Perovskite oxide based transparent neuromorphic photoelectric memristor for artificial ocular system
Source abstract
Abstract
The emergence of photoelectric memristors has opened up new opportunities for the research community to realize the neuro-synaptic functionalities of photoelectric systems. Neuromorphic photoelectric memristors (NPMs) can directly respond to non-contact photonic signals while possessing the desirable features of high bandwidth, zero latency, and low crosstalk. With their capability to integrate the sensing, memory, and computing features, they can mimic the human vision system. Here, we propose a perovskite oxide (ABO3)-based NPM, where the active medium is comprised of oxygen rich and oxygen deficient layers of barium strontium titanate. Along with the analog-type resistive switching behavior, the device current modulation also enables the imitation of long term-potentiation/depression behaviors of the human brain. The designed convolutional neural network model achieves high accuracy even when tested with the damaged (noisy) face images of the Olivetti Research Laboratory dataset. The photo-excitation and photo-inhibition phenomena of NPM are observed under 405 and 633 nm illumination, respectively, and further utilized to realize the spike-intensity, spike-width, spike-rate, and spike-number dependent synaptic plasticity behaviors. These findings significantly inspire future research in the field of perovskite oxide based transparent photoelectric synaptic resistive switching memory devices.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Advanced Memory and Neural Computing · Photoreceptor and optogenetics research · Conducting polymers and applications
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Institute of Electronics, National Yang Ming Chiao Tung University (NYCU) 1 , Hsinchu 30010,
Department of Electrical Engineering and Computer Science, National Yang Ming Chiao Tung University (NYCU) 2 , Hsinchu 30010,
Funding
National Science and Technology Council (NSTC), Taiwan
References (90)
Show source-provided references
1. A minireview on 2D materials-enabled optoelectronic artificial synaptic devices10.1063/5.0096053 ↗
2. A comprehensive review on emerging artificial neuromorphic devices10.1063/1.5118217 ↗
3. Synaptic electronics: Materials, devices and applications10.1088/0957-4484/24/38/382001 ↗
4. Memristive synapses and neurons for bioinspired computing10.1002/aelm.201900287 ↗
5. Recent advance in synaptic plasticity modulation techniques for neuromorphic applications10.1007/s40820-024-01445-x ↗
6. Brain-inspired computing with memristors: Challenges in devices, circuits, and systems10.1063/1.5124027 ↗
7. Printed high-entropy prussian blue analogs for advanced non-volatile memristive devices10.1002/adma.202410060 ↗
8. SnS-facilitated ZnAlSnO-based fully optically modulated artificial synaptic device for image processing10.1002/adfm.202414210 ↗
9. Ultra-low power consumption artificial photoelectric synapses based on Lewis acid doped WSe2 for neuromorphic computing10.1002/smll.202406402 ↗
10. Memristor-based neuromorphic chips10.1002/adma.202310704 ↗
11. ZnSnOy/ZnSnOx bilayer transparent memristive synaptic device for neuromorphic computing10.1109/led.2022.3186055 ↗
12. Beyond von Neumann architecture: Brain-inspired artificial neuromorphic devices and integrated computing10.1002/aelm.202300839 ↗
13. Multifunctional optoelectronic memristor based on CeO2/MoS2 heterojunction for advanced artificial synapses and bionic visual system with nociceptive sensing10.1016/j.nanoen.2024.109267 ↗
14. Multi-modulated optoelectronic memristor based on Ga2O3/MoS2 heterojunction for bionic synapses and artificial visual system10.1016/j.nanoen.2023.108398 ↗
15. Flexible neuromorphic electronics for wearable near-sensor and in-sensor computing systems10.1002/adma.202416073 ↗
16. Recent advances in bioinspired vision sensor arrays based on advanced optoelectronic materials10.1063/5.0160748 ↗
17. Visible-light responsive CdS-QDs modified InGaZnO synapse for biologically plausible color-to-gray conversion10.1063/5.0219210 ↗
18. Emerging optoelectronic artificial synapses and memristors based on low-dimensional nanomaterials10.1063/5.0173547 ↗
19. All-photonic synapses for biomimetic ocular system10.1002/adfm.202409419 ↗
20. Fully visible light controlled neuro-synaptic ReRAM device based on metal oxide heterojunction10.1063/5.0199385 ↗
21. Oxide based pentachromatic-vision inspired optoelectronic synaptic transistor with large conduction states over 51210.1002/adfm.202402222 ↗
