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Fluorinated Self-Assembled Monolayer Ion Receptors for Retentive Analog Synaptic Behavior
Minho Jin1,2, Jae Hak Lee3, Haeyeon Lee4
1Program in Nano Science and Technology, Graduate School of Convergence Science and Technology, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, Republic of Korea.
Ionic transistors show promise for artificial synapses, but ion self-discharge limits retention. Introducing a fluorinated monolayer (F-SAM) enhances ion trapping, improving memory in neuromorphic computing devices.
Area of Science:
- Materials Science
- Neuroscience
- Electrical Engineering
Background:
- Ionic transistors are key for retentive artificial synapses in neuromorphic computing due to analog modulation and low energy use.
- Self-discharge of ions at the channel-electrolyte interface currently limits the retention characteristics of these devices.
- Engineering interfacial electrostatic interactions is crucial for controlling ion discharge kinetics and improving device performance.
Purpose of the Study:
- To enhance ion interactions and improve the retention characteristics of ionic transistors for artificial synapses.
- To introduce a novel ion receptor material for electrolyte-gated transistors (EGTs).
- To address the limitations of ion self-discharge in neuromorphic computing applications.
Main Methods:
- Introduction of a fluorinated self-assembled monolayer (F-SAM), specifically Heneicosafluorododecyl phosphonic acid (F21-DDPA), as an ion receptor in EGTs.
- Investigation of ion-dipole interactions between lithium ions and the F21-DDPA layer at the channel/electrolyte interface.
- Utilizing chemical analysis and first-principles density functional theory (DFT) calculations to understand ion dynamics.
Main Results:
- The F21-DDPA layer effectively traps lithium ions at the interface via strong ion-dipole interactions.
- The modified EGTs exhibit stable, near-linearly tunable multimodal conductance states, indicating enhanced retention.
- F21-DDPA facilitates sequential ion trapping, providing a fundamental solution for ion dynamics at the interface.
Conclusions:
- The proposed F-SAM approach significantly enhances ion trapping at the channel-electrolyte interface, overcoming self-discharge limitations.
- This method enables ionic transistors to achieve stable, long-lasting charge retention essential for artificial synapses.
- The findings offer a pathway for developing advanced neuromorphic computing devices with improved training acceleration and inference capabilities.
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