SHF: Small: Formal Synthesis of Low-Energy Signal Processing Systems Relying on Controlled Timing-Error Acceptance
SHF:小型:依赖于受控定时误差接受的低能量信号处理系统的形式综合
基本信息
- 批准号:1018075
- 负责人:
- 金额:$ 44.97万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Continuing Grant
- 财政年份:2010
- 资助国家:美国
- 起止时间:2010-09-01 至 2015-08-31
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
Improving energy efficiency of embedded and mobile systems is a major design challenge. Such systems involve complex algorithms for audiovisual processing, recognition, and communication that heavily utilize digital signal processing (DSP) architectures. This proposal advances a systematic strategy to reduce energy consumption of DSP sub-systems and thereby make major strides towards a new generation of low-energy embedded applications. The main premise behind the proposal is that signal processing algorithms may accept, in a finely controlled manner, some amount of timing errors in return for significant energy savings. Signal processing algorithms have an intrinsic quality floor, set by quantization and roundoff noise. A traditional design paradigm of worst-case margining is highly suboptimal, and by accepting a small amount of low-probability timing errors, significant energy savings of more than 50% are possible.Research under this proposal will result in the development of a formal analysis and synthesis framework for integration into a hardware synthesis flow that supports systematic design of ultra low-energy error-permissive DSP systems. A flow for controlled acceptance of timing errors must fundamentally be based on a new formal notion of quality-energy (Q-E) tradeoff, which is unique to error-permissive signal processing, and which will allow treatment of other Q-E techniques, such as approximate signal processing, consistently within the same framework. To this end, the goals of this project are two-fold: (i) to formally develop models and analysis techniques for controlled timing-error acceptance under given input statistics and quality-energy budgets, and (ii) to develop a comprehensive synthesis flow that allows multiple Q-E techniques to be applied to the co-optimization of quality, energy, area and performance objectives for a large class of algorithms that can generally tolerate a small amount of errors. Results of this work will enable automatic exploration of joint algorithm and architecture tradeoffs for implementation of general quality- and energy-tuned error-permissive systems. The new controlled timing error paradigm will facilitate sustained improvement in the energy efficiency of integrated circuits and digital systems, where ultra low-energy operation will enable use of hitherto infeasible portable, implantable, wireless and autonomous systems.
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项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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Andreas Gerstlauer其他文献
Guest Editorial: Special Issue on the 2015 International Conference on Embedded Computer Systems—Architectures, Modeling and Simulation (SAMOS XV)
- DOI:
10.1007/s10766-017-0500-7 - 发表时间:
2017-03-27 - 期刊:
- 影响因子:0.900
- 作者:
Guillermo Payá-Vayá;Andreas Gerstlauer - 通讯作者:
Andreas Gerstlauer
Efficient Approaches for GEMM Acceleration on Leading AI-Optimized FPGAs
在领先的 AI 优化 FPGA 上进行 GEMM 加速的有效方法
- DOI:
10.48550/arxiv.2404.11066 - 发表时间:
2024 - 期刊:
- 影响因子:0
- 作者:
Endri Taka;Dimitrios Gourounas;Andreas Gerstlauer;Diana Marculescu;Aman Arora - 通讯作者:
Aman Arora
Andreas Gerstlauer的其他文献
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{{ truncateString('Andreas Gerstlauer', 18)}}的其他基金
Student Travel Grant for Embedded Systems Week (ESWEEK) 2019
2019 年嵌入式系统周 (ESWEEK) 学生旅费补助
- 批准号:
1929543 - 财政年份:2019
- 资助金额:
$ 44.97万 - 项目类别:
Standard Grant
SHF: Medium: Collaborative Research: Predictive Modeling for Next-generation Heterogeneous System Design
SHF:媒介:协作研究:下一代异构系统设计的预测建模
- 批准号:
1763848 - 财政年份:2018
- 资助金额:
$ 44.97万 - 项目类别:
Standard Grant
CSR: Small: Network-Level Design of Cyber-Physical Systems
CSR:小型:信息物理系统的网络级设计
- 批准号:
1421642 - 财政年份:2014
- 资助金额:
$ 44.97万 - 项目类别:
Standard Grant
SHF: Small: Algorithm/Architecture Co-Design of Low Power and High Performance Linear Algebra Compute Fabrics
SHF:小型:低功耗和高性能线性代数计算结构的算法/架构协同设计
- 批准号:
1218483 - 财政年份:2012
- 资助金额:
$ 44.97万 - 项目类别:
Standard Grant
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