22. Photoelectric memristor-based machine vision for artificial intelligence applications10.1021/acsmaterialslett.2c00911 ↗
23. Progress of materials and devices for neuromorphic vision sensors10.1007/s40820-022-00945-y ↗
24. Photodual-responsive anthracene-based 2D covalent organic framework for optoelectronic synaptic devices10.1002/smtd.202401341 ↗
25. Technology and integration roadmap for optoelectronic memristor10.1002/adma.202307393 ↗
26. Scalable integrated sensing and computing memory devices for logic circuit realization: V2O5/WO3 heterostructures10.1021/acsaelm.4c02044 ↗
27. Flexible solution-processable black-phosphorus-based optoelectronic memristive synapses for neuromorphic computing and artificial visual perception applications10.1002/adma.202300446 ↗
28. Versatile optoelectronic memristor based on wide-bandgap Ga2O3 for artificial synapses and neuromorphic computing10.1038/s41377-025-01773-6 ↗
29. Zn2SnO4 thin film based nonvolatile positive optoelectronic memory for neuromorphic computing10.1021/acsaelm.2c00033 ↗
30. Deep ultraviolet optoelectronic memristors based on gallium oxide for biomimetic visual processing and neuromorphic memory applications10.1063/5.0259184 ↗
31. Light-induced conductance potentiation and depression in an all-optically controlled memristor10.1021/acsami.4c02092 ↗
32. Self-rectifying all-optical modulated optoelectronic multistates memristor crossbar array for neuromorphic computing10.1021/acs.nanolett.3c04358 ↗
33. Reconfigurable selector-free all-optical controlled neuromorphic memristor for in-memory sensing and reservoir computing10.1021/acsnano.4c09199 ↗
34. All-optically controlled memristor for optoelectronic neuromorphic computing10.1002/adfm.202005582 ↗
35. Fully photon controlled synaptic memristor for neuro-inspired computing10.1002/aelm.202201093 ↗
36. Fully light-modulated memristor based on ZnO/MoOx heterojunction for neuromorphic computing10.1063/5.0197199 ↗
37. Avian eye-inspired tetrachromatic-bidirectional synaptic transistor for multi-spectral recognition10.1063/5.0256408 ↗
38. Coupling light into memristors: Advances in halide perovskite resistive switching and neuromorphic computing10.1002/smtd.202500089 ↗
39. Photoelectric synaptic device based on bilayerd OR/OP-InGaZnO for neuromorphic computing10.1109/led.2023.3335628 ↗
40. Tantalum pentoxide (Ta2O5 and Ta2O5–x)-based memristor for photonic in-memory computing application10.1016/j.nanoen.2022.108072 ↗
41. Operant conditioning reflex implementation in a transparent Ta2O5–3x/Ta2O5–x homo-structured optoelectronic memristor for neuromorphic computing application10.1016/j.nanoen.2023.109102 ↗
42. A neuromorphic bionic eye with broadband vision and biocompatibility using TIPS-pentacene-based phototransistor array retina10.1016/j.apmt.2023.101885 ↗
43. Multicolor vision perception of flexible optoelectronic synapse with high sensitivity for skin sunburn warning10.1039/d3mh02154h ↗
44. Bidirectional photovoltage-driven oxide transistors for neuromorphic visual sensors10.1002/adma.202410398 ↗
45. Perovskite material-based memristors for applications in information processing and artificial intelligence10.1039/d3tc02309e ↗
46. ABO3 multiferroic perovskite materials for memristive memory and neuromorphic computing10.1039/d1nh00292a ↗
47. Neurotransmitter-induced excitatory and inhibitory functions in artificial synapses10.1002/adfm.202200497 ↗
48. A violet-light-responsive ReRAM based on Zn2SnO4/Ga2O3 heterojunction as an artificial synapse for visual sensory and in-memory computing10.1002/aelm.202400527 ↗
49. Face recognition: A convolutional neural-network approach10.1109/72.554195 ↗
50. High efficient PEC performance via mechanical stress field and temperature field coupling assisted Ba0.7Sr0.3TiO3 under visible light irradiation10.1016/j.ijhydene.2023.03.414 ↗
51. Optical properties of amorphous Ba0.7Sr0.3TiO3 thin films obtained by metal organic decomposition technique10.1016/j.tsf.2006.03.051 ↗
52. Dual-input optoelectronic synaptic transistor based on amorphous ZnAlSnO for multi-target neuromorphic simulation10.1016/j.mtnano.2024.100480 ↗
53. Rhodium doping augments photocatalytic activity of barium titanate: Effect of electronic structure engineering10.1039/d0na00702a ↗
54. Platelet-structured strontium titanate perovskite decorated on graphene oxide as a nanocatalyst for electrochemical determination of neurotransmitter dopamine10.1039/d0nj03564e ↗
55. Oxygen vacancy-dependent synaptic dynamic behavior of TiOx-based transparent memristor10.1109/ted.2021.3056333 ↗
