A Relation B-cell Network used for data identification and fault diagnosis. - Hongli Zhang 003; Haihua Xiao; Shulin Liu; Wenhui Jiao; Chao Lan; Zhongyuan Ren; Yuan Wei (Appl. Soft Comput., 2021)

Self-updating continual learning classification method based on artificial immune system. - Xin Sun 011; Haotian Wang; Shulin Liu; Dong Li; Haihua Xiao (Appl. Intell., 2022)

Small-sample continual learning classification method with vaccine to update memory cells based on the artificial immune system. - Hongli Zhang 003; Lunchang Jiang; Wenhui Jiao; Shulin Liu; Haihua Xiao (Biosyst., 2022)

Active Learning-DETR: Cost-Effective Object Detection for Kitchen Waste. - Hai Qin; Liye Shu; Li Zhou; Songyun Deng; Haihua Xiao; Wei Sun 028; Qiaokang Liang; Dan Zhang 006; Yaonan Wang 001 (IEEE Trans. Instrum. Meas., 2024)

Vaccine Enhanced Continual Learning With TFE to Overcome Catastrophic Forgetting for Variable Speed-Bearing Fault Diagnosis. - Lu Wang; Shulin Liu; Haihua Xiao (IEEE Trans. Ind. Informatics, 2024)