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Published on: March 8, 2024
Monolithic Integration of Sensing, Computing, and Storage in an Anomalous Hall Effect-Based Neuromorphic Device.
Sitong An1, Lvkang Shen1, Tianyu Liu1
1School of Microelectronics, Xi'an Jiaotong University, Xi'an 710049, China.
This study introduces a novel Ag/NiO/NiCo2O4 heterostructure for integrated neuromorphic computing. The device combines magnetic sensing, memristor storage, and analog computation in a single unit, paving the way for energy-efficient autonomous systems.
Area of Science:
- Materials Science
- Neuroscience
- Electrical Engineering
Background:
- Neuromorphic computing faces challenges due to the physical separation of sensing, memory, and processing units.
- Intrinsic integration of these functions is crucial for advancing neuromorphic architectures.
Purpose of the Study:
- To develop a monolithic device integrating magnetic sensing, memristor-based storage, and analog computation.
- To address the limitations of conventional neuromorphic computing by creating a unified functional unit.
Main Methods:
- Fabrication of a novel Ag/NiO/NiCo2O4 heterostructure.
- Exploitation of the anomalous Hall effect in NiCo2O4 for sensing and computation.
- Utilizing a NiO layer as a nonvolatile memristor for reconfigurable storage via interfacial modulation.
Main Results:
- The device integrates magnetic sensing, memristor storage, and analog computation.
- NiO memristor programming (±2 V) nonvolatily modulates the NiCo2O4's anomalous Hall effect response.
- Programmatic switching between high-sensitivity and wide-dynamic-range modes was achieved.
Conclusions:
- The monolithic Ag/NiO/NiCo2O4 heterostructure offers a viable foundation for energy-efficient neuromorphic sensors.
- This integrated approach supports the development of multifunctional autonomous systems.
- Interfacial modulation via oxygen vacancy migration is key to device functionality.
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