Journal of Semiconductors, Volume. 46, Issue 1, 012604(2025)
Flexible artificial vision computing system based on FeOx optomemristor for speech recognition
Fig. 1. (Color online) Flexible optomemristor based on C27H30O15/FeOx heterostructure. (a) Purple lotus solution prepared from lotus flowers, with the molecular structure of C27H30O15 lotus in the switch functional layer of the optoelectronic memristor below. (b) Diagram illustrating the simulation of synapses and device structure of the Au/C27H30O15/FeOx/ITO memristor. (c) I−V characteristic curves of the Au/C27H30O15/FeOx/ITO optoelectronic memristor under light and dark conditions, showing a significant positive light effect with increased current density under light exposure. (d) Optical bandgap energy fitting comparison of FeOx and C27H30O15/FeOx UV−Vis (Ultraviolet–visible) spectra. (e) Double logarithmic SCLC mechanism fitting under HRS state of the device. (f) Calculation of defect concentration at different I − V scan cycles (iterations) under HRS state. (g) Diagram illustrating the Au/C27H30O15/FeOx/ITO flexible memristor at different curvature radii.
Fig. 2. (Color online) Electrical characteristics of Au/C27H30O15/FeOx/ITO. (a) Resistance modulation of Au/C27H30O15/FeOx/ITO memristor under different bias scan voltages. (b) Modulation of memory behavior with different bias voltage scan rates. (c) I−V characteristic curves of C27H30O15/FeOx memristor tested after bending at a 60° angle for 1, 101, 102, 103, 104 times, demonstrating excellent resilience of the flexible device to various bends. (d) Cycle endurance test of the memristor, with Au/C27H30O15/FeOx/ITO memristor achieving at least 103 scan cycles. (e) Duration of high resistance state (HRS) and low resistance state (LRS) at Vread = 0.3 V. (f) 32 non-volatile multi-conductive states lasting 300 s, capable of achieving at least 5-bit computational accuracy. (g) Device-to-device stability. (h) Double logarithmic SCLC mechanism fitting in device LRS state. (i) Calculation of defect density at LRS state under different I − V scan cycles (iteration counts).
Fig. 3. (Color online) Optical Characteristics of Au/C27H30O15/FeOx/ITO. (a) Under light conditions, the cycle endurance of the Au/C27H30O15/FeOx/ITO memristor reaches up to 103 cycles. (b) Light pulse intensity modulates the photoconductive state of the C27H30O15/FeOx memristor. (c) Light pulse width modulates the photoconductive state of the C27H30O15/FeOxmemristor. (d) At different light intensities, the photocurrent shows a linear correlation with frequency. (e) and (f) Gradual linear adjustment of 150 photoconductive states has the potential to achieve a calculation accuracy of 7 bits. Use a light pulse (19 mW, 0.5 s) (upper part of
Fig. 4. (Color online) Digital speech signal recognition system based on flexible optoelectronic memristors Au/C27H30O15/FeOx/ITO. (a) Schematic of a parallel RC system based on dynamic memristors. Each memristor RC unit has a different mask sequence. The output is a linear combination of all reservoir states. This parallel RC system is achieved by testing individual memristors over multiple cycles. The output vector is a linear combination of values from virtual nodes, and weights (Wout) can be trained using linear regression. (b) 16 encoding state diagrams of memristors, reflecting previous temporal information through different photocurrents. (c) Prediction results from the parallel RC system based on memristors. The purple line represents actual outputs, while the pink line represents predicted outputs of the RC system. The mask length is 9, with 25 masks. The training set: test set ratio is 7 : 3. (d) Confusion matrix of prediction results versus correct outputs from the RC system based on Au/C27H30O15/FeOx/ITO memristors, achieving an accuracy of 94.88%. The color bar indicates the normalized probability of each predicted result under the correct output.
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Jie Li, Yue Xin, Bai Sun, Dengshun Gu, Changrong Liao, Xiaofang Hu, Lidan Wang, Shukai Duan, Guangdong Zhou. Flexible artificial vision computing system based on FeOx optomemristor for speech recognition[J]. Journal of Semiconductors, 2025, 46(1): 012604
Category: Research Articles
Received: Aug. 2, 2024
Accepted: --
Published Online: Mar. 6, 2025
The Author Email: Sun Bai (BSun), Zhou Guangdong (GDZhou)