journal article·2026-04Open access

Bipolar Switching and Synaptic Behaviors Observed in Titanium‐Constrained Phase‐Change Heterostructures

Jin Suk Oh, Ho Jin Lee, Jun Young Choi, Kiran A. Nirmal, Dong Hyun Kim, Jong Min Joo, Tukaram D. Dongale, Tae Geun Kim

Small· Volume 22· Issue 20

Abstract

ABSTRACT Phase‐change random‐access memory (PCRAM) is an emerging technology for next‐generation memory owing to its high on/off ratio, simple fabrication, and excellent stability. However, its unipolar operation limits its ability to replicate the complex synaptic behaviors required for neuromorphic applications. Although unipolar PCRAM has been explored as a neuromorphic device, its performance is limited by the intricacies of peripheral circuit requirements. To achieve better bipolar operation, this study introduces a novel bipolar PCRAM structure by incorporating titanium interlayers into an SbTe‐based PCRAM device. The integration of titanium as an atomic migration moderator reduces diffusion pathways, thereby stabilizing the operating voltage to approximately ±0.6 V while increasing endurance to more than 8 × 10 4 cycles. Furthermore, various synaptic behaviors such as potentiation, depression, and spike‐timing‐dependent plasticity were reliably mimicked. Neural network simulations performed with experimental data from the device achieved 88% classification accuracy on the Modified National Institute of Standards and Technology dataset, highlighting the feasibility of this architecture for real‐world neuromorphic applications. The proposed bipolar PCRAM structure simplifies circuit design and offers a scalable approach for efficient neuromorphic computing.
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Research context

OpenAlex topics: Advanced Memory and Neural Computing · Phase-change materials and chalcogenides · Neural Networks and Reservoir Computing

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

Affiliations

School of Electrical Engineering Korea University Seongbuk‐gu Seoul Republic of Korea

Department of Semiconductor System Engineering Korea University Seongbuk‐gu Seoul Republic of Korea

Computational Electronics and Nanoscience Research Laboratory School of Nanoscience and Biotechnology Shivaji University Kolhapur India

Functional Materials and Materials Chemistry Laboratory Department of Physiology Saveetha Dental College & Hospitals Saveetha Institute of Medical & Technical Sciences Saveetha University Chennai India

References (62)

