journal article·2026-02

Sorting‐Free Carbon Nanotube Synaptic Transistors

Donghee Shin, Jaegyun Im, Hoimin Kim, Chanwoo Park, Seungjae Choi, Boseok Kang, Jaegeun Lee, Beomjin Jeong

Small· Volume 22· Issue 7
Publisher page

Abstract

Abstract The development of energy‐efficient neuromorphic devices requires synaptic transistors capable of precise conductance modulation and scalable fabrication. Carbon nanotubes (CNTs) are attractive candidates owing to their high carrier mobility, mechanical flexibility, and chemical stability; however, their structural heterogeneity has necessitated costly and time‐consuming sorting processes to remove metallic CNTs. Here, unsorted CNT (UCNT)‐based synaptic transistors are reported that circumvent the need for sorting by employing an ion gel gate containing a huge amount of mobile ionic charges. The UCNT transistors exhibit an ON/OFF current ratio of ≈25 through reversible anion‐driven doping/de‐doping and demonstrate essential synaptic functionalities, including short‐term plasticity, linear potentiation/depression across 50 states, paired‐pulse facilitation with a 149% index, spike‐frequency‐dependent plasticity, and endurance over 1000 cycles (100 000 pulses in total). Operando Raman measurements confirm that mobile anions are responsible for p‐doping and conductance modulation in the UCNT channel. Neuromorphic simulations using measured device parameters achieve an MNIST recognition accuracy of 88.75%, comparable to the ideal case of 92.75%. This study establishes a scalable and cost‐effective route for CNT‐based synaptic electronics, paving the way toward practical neuromorphic computing applications.
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Research context

OpenAlex topics: Advanced Memory and Neural Computing · Nanopore and Nanochannel Transport Studies · Carbon Nanotubes in Composites

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

Affiliations

School of Chemical Engineering Pusan National University Busandaehak‐ro 63 beon‐gil 2 Geumjeong‐gu Busan 46241 Republic of Korea

SKKU Advanced Institute of Nanotechnology (SAINT) Department of Nano Science and Technology Sungkyunkwan University (SKKU) Seobu‐ro 2066 beon‐gil, Jangan‐gu Suwon‐si Gyeonggi‐do 16419 Republic of Korea

Department of Nano Engineering and Department of Semiconductor Convergence Engineering SKKU Seobu‐ro 2066 beon‐gil, Jangan‐gu Suwon‐si Gyeonggi‐do 16419 Republic of Korea

Department of Organic Material Science and Engineering Pusan National University Busandaehak‐ro 63 beon‐gil 2 Geumjeong‐gu Busan 46241 Republic of Korea

Funding

Ministry of Trade, Industry and Energy · Ministry of Science and ICT, South Korea

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