Light-stimulated long-term potentiation behavior enhanced in a HfO2/InGaZnO photonic synapse
Source abstract
Abstract
Photonic-based neuromorphic systems offer numerous advantages, including low crosstalk, high bandwidth, and low power consumption, making them an ideal choice for ultrafast neuromorphic systems. Although these neuromorphic systems promote the utilization of amorphous oxide semiconductors (AOSs) for promising photonic synapses, precise control of their unique persistent photoconductivity to mimic synaptic plasticity using an external light stimulus has rarely been studied. This study investigates the significant enhancement of the long-term potentiation (LTP) behavior in an InGaZnO (IGZO) photonic synapse through facile HfO2 passivation. In HfO2/IGZO synapses, the HfO2 layer is crucial in enhancing the LTP characteristics. The improvement in the persistent photocurrent behavior of the HfO2/IGZO synapse was attributed to the higher activation energy required for the neutralization of ionized oxygen vacancies, facilitating the LTP behavior. The LTP was dynamically modulated depending on external light pulse conditions. A large number of multilevel states (1024 states) were enabled by consecutive light simulations. Furthermore, HfO2/IGZO synapses exhibit different learning capacities depending on the external stimuli configuration. These findings demonstrate our ability to manipulate synaptic functionality in AOS-based artificial photonic synapses, paving the way for multifunctional photonic synapse circuitry. This advancement holds the potential for realizing an artificial vision system in the future.
Source: expertdata · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Advanced Memory and Neural Computing · Neural Networks and Reservoir Computing · Thin-Film Transistor Technologies
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (41)
Show source-provided references
1. A synaptic model of memory: long-term potentiation in the hippocampus10.1038/361031a0 ↗
2. Overcoming the limitations of von Neumann architecture in big data systems
3. Limits on fundamental limits to computation10.1038/nature13570 ↗
4. The First Ending and a New Beginning10.1109/MC.2013.431 ↗
5. Synaptic plasticity: Multiple forms, functions, and mechanisms10.1038/sj.npp.1301559 ↗
6. Artificial 2D van der waals synapse devices via interfacial engineering for neuromorphic systems10.3390/nano10010088 ↗
7. Modulation of synaptic plasticity mimicked in Al nanoparticle-embedded IGZO synaptic transistor10.1002/aelm.201901072 ↗
8. Exploitation of optical interconnects in future server architectures10.1147/rd.494.0755 ↗
9. Silicon Photonics Circuit Design: Methods, Tools and Challenges10.1002/lpor.201700237 ↗
10. Photonics for artificial intelligence and neuromorphic computing10.1038/s41566-020-00754-y ↗
11. On-chip photonic synapse10.1126/sciadv.1700160 ↗
12. Memristor modeling: challenges in theories, simulations, and device variability10.1039/D1TC04201G ↗
13. Phosphorene nano-heterostructure based memristors with broadband response synaptic plasticity10.1039/C8TC03089H ↗
14. Metal-oxide heterojunction optoelectronic synapse and multilevel memory devices enabled by broad spectral photocarrier modulation
15. One-step preparation of semiconductor/dielectric bilayer structures for the simulation of flexible bionic photonic synapses10.1021/acsami.2c22223 ↗
16. Logic circuit function realization by one transistor10.1021/nl303386b ↗
17. Trap densities in amorphous- InGaZnO4 thin-film transistors10.1063/1.2904704 ↗
18. Gated three-terminal device architecture to eliminate persistent photoconductivity in oxide semiconductor photosensor arrays10.1038/nmat3256 ↗
19. Synaptic learning and memory functions achieved using oxygen ion migration/diffusion in an amorphous InGaZnO memristor10.1002/adfm.201103148 ↗
20. Brain-inspired photonic neuromorphic devices using photodynamic amorphous oxide semiconductors and their persistent photoconductivity
21. Enhanced ultraviolet photoconductivity in semiconducting ZnGa2O4 thin films10.1063/1.1396829 ↗
22. Persistent photoconductivity in Al-doped ZnO photoconductors under air, nitrogen and oxygen ambiance: role of oxygen vacancies induced DX centers10.1016/j.ceramint.2019.01.174 ↗
23. Enhancement of persistent photoconductivity of ZnO nanorods under polyvinyl alcohol encapsulation10.1016/j.mssp.2014.03.039 ↗
24. Room-Temperature Giant Persistent Photoconductivity in SrTiO3/LaAlO3 Heterostructures10.1021/nn203991q ↗
25. A study on the persistent photoconductance and transient photo-response characteristics of photochemically activated and thermally annealed indium‑gallium‑zinc-oxide thin-film transistors10.1016/j.tsf.2018.03.081 ↗
26. Selective Release of Different Neurotransmitters Emulated by a p–i–n Junction Synaptic Transistor for Environment-Responsive Action Control
27. Tailoring neuroplasticity in flexible perovskite QDs-based optoelectronic synaptic transistors by dual modes modulation10.1016/j.nanoen.2022.106987 ↗
28. Evolution of the human nervous system function, structure, and development10.1016/j.cell.2017.06.036 ↗
29. The organization of behavior; a neuropsychological theory
30. A quantitative description of membrane current and its application to conduction and excitation in nerve10.1113/jphysiol.1952.sp004764 ↗
31. Towards an Understanding of Synapse Formation10.1016/j.neuron.2018.09.040 ↗
32. Reactor based XPS and other in-situ studies on the effect of substitution of bismuth for indium in defect laden indium oxide hydroxide BizIn2-zO3-x(OH)y on the photocatalytic hydrogenation of carbon dioxide
33. Electronic structure of low-temperature solution-processed amorphous metal oxide semiconductors for thin-film transistor applications10.1002/adfm.201404375 ↗
34. Amorphous hafnium-indium-zinc oxide semiconductor thin film transistors10.1063/1.3275801 ↗
35. Effect of hafnium addition on the electrical properties of indium zinc oxide thin film transistors10.1016/j.tsf.2011.04.079 ↗
36. Effect of hafnium addition on Zn-Sn-O thin film transistors fabricated by solution process10.1063/1.3669700 ↗
37. Investigating addition effect of hafnium in InZnO thin film transistors using a solution process10.1063/1.3340943 ↗
38. Low-temperature fabrication of an HfO2 passivation layer for amorphous indium-gallium-zinc oxide thin film transistors using a solution process10.1038/s41598-017-16585-x ↗
39. Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type10.1523/JNEUROSCI.18-24-10464.1998 ↗
40. What can we learn from synaptic weight distributions?10.1016/j.tins.2007.09.005 ↗
41. Large-lattice-relaxation model for persistent photoconductivity in compound semiconductors10.1103/PhysRevLett.39.635 ↗