Celestial neuromorphics based on ferroelectric gallium oxide
Abstract Efficient recognition of celestial activities demands hardware that can operate with high efficiency and robustness in radiation-rich space environments. Ultra-wide bandgap (UWBG) semiconductors are well-suited for such environments, but conventional UWBG transistors are not inherently compatible with advanced computing functions. To address this limitation, here we report a κ-phase gallium oxide (κ-Ga2O3) based in-sensor reservoir computing system (κ-ISRC), which incorporates deep ultraviolet sensing, memory, and neuromorphic computation for celestial activity recognition. A ferroelectric high-electron-mobility transistor (FeHEMT) is fabricated by exploiting polarization switching of κ-Ga2O3 through atomic sliding mechanisms. The Al2O3/κ-Ga2O3 dielectric/ferroelectric gate stack provides negative-capacitance effect, supporting configurable memory operations. Furthermore, the device can maintain its performance over a wide temperature range (from −270°C to 210°C) and under ion irradiation with an average flux of 1×104 rad/s. Leveraging these device features, the celestial neuromorphic system achieves up to 95% classification accuracies across diverse astrophysical events, including solar flares, cosmic-ray bursts, and pulsar emissions. This work establishes UWBG ferroelectric semiconductors as a multifunctional platform for energy-efficient in-sensor neuromorphic electronics for aerospace and deep-space applications.
Authors
- Yurong Luo (ORCID: https://orcid.org/0009-0005-3358-8861)
- J P Ye
- Y C Zhu (ORCID: https://orcid.org/0000-0002-7306-1053)
- L P Hao
- Rong Zhang (ORCID: https://orcid.org/0000-0001-8019-245X)
- X H Yu
- Zhanhua Li
- Changjin Wan
- Songhao Gu (ORCID: https://orcid.org/0009-0002-6551-5534)
- Mengjiao Pei
- Han Wang (ORCID: https://orcid.org/0009-0002-4984-9307)
- Xinyi Pei (ORCID: https://orcid.org/0009-0002-2219-4099)
- J Yao
- Yuhao Zhang
- Qing Wan
- Ke Xu
- Zhannan Guan
Institutions
- Ningbo University (CN)
- Hong Kong Polytechnic University (HK)
- Institute of Electronics (CN)
- Collaborative Innovation Center of Advanced Microstructures (CN)
- Institute of Semiconductors (CN)
- University of Hong Kong (HK)
Publication Details
- Journal
- National Science Review
- Published
- 2026-06-12
- DOI
- https://doi.org/10.1093/nsr/nwag362
- Primary Topic
- Ferroelectric and Negative Capacitance Devices
- Type
- article
- Field-Weighted Citation Impact
- 0.00