PP will stay within the OS and the GUI. Only isolated stuff will be done in parallel, mostly with the GPU.
Thirdly, would an office program get better with massive parallelism? I don't think so. Same with almost any widely used program today. (I know there are /some/ exceptions.)
Mar 04, 2010
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No, true AI probably won't come until a machine reaches the processing power of the human brain which will happen in around 15 years. If Moore's law holds up, we are on track to have the ability to simulate the human brain at the molecular level (calcium channel by calcium channel) around that time. After that, we can eliminate the inefficiencies in the design of the brain and do more with less computing power.
I don’t hold much hope in creating artificial intelligence by just trying to figure out how intelligence works and writing a program to try to mimic it, which is what we've mostly been doing until recently. We are going to have to copy what is known to work and then re-engineer it.
Mar 04, 2010
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I'm lost, what's so unethical about it?
Mar 07, 2010
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Back in the 80s a company (Connection Machine Inc.) created a system with thousands of processors (the Connection Machine) which had reconfigurable interconnects. The company went out of business but wrote a book on their studies. The found that the configuration of the processors (mesh, toroid, hypercube, etc) had no significant effect on how long it took to solve a specific issue. Their conclusion was that we don't understand what is going on within the computer well enough to determine what processor configuration is significant to solving which class of computing problem.
As with others, they found that the increasing number of processors gave diminishing returns in computing power due to data bottlenecks in the system.
Mar 30, 2010
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Any algorithm that uses less or equal dimensions then interconnect can be mapped directly. Algorithms that use more dimensions can also be mapped, but they had to be transformed into reduced dimensions first and that means efficiency losses of course, but should be possible.