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Biologically-inspired massively-parallel architectures — Computing beyond a million processors

机译:生物启发的大型平行架构 - 计算超过一百万个处理器

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Moore's Law continues to deliver ever-more transistors on an integrated circuit, but discontinuities in the progress of technology mean that the future isn't simply an extrapolation of the past. For example, design cost and complexity constraints have recently caused the microprocessor industry to switch to multi-core architectures, even though these parallel machines present programming challenges that are far from solved. Moore's Law now translates into ever-more processors on a multi-, and soon many-core chip. The software challenge is compounded by the need for increasing fault-tolerance as near-atomic-scale variability and robustness problems bite harder. We look beyond this transitional phase to a future where the availability of processor resource is effectively unlimited and computations must be optimised for energy usage rather than load balancing, and we look to biology for examples of how such systems might work. Conventional concerns such as synchronisation and determinism are abandoned in favour of real-time operation and adapting around component failure with minimal loss of system efficacy.
机译:摩尔定律继续在集成电路上提供更多的晶体管,但在技术进步方面的不连续性意味着未来并不只是简单的过去推断。例如,设计成本和复杂性限制最近导致微处理器行业切换到多核架构,即使这些并联机器呈现远非解决的编程挑战。 Moore的法律现在转换为多种多组和很快的多核芯片的更多处理器。软件挑战是通过对近似原子尺度变异性和鲁棒性问题的需求来复杂,更加困难。我们向超越这种过渡阶段到未来,处理器资源的可用性有效无限,计算必须针对能量使用而不是负载平衡进行优化,并且我们期待生物学,了解这些系统如何工作的示例。诸如同步和确定主义的常规问题被遗弃,有利于实时操作并随着系统功效的最小损失而调整组件故障。

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