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IEEE TNNLS

IEEE Transactions on Neural Networks and Learning Systems · 期刊 · Machine Learning

2026-02-03 至 2026-02-03 共收录 1
2602.02439 2026-02-03 cs.NE cs.ET cs.LG

Energy-Efficient Neuromorphic Computing for Edge AI: A Framework with Adaptive Spiking Neural Networks and Hardware-Aware Optimization

边缘AI的节能类脑计算:一种结合自适应脉冲神经网络和硬件感知优化的框架

Olaf Yunus Laitinen Imanov, Derya Umut Kulali, Taner Yilmaz, Duygu Erisken, Rana Irem Turhan

机构 * Department of Applied Mathematics and Computer Science (DTU Compute)(应用数学与计算机科学系(DTU计算)) Department of Engineering(工程系) Department of Computer Engineering(计算机工程系) Department of Mathematics(数学系) Department of Computer Systems(计算机系统系)

AI总结 NeuEdge框架通过自适应脉冲神经网络和硬件感知优化,实现边缘AI的超低功耗、低延迟推理,达到高能效和实时性能。

Comments 8 pages, 4 figures, 4 tables. Submitted to IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

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