Show source-provided references
1. 10.1038/s41586‐018‐0180‐510.1038/s41586‐018‐0180‐5 ↗
2. 10.1038/s41467‐023‐42792‐410.1038/s41467‐023‐42792‐4 ↗
3. 10.1038/nmat202810.1038/nmat2028 ↗
4. 10.1021/nl201040y10.1021/nl201040y ↗
5. Mayes · 2015
6. 10.1002/ifm2.23710.1002/ifm2.237 ↗
7. 10.1002/smll.20250532710.1002/smll.202505327 ↗
8. 10.1002/ifm2.2010.1002/ifm2.20 ↗
9. 10.1038/nmat200910.1038/nmat2009 ↗
10. 10.1088/1361‐6463/ab83ba10.1088/1361‐6463/ab83ba ↗
11. 10.1002/adma.20170395010.1002/adma.201703950 ↗
12. 10.1038/s41578‐018‐0076‐x10.1038/s41578‐018‐0076‐x ↗
13. 10.1038/s41467‐019‐11506‐010.1038/s41467‐019‐11506‐0 ↗
14. 10.1002/pssr.20200053810.1002/pssr.202000538 ↗
15. 10.1002/anie.20140422310.1002/anie.201404223 ↗
16. 10.1021/acsomega.7b0081210.1021/acsomega.7b00812 ↗
17. 10.1109/JPROC.2010.207005010.1109/JPROC.2010.2070050 ↗
18. 10.1063/1.492250510.1063/1.4922505 ↗
19. 10.1007/s10854‐021‐06581‐310.1007/s10854‐021‐06581‐3 ↗
20. 10.3390/nano1212199610.3390/nano12121996 ↗
21. 10.1002/adma.20220714310.1002/adma.202207143 ↗
22. 10.1002/pssr.20230042610.1002/pssr.202300426 ↗
23. 10.1126/science.106702010.1126/science.1067020 ↗
24. 10.1021/acsami.5b0182510.1021/acsami.5b01825 ↗
25. 10.1021/nl904092h10.1021/nl904092h ↗
26. 10.1126/science.137275410.1126/science.1372754 ↗
27. 10.1523/JNEUROSCI.18‐24‐10464.199810.1523/JNEUROSCI.18‐24‐10464.1998 ↗
28. 10.3389/fncom.2010.0001910.3389/fncom.2010.00019 ↗
29. 10.1039/d3ra02075d10.1039/d3ra02075d ↗
30. M.Suri O.Bichler andD.Querlioz “Phase Change Memory as Synapse for Ultra‐Dense Neuromorphic Systems: Application to Complex Visual Pattern Extraction ” in2011 International Electron Devices Meeting(2011) 4.4.1–4.4.4 https://doi.org/10.1109/IEDM.2011.6131488.10.1109/IEDM.2011.6131488 ↗
31. 10.1038/srep0161910.1038/srep01619 ↗
32. 10.1109/LED.2022.315444010.1109/LED.2022.3154440 ↗
33. 10.1039/C5NR01361E10.1039/C5NR01361E ↗
34. 10.1038/srep0161910.1038/srep01619 ↗
35. 10.1063/1.481628310.1063/1.4816283 ↗
36. 10.1038/srep2916210.1038/srep29162 ↗
37. 10.1002/aelm.20170028310.1002/aelm.201700283 ↗
38. 10.1002/pssr.20190010510.1002/pssr.201900105 ↗
39. 10.1063/5.020307210.1063/5.0203072 ↗
40. 10.1002/pssr.20210006410.1002/pssr.202100064 ↗
41. T.Zhanget al. “Binary SbTe Phase Diagrams Developed by Material Library Technique ” inE∖PCOS 2009 Symposium(2009):D03.
42. 10.1557/mrs.2019.20510.1557/mrs.2019.205 ↗
43. 10.1002/adma.20090037510.1002/adma.200900375 ↗
44. 10.1126/science.aay029110.1126/science.aay0291 ↗
45. 10.1038/s41598‐023‐44110‐w10.1038/s41598‐023‐44110‐w ↗
46. 10.1016/j.jmst.2024.02.07210.1016/j.jmst.2024.02.072 ↗
47. 10.1002/smll.20230365910.1002/smll.202303659 ↗
48. 10.1007/s00339‐014‐8871‐810.1007/s00339‐014‐8871‐8 ↗
49. 10.1007/s10854‐013‐1550‐210.1007/s10854‐013‐1550‐2 ↗
50. C.Nail G.Molas andP.Blaise in 2016 IEEE International Electron Devices Meeting (IEDM)(IEEE 2016) 4.5.1–4.5.4 https://doi.org/10.1109/IEDM.2016.7838346.10.1109/IEDM.2016.7838346 ↗
51. 10.1021/acsanm.4c0080910.1021/acsanm.4c00809 ↗
52. 10.1016/j.optlastec.2025.11249110.1016/j.optlastec.2025.112491 ↗
53. 10.3390/batteries902009810.3390/batteries9020098 ↗
54. 10.1016/j.jmst.2023.01.00310.1016/j.jmst.2023.01.003 ↗
55. 10.1002/advs.20230043310.1002/advs.202300433 ↗
56. 10.1016/j.heliyon.2018.e0093810.1016/j.heliyon.2018.e00938 ↗
57. 10.1002/adfm.20241686210.1002/adfm.202416862 ↗
58. 10.1038/s41598‐023‐36784‐z10.1038/s41598‐023‐36784‐z ↗
59. 10.1109/IEDM.2014.704713510.1109/IEDM.2014.7047135 ↗
60. 10.1109/LED.2024.343953210.1109/LED.2024.3439532 ↗
61. 10.1002/smll.20190010710.1002/smll.201900107 ↗
62. 10.1002/smll.20231224910.1002/smll.202312249 ↗