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AmPEC:具有部分纠错功能的近似 MRAM用于细粒度的能量质量权衡.pdf

上传人: 芦苇 编号:651767 2025-05-01 27页 2.52MB

1、AmPEC:Approximate MRAM with Partial Error Correction for Fine-grained Energy-quality Trade-off2025/1/2130th Asia and South Pacific Design Automation Conference1Lan-yang Sun1,Yaoru Hou2,Hao Cai11Southeast University,Nanjing,China2The Hong Kong University of Science and Technology,Hong Kong,COutline20

2、25/1/2130th Asia and South Pacific Design Automation Conference21Background2Proposed Approximate Scheme3Evaluation4Conclusion1Background2Proposed Approximate Scheme3Evaluation4Conclusion2025/1/2130th Asia and South Pacific Design Automation Conference3Outline1Background Approximate Design Paradigms

3、2025/1/2130th Asia and South Pacific Design Automation Conference4ReliabilityArea savingPerformanceEnergy savingExact designApprox.designApproximate DesignError-tolerant Applications+Save hardware cost Optimize latency Enhance energy efficiency Lose accuracytolerableCircuit-Level Approximation Techn

4、iquesData-PathMemoryVoltage OverscalingReducing Design ComplexityBit TruncationRead and Write Operations DroppingWeak Read and Write OperationsComputeMemorySystemAlgorithmArchitectureCircuit/LogicDesign Abstraction Levels.SRAMDRAMFlashSTT-MRAMPCMRRAMCell size120-150F210-30F210-30F210-30F210-30F210-3

5、0F2Non-volatilityYESNOYESYESYESYESWrite voltage1V1V10V1.5V3V3VWrite energyfJ10 fJ100 pJ1 pJ10 pJ1 pJStandby powerHIGHMEDIUMLOWLOWLOWLOWWrite speed1 ns10 ns0.1-1 ms5 ns10 ns10 nsRead speed1 ns3 ns10 ns5 ns10 ns10 nsEndurance10161016104-106101510121071Background Spin Transfer Torque-Magnetic RAM2025/1

6、/2130th Asia and South Pacific Design Automation Conference5High current,long access time Characteristics of various types of storage High energy consumption Approximate design for read/write access of MRAMBLWLSLBLWLSLAPPRLFLMgOAccess transistorMagnetic tunnel junction(MTJ)1Background STT-MRAM2025/1

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本文提出了一种用于磁阻随机存取存储器(STT-MRAM)的细粒度近似方案,通过动态调整质量来优化能量-质量 trade-off。关键数据包括:近似读取方案可将能量降低45.6%,写入成功率95.1%,静态泄漏电流44.12%,静态功率74.78%。细粒度近似读取方案在保持高质量的同时,实现了94.1%的正确率和6.13微瓦的能量消耗。写入方案通过水平移位器和其他技术,将能量降低至3.99皮焦,同时保持95.1%的写入成功率。此外,文章还提出了一种部分错误纠正和位级数据映射方法,以保护质量。这些技术在模拟和测试中表现良好,为图像处理和其他应用提供了潜在的硅演示。
"STT-MRAMapproximations: How do they work?" "Energy-qualitytrade-offs: Can we really have both?" "Fine-grainedapproximation: Is it the future of MRAM design?"
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