journal article·2025-10-07Open access

Thin-Film Silicon Nanosheet-Based Neuromorphic Assemblies

Rana Biswas, Moneim Elshobaki, Jeremy B. Essner, Owen Comiskey, Shweta Shweta, Jaeyoun Kim, Matthew G. Panthani

Abstract

High Resolution Image Download MS PowerPoint Slide We demonstrate neuromorphic behavior in silicon nanosheet (NS) assemblies. We utilized Cl- and H-passivated Si-NSs that were synthesized through topotactic deintercalation of the Zintl phase of CaSi 2 with concentrated HCl at −35 °C. We utilize a silicon-based platform in which we fabricated Au source-drain (S-D) electrodes on SiO 2 /Si wafers by photolithography. We fabricated encapsulated assemblies of Si-NS between gold S-D electrodes at mesoscopic channel lengths (30–80 μm) using solution processing methods. The Si-NS assemblies exhibit novel neuromorphic characteristics in which spiking voltage inputs lead to decaying spiking current outputs, analogous to plasticity known for neuron-synapse systems. Decaying spiking current outputs follow a power-law decay (∼t –β ) with β ∼ 0.7–1.1. DFT and electron-trapping simulations suggest that such neuroplastic characteristics may arise from the charging and release of charge from Si-dangling bonds at the NS surfaces. Higher-frequency measurements also reveal an initial learning phase, where the spiking voltage outputs gradually build up to a maximum value, analogous to the potentiation process in neuron-synapse systems. These observed neuromorphic characteristics indicate that Si-NSs are a promising material for next-generation neuromorphic networks with immense potential for energy-efficient, brain-inspired computing.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Advanced Memory and Neural Computing · Nanowire Synthesis and Applications · ZnO doping and properties

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Microelectronics Research Center and Department of Electrical and Computer Engineering

Iowa State University

Department of Physics and Astronomy

U.S. Department of Energy

Ames National Laboratory

Department of Chemical and Biological Engineering

Funding

Division of Civil, Mechanical and Manufacturing Innovation · Iowa State University

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