Ke Xu, Zhannan Guan, Mengjiao Pei, Yurong Luo, Yonghao Zhu, Xinxin Yu, Lin Hao, Songhao Gu, Jiahao Yao, Zhanhua Li, Xinyi Pei, Yuhao Zhang, Han Wang, Changjin Wan, Qing Wan, Rong Zhang, Jiandong Ye
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 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 to 210°C) and under ion irradiation with an average flux of 1×104 cm-2 s-1. 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.