56. Emulating synaptic and nociceptive behavior via negative photoconductivity of a memristor10.1109/ted.2023.3276725 ↗
57. A TaOx-based RRAM with improved uniformity and excellent analog characteristics by local dopant engineering10.3390/electronics10202451 ↗
58. Bidirectional photoelectric response of perovskite oxide-based synaptic ReRAM device10.1109/led.2023.3347559 ↗
59. Resistive switching random-access memory (RRAM): Applications and requirements for memory and computing10.1021/acs.chemrev.4c00845 ↗
60. Artificial van der Waals hybrid synapse and its application to acoustic pattern recognition10.1038/s41467-020-17849-3 ↗
61. Flexible ZnO nanosheet-based artificial synapses prepared by low-temperature process for high recognition accuracy neuromorphic computing10.1002/adfm.202209907 ↗
62. The role of third cation doping on phase stability, carrier transport and carrier suppression in amorphous oxide semiconductors10.1039/d0tc02655g ↗
63. All-optical-controlled excitatory and inhibitory synaptic signaling through bipolar photoresponse of an oxide-based phototransistor10.1002/adom.202300089 ↗
64. Electrical transport properties and modelling of electrostrictive resonance phenomena in Ba2/3Sr1/3TiO3 thin films10.1063/1.4966942 ↗
65. ZTO/MgO-based optoelectronic synaptic memristor for neuromorphic computing10.1109/ted.2023.3237666 ↗
66. Persistent photoconductivity of metal oxide semiconductors10.1021/acsaelm.3c01549 ↗
67. Artificial optoelectronic synapse based on violet phosphorus microfiber arrays10.1002/smll.202306998 ↗
68. Optically stimulated artificial synapse with ferroelectric assistance for a neuromorphic visual system10.1021/acsaelm.4c01653 ↗
69. High-performance synaptic phototransistor using A photoactive self-assembled layer toward ultralow energy consumption10.1002/adom.202302040 ↗
70. An oxide-based heterojunction optoelectronic synaptic device with wideband and rapid response performance10.1016/j.jmst.2021.11.082 ↗
71. Nanostructured CuAlO2@ZnO optoelectronic device for artificial synaptic applications10.1016/j.apsusc.2022.155682 ↗
72. Energy-efficient ReS2-based optoelectronic synapse for 3D object reconstruction and recognition10.1021/acsami.3c14958 ↗
73. Scandium nitride as a gateway III-nitride semiconductor for both excitatory and inhibitory optoelectronic artificial synaptic devices10.1002/aelm.202200975 ↗
74. Multifunctional optoelectronic synapses based on arrayed MoS2 monolayers emulating human association memory10.1002/advs.202300120 ↗
75. Color recognition achieved in multiwavelength controlled plasmonic optoelectronic memristor for neuromorphic visual system10.1002/adfm.202414404 ↗
76. Fully UV modulated artificial synapses with integrated sensing, storage and computation10.1002/adfm.202401403 ↗
77. Plasmonic optoelectronic memristor enabling fully light-modulated synaptic plasticity for neuromorphic vision10.1002/advs.202104632 ↗
78. All-optically regulated ITO/Cu2O/WO3/ITO memristor for optoelectronic neuromorphic computing10.1021/acsaelm.4c00726 ↗
79. Bipolar resistance switching in transparent ITO/LaAlO3/SrTiO3 memristors10.1021/am501387w ↗
80. Observing topotactic phase transformation and resistive switching behaviors in low power SrCoOx memristor10.1016/j.nanoen.2020.104683 ↗
81. Redox-based multilevel resistive switching in AlFeO3 thin-film heterostructures10.1021/acsaelm.0c00083 ↗
82. Evidence for a crucial role played by oxygen vacancies in LaMnO3 resistive switching memories10.1002/smll.201101796 ↗
83. Complementary resistive switching and synaptic-like memory behavior in an epitaxial SrFeO2.5 thin film through oriented oxygen-vacancy channels10.1021/acsami.0c10910 ↗
84. Memristive synapses based on SrTiO3 thin film10.1016/j.mseb.2024.117623 ↗
85. An oxide Schottky junction artificial optoelectronic synapse10.1021/acsnano.9b00340 ↗
86. High-precision attention mechanism for machine vision enabled by an artificial optoelectronic memristor synapse10.1021/acs.nanolett.4c05764 ↗
87. Artificial vision system design and implementation based on BaSrTiO3 and Nd2O3 composite memristors for efficient pattern recognition10.1039/D4TC04138K ↗
88. Bipolar switching properties and reaction decay effect of BST ferroelectric thin films for applications in resistance random access memory devices10.3390/nano15080602 ↗
89. Light induced RESET phenomenon in invisible memristor for photo sensing10.1109/led.2022.3172866 ↗
90. Amorphous gallium oxide homojunction-based optoelectronic synapse for multi-functional signal processing10.1088/1674-4926/44/7/074101 ↗