Selected Articles
2026
1. “Ferroelectric-resistive dual-mode capacitor for unified KV cache and weight storage toward Transformer acceleration.” Materials Horizons (2026).
2. “Hardware realization of memory-augmented neural networks using multi-level RRAM arrays.” Nanoscale (2026).
3. “Coexisting Volatile and Nonvolatile Switching in 3D ALD-IGZO Vertical RRAM for Fully Hardware-Based Wide Reservoir Computing.” Advanced Science, e77076 (2026).
4. “Hierarchical Multi-Mode Computing in Interlayer-Coupled 3D RRAM Crossbar Arrays.” Advanced Science, e76764 (2026).
5. “Hydrogen-Stabilized Self-Rectifying Memristor Arrays for Reliable Multilevel Synapses in Transformer-Based Keyword Spotting.” Advanced Science, e76640 (2026).
6. “Tri-Layer Laminated HZO/HfO₂/HZO Ferroelectric Diode for Linear Weight Updates in Hardware-Aware Reservoir Computing.” Advanced Functional Materials, e78577 (2026).
7. “Triple-Mode Ferroelectric Thin-Film Transistor for Hybrid Electrical-Optical Reservoir Computing.” Advanced Science, e75471 (2026).
8. “Neuromorphic sensing and computing in a versatile thermally grown Fe–W–O–S nanocomposite memristor.” Materials Science and Engineering: R: Reports, 169, 101208 (2026).
9. “Iodide-Coated CsPbBr₃ Perovskite Nanowires for Resistive-Switching Memory in Neuromorphic Systems and Edge Computing.” Nano Letters (2026).
10. “Nanolaminate Ferroelectric Transistor Enabling Wide-Reservoir In-Sensor Neuromorphic Vision.” Advanced Materials, e22251 (2026).
11. “Stochastic Yet Precise: Memristor Crossbar Arrays Enabling Robust In-Memory Computing, Hardware Security, and Generative Adversarial Network.” Advanced Functional Materials, e23780 (2026).
12. “Photonic Encoding-Driven Neuromorphic and Cryptographic System Based on Oxide Semiconductor Device.” Advanced Functional Materials, e20150 (2026).
13. “Universal Neuromorphic Element: NbOₓ Memristor with Co-Existing Volatile, Non-Volatile, and Threshold Switching.” Advanced Functional Materials, e19431 (2026).
14. “Optically Tunable Synaptic Plasticity and Memory Emulation in Au-Nanoparticle-Enhanced HfTiOₓ/Al₂O₃-Based Photonic Memristors.” Advanced Functional Materials, e10683 (2026).
2025
1. “Physical reservoir computing system fully implemented using a single flash memory device via tailored decay pulse modulation.” Nano Energy, 111525 (2025).
2. “Hybrid WS₂-Based Memristor With Tunable Conductance Modulation for Neuromorphic and Nociceptive Learning.” Small, e08508 (2025).
3. “Synergistic multi-wavelength optical stimulation enhances synaptic dynamics and reservoir computing performance in ferroelectric thin-film transistors.” Nano Energy, 111395 (2025).
4. “Integrated Design of Electrically Configurable Ferroelectric and Redox-Based Memristors for Hardware-Implemented Reservoir Computing.” Advanced Science, e05688 (2025).
5. “Energy Efficient Hybrid Reservoir Computing Using Hf₀.₅Zr₀.₅O₂ Ferroelectric Thin-Film Transistors with Integrated Optically and Electrically Synaptic Functions.” Small, 2501278 (2025).
6. “Synaptic metaplasticity and associative learning in low-power neuromorphic computing using W-diffused BaTiO₃ memristors.” Nano Energy, 111276 (2025).
7. “Reset-dominant accurate synaptic weight mapping in passive memristor arrays for energy-efficient spiking neural networks.” Nano Energy, 111261 (2025).
8. “HfAlOₓ-based optical ferroelectric memristor with transparent electrode for RGB color image classification via physical reservoir.” Nano Energy, 142, 111190 (2025).
