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001050577 1001_ $$0P:(DE-Juel1)192385$$aYang, Ming-Jay$$b0$$ufzj
001050577 1112_ $$a2025 32nd IEEE International Conference on Electronics, Circuits and Systems (ICECS)$$cMarrakech$$d2025-11-17 - 2025-11-19$$wMorocco
001050577 245__ $$aBiologically Inspired Multi-Timescale Sequence Processing in Hybrid CMOS-Memristive Hardware
001050577 260__ $$bIEEE$$c2025
001050577 29510 $$a2025 32nd IEEE International Conference on Electronics, Circuits and Systems (ICECS) : [Proceedings] - IEEE, 2025. - ISBN 979-8-3315-9585-2 - doi:10.1109/ICECS66544.2025.11270719
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001050577 520__ $$aemporal sequences of spiking activity are a primary means of neural information encoding, making the extraction of their structure a fundamental computational challenge in neuroscience and artificial intelligence. Recent advances in neuroscience have introduced the concept of dendritic plateau computation (DPC), a mechanism that emerges from the interaction of localized plateau potentials across functionally compartmentalized dendritic branches. Inspired by this biological paradigm, we propose a memristive dendritic architecture incorporating a multi-compartmental neuron model. Critical sequence features are encoded through tunable resistances at memristive crosspoints, while the adjustable retention time of volatile memristors is utilized to modulate plateau duration, thereby aligning temporal dynamics with application-specific requirements. With the memristive hardware dendrite, we constructed a two-layer network of neuron populations for sequence classification. This work demonstrates the potential advantage of incorporating the active dendritic processes as fundamental operation for implementing efficient brain-inspired computing hardware.
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001050577 588__ $$aDataset connected to CrossRef Conference
001050577 7001_ $$0P:(DE-HGF)0$$aNieters, Pascal$$b1
001050577 7001_ $$0P:(DE-Juel1)188141$$aHellwig, Johannes$$b2$$ufzj
001050577 7001_ $$0P:(DE-Juel1)196767$$aSpithouris, Dimitrios$$b3$$ufzj
001050577 7001_ $$0P:(DE-Juel1)130620$$aDittmann, Regina$$b4$$ufzj
001050577 7001_ $$0P:(DE-HGF)0$$aPipa, Gordon$$b5
001050577 7001_ $$0P:(DE-Juel1)188145$$aStrachan, John Paul$$b6$$ufzj
001050577 773__ $$a10.1109/ICECS66544.2025.11270719
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001050577 9141_ $$y2025
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001050577 9201_ $$0I:(DE-Juel1)PGI-14-20210412$$kPGI-14$$lNeuromorphic Compute Nodes$$x0
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