Neuromorphic Device Lab
Retinomorphic devices and systems
Ongoing
1. Berco, D. & Shenp Ang, D. Bioinspired Robotic Vision with Online Learning Capability and Rotation‐Invariant Properties. **Advanced Intelligent Systems** 3, 2100025, doi:10.1002/aisy.202100025 (2021).
2. Berco, D. & Ang, D. S. Multideck light-induced reset in a transparent bilayer synaptic device. Journal of Vacuum Science & Technology B 39, 053202, doi:10.1116/6.0001186 (2021).
3. Kumar, D., Kalaga, P. S., & Ang, D. S. (2020). Visible Light Detection and Memory Capabilities in MgO/HfO₂ Bilayer-Based Transparent Structure for Photograph Sensing. IEEE Transactions on Electron Devices, 67(10), 4274-4280. https://doi.org/10.1109/ted.2020.3014271
4. Kalaga, P. S., Kumar, D., Ang, D. S., & Tsakadze, Z. (2020). Highly Transparent ITO/HfO2/ITO Device for Visible-Light Sensing. IEEE Access, 8, 91648-91652. https://doi.org/10.1109/access.2020.2994383
5. Berco, D., Ang, D. S., & Zhang, H. Z. (2020). An Optoneuronic Device with Realistic Retinal Expressions for Bioinspired Machine Vision. **Advanced Intelligent Systems**, 2(2), 1900115. https://doi.org/10.1002/aisy.201900115
6. Berco, D., Ang, D. S., & Kalaga, P. S. (2020). Programmable Photoelectric Memristor Gates for In Situ Image Compression. **Advanced Intelligent Systems**, 2(9), 2000079. https://doi.org/10.1002/aisy.202000079
7. Hassan, M. Y., & Ang, D. S. (2019). On-Demand Visible-Light Sensing with Optical Memory Capabilities Based on an Electrical-Breakdown-Triggered Negative Photoconductivity Effect in the Ubiquitous Transparent Hafnia. **ACS Applied Materials & Interfaces**, 11(45), 42339-42348. https://doi.org/10.1021/acsami.9b13552
8. Berco, D., & Shenp Ang, D. (2019). Recent Progress in Synaptic Devices Paving the Way toward an Artificial Cogni‐Retina for Bionic and Machine Vision. **Advanced Intelligent Systems**, 1(1), 1900003. https://doi.org/10.1002/aisy.201900003
9. Berco, D., & Ang, D. S. (2019). Inducing alternating nanoscale rectification in a dielectric material for bidirectional-trigger artificial synapses. Journal of Vacuum Science & Technology B, 37(6), 061806. https://doi.org/10.1116/1.5123665
Reliable image perception is critical for living organisms. Biologic sensory organs and nervous systems evolved interdependently to allow apprehension of visual information regardless of spatial orientation. By contrast, convolutional neural networks usually have limited tolerance to rotational transformations. There are software-based approaches used to address this issue, such as artificial rotation of training data or preliminary image processing. However, these workarounds require a large computational effort and are mostly done offline. This work presents a bioinspired, robotic vision system with inherent rotation-invariant properties that may be taught either offline or in real time by feeding back error indications.
Ang, D. S., & Zhou, Y. (2019). Sensor element, image sensor, methods of forming and operating the same (US10269860B2).
Enabling synaptic logic transistor via gate-dielectric defect characterization
Ongoing
X. Ju and D. S. Ang, “Synapse and Tunable Leaky-Integrate Neuron Functions Enabled by Oxide Trapping Dynamics in a Single Logic Transistor,” in IEEE Electron Device Letters
We show that a high-k gated n-MOSFET can embody both the memory plasticity of a synapse and leaky-integration of a neuron, by virtue of the rich temporal dynamics of charge capture/emission by gate-oxide defects. In addition, a tunable leaky-integrate function is demonstrated. The lower limit of energy per input spike is on the order of fJ, which provides room for low-power trigger circuit design and scalability. This work points to the prospect of a gate-engineered logic transistor serving as the universal building block of hardware spiking neural networks, thereby accelerating the realization of compact, energy efficient neuromorphic computers given the relative maturity of the transistor technology.
Understanding charge-trapping evolution in small-dimension logic/memory devices
2017–2021
Fluctuating parametric shifts that arise from the stochastic capture/emission by oxide traps in small gate-area MOSFETs have triggered considerable interest due to their impact on timing-sensitive circuits. To date, studies have only reported the effect of gate voltage stress on oxide traps, while the effect of drain voltage stress is equally important but is seldom studied. This work examines the impact of channel hot-hole (CHH) stress on oxide traps in a nanoscale p-MOSFET. A change in the traps’ emission time constants under operating gate voltage is observed after the CHH stress. Traps which are relatively inactive (capture once and does not emit within the measurement timeframe) may be rendered much more active (exhibit many capture and emission events) after the CHH stress due to a decrease in the emission time constant. On the other hand, traps which are active may become inactive after the CHH stress due to an increase of the emission time constant. Reversion to the pre-CHH-stress behavior is observed after extended rest under unbiased condition. The traps could then undergo similar changes in emission behavior when the CHH stress is reapplied.
