journal article·2024-03-08

PEDOT-ZnO Nanoparticle Hybrid Film-Based Memristors for Synapse Emulation in Neuromorphic Computing Applications

Jiaming Fan, Jiang Feng, Yu Gao, Zijian Zhang, Song Xue, Gangri Cai, Jin Shi Zhao

ACS Applied Nano Materials· Volume 7· Issue 5
Publisher page

Abstract

Synapses and neurons in artificial intelligence are acknowledged as pivotal elements in constructing neuromorphic computing systems. Specifically, organic material-based memristors are widely recognized due to their advantages in terms of transparency, flexibility, cost-effectiveness, environment friendliness, and biocompatible properties. In this paper, we fabricated organic functional layer-based memristors and synapses by spin-coating poly(3,4-ethylenedioxythiophene)/poly(styrenesulfonate) (PEDOT:PSS) onto an indium tin oxide (ITO) substrate following a magnetron-sputtered ITO as the top electrode. Moreover, zinc oxide nanoparticles (ZnO NPs) were employed in the functional layer as charge trapping elements for optimizing the performance of PEDOT-based memory devices. With control of the concentrations of ZnO NPs, the devices of ITO/PEDOT:PSS(ZnO NPs)/ITO exhibited promising resistive switching performance and synaptic functionalities. In the device of ITO/PEDOT:PSS(3% ZnO NPs)/ITO, it shows gradual switching characteristics and could effectively mimic synapse functionalities. In the device ITO/PEDOT:PSS(5% ZnO NPs)/ITO, it shows a forming-free character and excellent resistive change performance.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Advanced Memory and Neural Computing · Conducting polymers and applications · Transition Metal Oxide Nanomaterials

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

Affiliations

Tianjin Key Laboratory of Organic Solar Cells and Photochemical Conversion, Department of Applied Chemistry, Tianjin Key Laboratory of Film Electronic & Communication Devices, School of Integrated Circuit Science and Engineering, Tianjin University of Technology, No. 391 Binshui Xidao, Xiqing District, Tianjin 300384, P. R. China

Funding

Natural Science Foundation of Tianjin Municipality · National Natural Science Foundation of China

References (40)

Show source-provided references
1. 10.1109/MCSE.2017.2910.1109/MCSE.2017.29 ↗
2. 10.1021/acsami.2c0833710.1021/acsami.2c08337 ↗
3. 10.1021/acsanm.3c0339710.1021/acsanm.3c03397 ↗
4. 10.1002/adma.20200361010.1002/adma.202003610 ↗
5. 10.1038/s41928-017-0006-810.1038/s41928-017-0006-8 ↗
6. 10.1038/s41467-022-34178-910.1038/s41467-022-34178-9 ↗
7. 10.1021/acsami.2c1983610.1021/acsami.2c19836 ↗
8. 10.1021/acsami.1c2433110.1021/acsami.1c24331 ↗
9. 10.1039/C9MH01206K10.1039/C9MH01206K ↗
10. 10.1021/acsanm.3c0097510.1021/acsanm.3c00975 ↗
11. 10.1016/S1369-7021(08)70119-610.1016/S1369-7021(08)70119-6 ↗
12. 10.1038/nnano.2008.16010.1038/nnano.2008.160 ↗
13. 10.1021/acsanm.2c0066310.1021/acsanm.2c00663 ↗
14. 10.1002/adma.20150357510.1002/adma.201503575 ↗
15. 10.1021/nl803768910.1021/nl8037689 ↗
16. 10.1038/s41565-020-0694-510.1038/s41565-020-0694-5 ↗
17. 10.1063/1.481632710.1063/1.4816327 ↗
18. 10.1038/ncomms173710.1038/ncomms1737 ↗
19. 10.1038/nmat415010.1038/nmat4150 ↗
20. 10.1002/adma.20150288910.1002/adma.201502889 ↗
21. 10.1007/s12274-023-5411-x10.1007/s12274-023-5411-x ↗
22. 10.1002/aelm.20160010010.1002/aelm.201600100 ↗
23. 10.1063/1.280627510.1063/1.2806275 ↗
24. 10.1002/adma.20130136110.1002/adma.201301361 ↗
25. 10.1016/j.orgel.2014.03.02410.1016/j.orgel.2014.03.024 ↗
26. 10.1038/s41928-018-0103-310.1038/s41928-018-0103-3 ↗
27. 10.3389/fnins.2022.101602610.3389/fnins.2022.1016026 ↗
28. 10.1007/s10854-022-09368-210.1007/s10854-022-09368-2 ↗
29. 10.1039/c3ra46679e10.1039/c3ra46679e ↗
30. 10.1039/D3NR01726E10.1039/D3NR01726E ↗
31. 10.1021/am201518v10.1021/am201518v ↗
32. 10.1002/adma.20070008610.1002/adma.200700086 ↗
33. 10.1063/1.366605710.1063/1.3666057 ↗
34. 10.1109/LED.2007.89966810.1109/LED.2007.899668 ↗
35. 10.1002/adfm.20050013010.1002/adfm.200500130 ↗
36. 10.1021/acs.jpcc.6b0940410.1021/acs.jpcc.6b09404 ↗
37. 10.1016/j.orgel.2014.03.02410.1016/j.orgel.2014.03.024 ↗
38. 10.1021/acsami.0c0449310.1021/acsami.0c04493 ↗
39. 10.1039/C9NH00341J10.1039/C9NH00341J ↗
40. 10.1109/LED.2016.257314010.1109/LED.2016.2573140 ↗