9. “Ferroelectric memristor crossbar arrays for highly integrated neuromorphic computing system.” Nano Energy, 141, 111137 (2025).
10. “Enhanced Reliability and Controllability in Filamentary Oxide-Based 3D Vertical Structured Resistive Memory with Pulse Scheme Algorithm for Versatile Neuromorphic Applications.” Advanced Functional Materials, 2500956 (2025).
11. “Fully hardware-oriented physical reservoir computing using 3D vertical resistive switching memory with different bottom electrodes.” Materials Horizons (2025).
12. “Self-Rectifying Volatile Memristor for Highly Dynamic Functions.” Advanced Functional Materials, 2423880 (2025).
13. “3D Vertical Ferroelectric Capacitors with Excellent Scalability.” Nano Letters (2025).
14. “Metaplasticity and Reservoir Computing in Bio-Realistic Artificial Synapses with Embedded Localized Au-Nanoparticle-Based Memristors.” Advanced Functional Materials, 2416862 (2025).
15. “Precise weight tuning in quantum dot-based resistive-switching memory for neuromorphic systems.” Materials Horizons (2025).
2024
1. “Cost-Effective and Fully Hardware-Oriented Reservoir Computing Based on IGZO/HZO Ferroelectric Thin-Film Transistor with Electrically and Optically Distinguishable States.” Advanced Functional Materials, 2409095 (2024).
2. “Versatile NbOₓ-Based Volatile Memristor for Artificial Intelligent Applications.” Advanced Functional Materials, 2409436 (2024).
3. “Configurable Synaptic and Stochastic Neuronal Functions in ZnTe-Based Memristor for an RBM Neural Network.” Advanced Science, 2405768 (2024).
4. “Memristive Architectures Exploiting Self-Compliance Multilevel Implementation on 1 kb Crossbar Arrays for Online and Offline Learning Neuromorphic Applications.” ACS Nano (2024).
5. “Nitrogen doping effect on InGaZnO-based artificial synapse for implementing reservoir computing and SVHN dataset pattern recognition.” Nano Energy, 110015 (2024).
6. “Exploration of Analog Synaptic Plasticity and Convolutional Neural Network Simulation in Bilayer TiO₂₋ₓ/SnO₂ Memristor for Neuromorphic Systems.” ACS Materials Letters, 6, 3514–3522 (2024).
7. “Implementation of 8-bit reservoir computing through volatile ZrOₓ-based memristor as a physical reservoir.” Nano Energy, 109958 (2024).
8. “Sophisticated Conductance Control and Multiple Synapse Functions in TiO₂-Based Multistack-Layer Crossbar Array Memristor for High-Performance Neuromorphic Systems.” Advanced Functional Materials, 2405544 (2024).
9. “Programmable Retention Characteristics in MoS₂-Based Atomristors for Neuromorphic and Reservoir Computing Systems.” ACS Nano (2024).
10. “Artificial Neural Network Classification Using Al-Doped HfOₓ-Based Ferroelectric Tunneling Junction with Self-Rectifying Behaviors.” ACS Materials Letters, 6, 2320–2328 (2024).
11. “Realization of future neuro-biological architecture in power efficient memristors of Fe₃O₄/WS₂ hybrid nanocomposites.” Nano Energy, 122, 109272 (2024).
12. “Artificial synapses based on 2D-layered palladium diselenide heterostructure dynamic memristor for neuromorphic applications.” Nano Energy, 120, 109168 (2024).
13. “Synaptic Characteristics and Vector-Matrix Multiplication Operation in Highly Uniform and Cost-Effective Four-Layer Vertical RRAM Array.” Advanced Functional Materials, 2310193 (2024).
14. “Volatile and Nonvolatile Resistive Switching Coexistence in Conductive Point Hexagonal Boron Nitride Monolayer.” ACS Nano, 18(4), 3313–3322 (2024).