Negative photoconductance/optical memory of soft-breakdown wide-bandgap oxides
2017-2020
Kumar, D., Kalaga, P. S., & Ang, D. S. (2020). Visible Light Detection and Memory Capabilities in MgO/HfO₂ Bilayer-Based Transparent Structure for Photograph Sensing. IEEE Transactions on Electron Devices
Berco, D., & Ang, D. S. (2020). Analysis of large bandgap dielectrics by dual plasmon-photon excitation. Journal of Physics D: Applied Physics, 53(25), 25LT02. https://doi.org/10.1088/1361-6463/ab81d2
Hassan, M. Y., & Ang, D. S. (2019). On-Demand Visible-Light Sensing with Optical Memory Capabilities Based on an Electrical-Breakdown-Triggered Negative Photoconductivity Effect in the Ubiquitous Transparent Hafnia. ACS Applied Materials & Interfaces, 11(45), 42339-42348. https://doi.org/10.1021/acsami.9b13552
Berco, D., & Ang, D. S. (2019). Inducing alternating nanoscale rectification in a dielectric material for bidirectional-trigger artificial synapses. Journal of Vacuum Science & Technology B, 37(6), 061806. https://doi.org/10.1116/1.5123665
Zhou, Y., Ang, D. S., Kalaga, P. S., & Gollu, S. R. (2018, 2018-03-01). Oxide breakdown path for optical sensing at the nanoscale level. 2018 IEEE International Reliability Physics Symposium (IRPS),
Zhou, Y., Ang, D. S., & Kalaga, P. S. (2018). Optically reversible electrical soft-breakdown in wide-bandgap oxides—A factorial study. Journal of Applied Physics, 123(16), 161555. https://doi.org/10.1063/1.5002606
Kawashima, T., Yew, K. S., Zhou, Y., Ang, D. S., Zhang, H., & Kyuno, K. (2018). Ar-Plasma-Modulated Optical Reset in the SiO2/Cu Conductive-Bridge Resistive Memory Stack. ECS Transactions, 86(3), 55-64. https://doi.org/10.1149/08603.0055ecst
Kawashima, T., Yew, K. S., Zhou, Y., Ang, D. S., Zhang, H. Z., & Kyuno, K. (2018). Argon-plasma-controlled optical reset in the SiO2/Cu filamentary resistive memory stack. Applied Physics Letters, 112(21), 213505. https://doi.org/10.1063/1.5031053
Hassan, M. Y., Zhou, Y., Gu, C., Liu, H., Yang, J. K., & Ang, D. S. (2018). Plasmon-Assisted Zone-Selective Repair of Nanoscale Electrical Breakdown Paths in Metal/Oxide/Metal Structures for Near-Field Optical Sensing. ACS Applied Nano Materials, 1(8), 4340-4350. https://doi.org/10.1021/acsanm.8b01257
Zhou, Y., Kawashima, T., & Ang, D. S. (2017). TiN-Mediated Multi-Level Negative Photoconductance of the ZrO2 Breakdown Path. IEEE Journal of the Electron Devices Society, 5(3), 188-192. https://doi.org/10.1109/jeds.2017.2678469
Zhang, H. Z., Ang, D. S., Zhou, Y., & Wang, X. P. (2017). Enlarged read window in the asymmetric ITO/HfOx/TiN complementary resistive switch. Applied Physics Letters, 111(4), 043501. https://doi.org/10.1063/1.4995252
Kawashima, T., Zhou, Y., Yew, K. S., Zhang, H. Z., & Ang, D. S. (2017, 2017-03-01). Metal-electrode-dependent negative photoconductance response of the nanoscale conducting filament in the SiO2-metal stack. 2017 China Semiconductor Technology International Conference (CSTIC),
Kawashima, T., Zhou, Y., Yew, K. S., & Ang, D. S. (2017). Optical reset modulation in the SiO2/Cu conductive-bridge resistive memory stack. Applied Physics Letters, 111(11), 113505. https://doi.org/10.1063/1.5003107
Photograph response in transparent devices has been a hot area of investigation, with several material systems being used to generate a response to illumination. In this study, we propose an ITO/MgO/HfO 2 /ITO bilayer (BL) transparent resistive switching (RS) device that exhibits a photograph response through defect engineering in the switching layer, which resulted in a subsurface active RS location in the formed conductive filament, thus reducing the loss of oxygen through the polycrystalline electrode. We observe that the switching performance is enhanced in the ITO/MgO/HfO 2 /ITO BL device as compared to the ITO/HfO 2 /ITO single-layer device with the insertion of MgO layer between the ITO top electrode and HfO 2 RS layer. The device shows excellent ON/ OFF ratio (~10 7 ), high and stable dc electrical set and optical reset endurance (>1000 cycles without degradation), excellent retention (>10 4 s at 85 °C), high transparency (>85% transmittance in the visible spectrum), and a response time of 30 μs for the optical reset. This study lays the foundation for future work involving oxide defect-based optical functionalization in RS devices with the possibility for being used in photograph sensing.