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Enabling fuzzy technologies in high performance networking via an open FPGA-based development platform

机译:通过基于FPGA的开放式开发平台在高性能网络中启用模糊技术

摘要

Soft computing techniques and particularly fuzzy inference systems are gaining momentum as tools for network traffic modeling, analysis and control. Efficient hardware implementations of these techniques that can achieve real-time operation in high-speed networking equipment as well as other highly time-constrained application fields is however an open problem. We introduce a development platform for fuzzy inference systems with applications to network traffic analysis and control. The platform addresses the current requirements and constraints of high performance networking equipment. For the development process, we set up a methodology and a CAD tool chain that span the entire design process from initial specification in a high-level language to implementation on FPGA devices. An FPGA development board with PCI/PCIe interface is employed to support an open platform that comprises CAD tools as well as IP cores. PCI compatible fuzzy inference modules are implemented as System-on-Programmable-Chip (SoPC). We present satisfactory experimental results from the implementation of fuzzy systems for a number of applications in analysis and control of Internet traffic. These systems are shown to satisfy operational and architectural requirements of current and future high performance routing equipment. The platform proposed allows for the development of prototypes while avoiding large investments and complicated management procedures which constrain the testing and adoption of soft computing techniques in high performance networking. © 2011 Elsevier B.V. All rights reserved.
机译:作为网络流量建模,分析和控制的工具,软计算技术,尤其是模糊推理系统正获得发展势头。这些技术的有效硬件实现方式可以在高速网络设备以及其他时间紧迫的应用领域中实现实时操作,这是一个悬而未决的问题。我们介绍了一种用于模糊推理系统的开发平台,并将其应用于网络流量分析和控制。该平台解决了高性能网络设备的当前要求和约束。对于开发过程,我们建立了一种方法和CAD工具链,涵盖了从高级语言的初始规范到FPGA器件的实施的整个设计过程。采用具有PCI / PCIe接口的FPGA开发板来支持一个开放平台,该平台包括CAD工具和IP内核。 PCI兼容的模糊推理模块被实现为可编程片上系统(SoPC)。我们通过模糊系统的实现为互联网通信分析和控制中的许多应用提供了令人满意的实验结果。这些系统可以满足当前和未来高性能路由设备的操作和体系结构要求。所建议的平台允许开发原型,同时避免了大笔投资和复杂的管理程序,而这限制了高性能网络中软计算技术的测试和采用。 ©2011 Elsevier B.V.保留所有权利。

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